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{"candidate_id": "CAND_0014593", "profile": {"anonymized_name": "Manish Khanna", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 6.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 6.3, "current_title": "HR Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "HR Manager", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2020-03-15", "end_date": "2022-05-04", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "NIT Surathkal", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2005, "end_year": 2009, "grade": "8.97 CGPA", "tier": "tier_1"}], "skills": [{"name": "Illustrator", "proficiency": "intermediate", "endorsements": 13, "duration_months": 28}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 5, "duration_months": 6}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "Rust", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "Figma", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "Docker", "proficiency": "beginner", "endorsements": 14, "duration_months": 18}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 13, "duration_months": 20}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 4, "duration_months": 32}, {"name": "HTML", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 28.6, "signup_date": "2024-01-03", "last_active_date": "2025-10-25", "open_to_work_flag": false, "profile_views_received_30d": 78, "applications_submitted_30d": 0, "recruiter_response_rate": 0.57, "avg_response_time_hours": 156.5, "skill_assessment_scores": {}, "connection_count": 484, "endorsements_received": 15, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.4, "max": 19.7}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 31.0, "search_appearance_30d": 74, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.4, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0003279", "profile": {"anonymized_name": "Kiara Arora", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 7.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 7.5, "current_title": "Sales Executive", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Sales Executive", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Marketing Manager", "start_date": "2022-04-18", "end_date": "2024-02-07", "duration_months": 22, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2019-03-05", "end_date": "2022-04-18", "duration_months": 38, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "SRM Chennai", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2007, "end_year": 2012, "grade": "8.52 CGPA", "tier": "tier_3"}, {"institution": "Regional Technical Institute", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2003, "end_year": 2007, "grade": "9.33 CGPA", "tier": "tier_4"}], "skills": [{"name": "SQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "Tally", "proficiency": "beginner", "endorsements": 4, "duration_months": 6}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 6, "duration_months": 36}, {"name": "React", "proficiency": "intermediate", "endorsements": 10, "duration_months": 22}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "Azure", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 12, "duration_months": 6}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 15, "duration_months": 34}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 84.4, "signup_date": "2022-08-07", "last_active_date": "2026-04-04", "open_to_work_flag": false, "profile_views_received_30d": 41, "applications_submitted_30d": 0, "recruiter_response_rate": 0.19, "avg_response_time_hours": 238.6, "skill_assessment_scores": {}, "connection_count": 357, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.8, "max": 17.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 36.6, "search_appearance_30d": 2, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.47, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0097197", "profile": {"anonymized_name": "Karan Patel", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 5.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 5.7, "current_title": "Sales Executive", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Sales Executive", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2022-06-17", "end_date": "2023-09-10", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "Business Analyst", "start_date": "2020-11-24", "end_date": "2022-06-17", "duration_months": 19, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Thapar University", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2006, "end_year": 2010, "grade": "90%", "tier": "tier_2"}], "skills": [{"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "SQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 4, "duration_months": 16}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 5, "duration_months": 8}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 32}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 37.5, "signup_date": "2023-09-08", "last_active_date": "2025-12-07", "open_to_work_flag": true, "profile_views_received_30d": 1, "applications_submitted_30d": 9, "recruiter_response_rate": 0.22, "avg_response_time_hours": 44.9, "skill_assessment_scores": {}, "connection_count": 220, "endorsements_received": 36, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.4, "max": 27.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 30.8, "search_appearance_30d": 77, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.67, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036049", "profile": {"anonymized_name": "Rajesh Sethi", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 4.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 4.8, "current_title": "Business Analyst", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Business Analyst", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "Sales Executive", "start_date": "2023-02-05", "end_date": "2024-01-31", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Acme Corp", "title": "Accountant", "start_date": "2021-08-14", "end_date": "2022-12-07", "duration_months": 16, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Amity University", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2005, "end_year": 2010, "grade": "9.22 CGPA", "tier": "tier_3"}, {"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Physics", "start_year": 2012, "end_year": 2016, "grade": "8.69 CGPA", "tier": "tier_3"}], "skills": [{"name": "HTML", "proficiency": "intermediate", "endorsements": 2, "duration_months": 22}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 15, "duration_months": 27}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 31}, {"name": "Redux", "proficiency": "beginner", "endorsements": 2, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 37.7, "signup_date": "2024-11-03", "last_active_date": "2026-05-17", "open_to_work_flag": true, "profile_views_received_30d": 6, "applications_submitted_30d": 7, "recruiter_response_rate": 0.46, "avg_response_time_hours": 232.0, "skill_assessment_scores": {}, "connection_count": 340, "endorsements_received": 17, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.8, "max": 13.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 176, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.82, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0032099", "profile": {"anonymized_name": "Vivaan Gupta", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 5.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 5.0, "current_title": "Graphic Designer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Graphic Designer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Business Analyst", "start_date": "2022-03-19", "end_date": "2024-12-03", "duration_months": 33, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2021-06-22", "end_date": "2022-03-19", "duration_months": 9, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "IIT Roorkee", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2007, "end_year": 2011, "grade": "9.22 CGPA", "tier": "tier_1"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 15, "duration_months": 25}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 7, "duration_months": 6}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 8, "duration_months": 23}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 10, "duration_months": 18}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 10, "duration_months": 32}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 15, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 36.4, "signup_date": "2026-03-02", "last_active_date": "2026-04-23", "open_to_work_flag": false, "profile_views_received_30d": 70, "applications_submitted_30d": 7, "recruiter_response_rate": 0.52, "avg_response_time_hours": 114.9, "skill_assessment_scores": {}, "connection_count": 271, "endorsements_received": 25, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 11.5, "max": 20.0}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 92, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0029257", "profile": {"anonymized_name": "Vihaan Sethi", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 8.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 8.6, "current_title": "Graphic Designer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Graphic Designer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2021-07-22", "end_date": "2023-09-10", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2018-01-09", "end_date": "2021-07-22", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "KIIT University", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2015, "end_year": 2018, "grade": "86%", "tier": "tier_3"}, {"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2012, "end_year": 2016, "grade": "83%", "tier": "tier_4"}], "skills": [{"name": "Sales", "proficiency": "intermediate", "endorsements": 4, "duration_months": 12}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 15, "duration_months": 9}, {"name": "Rust", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 11, "duration_months": 21}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 30, "duration_months": 31}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 62.9, "signup_date": "2025-03-24", "last_active_date": "2026-05-11", "open_to_work_flag": true, "profile_views_received_30d": 57, "applications_submitted_30d": 10, "recruiter_response_rate": 0.42, "avg_response_time_hours": 53.6, "skill_assessment_scores": {"YOLO": 26.9}, "connection_count": 513, "endorsements_received": 17, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.3, "max": 10.9}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 83, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.41, "offer_acceptance_rate": 0.23, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0018290", "profile": {"anonymized_name": "Kavya Krishnan", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 6.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Berlin", "country": "Germany", "years_of_experience": 6.6, "current_title": "Customer Support", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Customer Support", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Customer Support", "start_date": "2021-09-20", "end_date": "2022-11-14", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2019-12-30", "end_date": "2021-09-20", "duration_months": 21, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2016, "end_year": 2020, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "Redis", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 0, "duration_months": 15}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 13, "duration_months": 4}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 8, "duration_months": 9}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "SQL", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 53.4, "signup_date": "2024-04-09", "last_active_date": "2026-02-05", "open_to_work_flag": false, "profile_views_received_30d": 55, "applications_submitted_30d": 6, "recruiter_response_rate": 0.61, "avg_response_time_hours": 239.7, "skill_assessment_scores": {}, "connection_count": 414, "endorsements_received": 3, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 5.9, "max": 23.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 19, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0096531", "profile": {"anonymized_name": "Neha Bansal", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 4.2+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 4.2, "current_title": "Sales Executive", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Sales Executive", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2022-05-11", "end_date": "2023-03-07", "duration_months": 10, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Mathematics", "start_year": 2007, "end_year": 2011, "grade": "9.41 CGPA", "tier": "tier_4"}, {"institution": "Chandigarh University", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2004, "end_year": 2009, "grade": "7.09 CGPA", "tier": "tier_3"}], "skills": [{"name": "Accounting", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 13, "duration_months": 18}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 3, "duration_months": 30}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 8, "duration_months": 13}, {"name": "Docker", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "Agile", "proficiency": "beginner", "endorsements": 7, "duration_months": 2}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 35.8, "signup_date": "2023-10-31", "last_active_date": "2026-01-08", "open_to_work_flag": true, "profile_views_received_30d": 33, "applications_submitted_30d": 2, "recruiter_response_rate": 0.31, "avg_response_time_hours": 163.1, "skill_assessment_scores": {}, "connection_count": 145, "endorsements_received": 26, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 9.8, "max": 12.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 115, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.72, "offer_acceptance_rate": 0.27, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0013435", "profile": {"anonymized_name": "Manish Agarwal", "headline": "Marketing Manager | 11.9+ yrs experience", "summary": "Professional with 11.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 11.9, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2019-07-03", "end_date": "2023-04-13", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2016-11-15", "end_date": "2019-07-03", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2014-09-13", "end_date": "2016-11-01", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0088697", "profile": {"anonymized_name": "Sai Trivedi", "headline": "Full Stack Developer | Backend systems & APIs", "summary": "Software engineer with 8.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Toronto", "country": "Canada", "years_of_experience": 8.2, "current_title": "Full Stack Developer", "current_company": "Capgemini", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Capgemini", "title": "Full Stack Developer", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). 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React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). 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{"candidate_id": "CAND_0097081", "profile": {"anonymized_name": "Nikhil Mukherjee", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 2.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 2.4, "current_title": "Mechanical Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2023-12-09", "end_date": "2024-07-06", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Thapar University", "degree": "B.Tech", "field_of_study": "Computer Science", "start_year": 2004, "end_year": 2008, "grade": "69%", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2000, "end_year": 2005, "grade": "7.57 CGPA", "tier": "tier_3"}], "skills": [{"name": "Flask", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 16}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 2, "duration_months": 19}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 20, "duration_months": 57}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 1, "duration_months": 11}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "Spark", "proficiency": "beginner", "endorsements": 8, "duration_months": 13}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 4, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 57.5, "signup_date": "2025-02-05", "last_active_date": "2026-02-26", "open_to_work_flag": false, "profile_views_received_30d": 44, "applications_submitted_30d": 7, "recruiter_response_rate": 0.65, "avg_response_time_hours": 104.0, "skill_assessment_scores": {}, "connection_count": 537, "endorsements_received": 42, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.1, "max": 12.9}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 24, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.33, "offer_acceptance_rate": 0.74, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0071483", "profile": {"anonymized_name": "Nisha Desai", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 7.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 7.5, "current_title": "Sales Executive", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Sales Executive", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2019-02-03", "end_date": "2022-08-16", "duration_months": 43, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2004, "end_year": 2009, "grade": "8.61 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Information Technology", "start_year": 2003, "end_year": 2007, "grade": "7.22 CGPA", "tier": "tier_4"}], "skills": [{"name": "Kubeflow", "proficiency": "advanced", "endorsements": 41, "duration_months": 31}, {"name": "Azure", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Redis", "proficiency": "beginner", "endorsements": 3, "duration_months": 18}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 14, "duration_months": 28}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 2, "duration_months": 2}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 8, "duration_months": 18}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 3, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 52.3, "signup_date": "2026-02-05", "last_active_date": "2026-04-21", "open_to_work_flag": false, "profile_views_received_30d": 30, "applications_submitted_30d": 7, "recruiter_response_rate": 0.44, "avg_response_time_hours": 231.4, "skill_assessment_scores": {}, "connection_count": 382, "endorsements_received": 21, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.6, "max": 8.9}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 61, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.43, "offer_acceptance_rate": 0.47, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0011396", "profile": {"anonymized_name": "Reyansh Sharma", "headline": "Graphic Designer | Driving business outcomes", "summary": "Professional with 2.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Berlin", "country": "Germany", "years_of_experience": 2.4, "current_title": "Graphic Designer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Graphic Designer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "VIT Vellore", "degree": "M.S.", "field_of_study": "Electrical Engineering", "start_year": 2004, "end_year": 2009, "grade": "8.14 CGPA", "tier": "tier_2"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 14, "duration_months": 14}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}, {"name": "SEO", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 5, "duration_months": 29}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 7, "duration_months": 10}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 14, "duration_months": 18}, {"name": "Tally", "proficiency": "beginner", "endorsements": 9, "duration_months": 14}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 35.9, "signup_date": "2024-11-05", "last_active_date": "2026-01-19", "open_to_work_flag": false, "profile_views_received_30d": 41, "applications_submitted_30d": 6, "recruiter_response_rate": 0.05, "avg_response_time_hours": 210.0, "skill_assessment_scores": {}, "connection_count": 555, "endorsements_received": 38, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 21.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 39, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.36, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0077398", "profile": {"anonymized_name": "Arjun Goyal", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 3.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 3.1, "current_title": "Customer Support", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Customer Support", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Infosys", "title": "Accountant", "start_date": "2023-05-13", "end_date": "2023-11-09", "duration_months": 6, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Computer Engineering", "start_year": 2008, "end_year": 2013, "grade": "9.49 CGPA", "tier": "tier_3"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 1, "duration_months": 10}, {"name": "React", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 4, "duration_months": 14}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 5, "duration_months": 11}, {"name": "Spark", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 5, "duration_months": 27}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 4, "duration_months": 33}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 51.5, "signup_date": "2023-05-19", "last_active_date": "2026-02-27", "open_to_work_flag": false, "profile_views_received_30d": 39, "applications_submitted_30d": 9, "recruiter_response_rate": 0.16, "avg_response_time_hours": 188.8, "skill_assessment_scores": {}, "connection_count": 249, "endorsements_received": 38, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 4.3, "max": 21.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 76, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.32, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0055303", "profile": {"anonymized_name": "Aisha Mittal", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 8.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 8.7, "current_title": "Customer Support", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Customer Support", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Accountant", "start_date": "2022-12-14", "end_date": "2023-12-09", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "TCS", "title": "Marketing Manager", "start_date": "2018-09-06", "end_date": "2020-12-24", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Pied Piper", "title": "Sales Executive", "start_date": "2017-11-03", "end_date": "2018-08-30", "duration_months": 10, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0004166", "profile": {"anonymized_name": "Anjali Chowdary", "headline": "HR Manager | 9.2+ yrs experience", "summary": "Professional with 9.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 9.2, "current_title": "HR Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "HR Manager", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2024-01-08", "end_date": "2025-04-02", "duration_months": 15, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2022-01-18", "end_date": "2024-01-08", "duration_months": 24, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0003906", "profile": {"anonymized_name": "Anika Mehta", "headline": "Content Writer | 14.4+ yrs experience", "summary": "Professional with 14.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 14.4, "current_title": "Content Writer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Content Writer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Accountant", "start_date": "2020-10-18", "end_date": "2023-06-05", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Content Writer", "start_date": "2018-07-01", "end_date": "2020-08-19", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. 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{"candidate_id": "CAND_0012281", "profile": {"anonymized_name": "Vikram Dalal", "headline": "Business Analyst | 11.4+ yrs experience", "summary": "Professional with 11.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2022-07-17", "end_date": "2024-10-04", "duration_months": 27, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2019-06-03", "end_date": "2022-05-18", "duration_months": 36, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2015-07-24", "end_date": "2019-05-04", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2015-01-25", "end_date": "2015-07-24", "duration_months": 6, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "SRM University", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2012, "end_year": 2015, "grade": "9.10 CGPA", "tier": "tier_2"}], "skills": [{"name": "Terraform", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "Tally", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 4, "duration_months": 36}, {"name": "Sales", "proficiency": "beginner", "endorsements": 1, "duration_months": 18}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 71.5, "signup_date": "2022-05-08", "last_active_date": "2026-05-27", "open_to_work_flag": false, "profile_views_received_30d": 73, "applications_submitted_30d": 7, "recruiter_response_rate": 0.72, "avg_response_time_hours": 50.6, "skill_assessment_scores": {}, "connection_count": 554, "endorsements_received": 18, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.8, "max": 21.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 66, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.83, "offer_acceptance_rate": 0.23, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0028658", "profile": {"anonymized_name": "Anika Dalal", "headline": "Senior Software Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 2.3 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 2.3, "current_title": "Senior Software Engineer", "current_company": "Freshworks", "current_company_size": "5001-10000", "current_industry": "SaaS"}, "career_history": [{"company": "Freshworks", "title": "Senior Software Engineer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "SaaS", "company_size": "5001-10000", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Computer Engineering", "start_year": 2001, "end_year": 2006, "grade": "9.41 CGPA", "tier": "tier_4"}], "skills": [{"name": "Angular", "proficiency": "intermediate", "endorsements": 15, "duration_months": 27}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 35, "duration_months": 48}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 15, "duration_months": 18}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 8, "duration_months": 17}, {"name": "Docker", "proficiency": "beginner", "endorsements": 7, "duration_months": 11}, {"name": "ASR", "proficiency": "advanced", "endorsements": 18, "duration_months": 37}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 6, "duration_months": 23}, {"name": "GANs", "proficiency": "advanced", "endorsements": 44, "duration_months": 19}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 12, "duration_months": 22}, {"name": "Java", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "Fine-tuning LLMs", "proficiency": "intermediate", "endorsements": 7, "duration_months": 25}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 15, "duration_months": 25}, {"name": "RAG", "proficiency": "advanced", "endorsements": 31, "duration_months": 50}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 47.3, "signup_date": "2025-07-27", "last_active_date": "2026-03-06", "open_to_work_flag": false, "profile_views_received_30d": 112, "applications_submitted_30d": 7, "recruiter_response_rate": 0.44, "avg_response_time_hours": 21.8, "skill_assessment_scores": {"Reinforcement Learning": 58.5, "Forecasting": 62.5}, "connection_count": 897, "endorsements_received": 57, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 18.6, "max": 47.8}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 174, "saved_by_recruiters_30d": 24, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.34, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0030496", "profile": {"anonymized_name": "Ananya Shah", "headline": "Marketing Manager | 5.9+ yrs experience", "summary": "Professional with 5.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 5.9, "current_title": "Marketing Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2022-06-17", "end_date": "2024-09-04", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2020-07-27", "end_date": "2022-05-18", "duration_months": 22, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "KIIT University", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2016, "end_year": 2019, "grade": "7.37 CGPA", "tier": "tier_3"}], "skills": [{"name": "Apache Flink", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}, {"name": "Go", "proficiency": "intermediate", "endorsements": 10, "duration_months": 19}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 14, "duration_months": 6}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 6, "duration_months": 11}, {"name": "Spark", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Docker", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 7, "duration_months": 24}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 13, "duration_months": 18}, {"name": "Tally", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "CSS", "proficiency": "beginner", "endorsements": 0, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 80.8, "signup_date": "2025-05-04", "last_active_date": "2025-12-26", "open_to_work_flag": false, "profile_views_received_30d": 50, "applications_submitted_30d": 2, "recruiter_response_rate": 0.45, "avg_response_time_hours": 128.6, "skill_assessment_scores": {}, "connection_count": 595, "endorsements_received": 31, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.4, "max": 27.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 153, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.47, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0066238", "profile": {"anonymized_name": "Zara Sethi", "headline": "Graphic Designer | 4.6+ yrs experience", "summary": "Professional with 4.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 4.6, "current_title": "Graphic Designer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Customer Support", "start_date": "2021-11-19", "end_date": "2024-06-06", "duration_months": 31, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "SRM University", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2002, "end_year": 2006, "grade": "8.72 CGPA", "tier": "tier_2"}, {"institution": "COEP Pune", "degree": "B.E.", "field_of_study": "Information Technology", "start_year": 2013, "end_year": 2017, "grade": "6.56 CGPA", "tier": "tier_2"}], "skills": [{"name": "Redux", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 6, "duration_months": 16}, {"name": "SAP", "proficiency": "beginner", "endorsements": 3, "duration_months": 8}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 12, "duration_months": 11}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Django", "proficiency": "intermediate", "endorsements": 5, "duration_months": 21}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 12, "duration_months": 11}, {"name": "HTML", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 58.4, "signup_date": "2025-11-07", "last_active_date": "2026-04-07", "open_to_work_flag": false, "profile_views_received_30d": 25, "applications_submitted_30d": 9, "recruiter_response_rate": 0.57, "avg_response_time_hours": 12.6, "skill_assessment_scores": {}, "connection_count": 439, "endorsements_received": 50, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.1, "max": 13.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 26, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.47, "offer_acceptance_rate": 0.72, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0078908", "profile": {"anonymized_name": "Vikram Kapoor", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 6.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 6.0, "current_title": "DevOps Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "DevOps Engineer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Mphasis", "title": "Cloud Engineer", "start_date": "2023-02-28", "end_date": "2024-10-20", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "HCL", "title": "QA Engineer", "start_date": "2020-05-14", "end_date": "2022-12-30", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2017, "end_year": 2021, "grade": "9.36 CGPA", "tier": "tier_4"}], "skills": [{"name": "Rust", "proficiency": "intermediate", "endorsements": 12, "duration_months": 21}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 6, "duration_months": 21}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 55, "duration_months": 42}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 2, "duration_months": 17}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 19, "duration_months": 34}, {"name": "SQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 13}, {"name": "GANs", "proficiency": "advanced", "endorsements": 19, "duration_months": 55}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "CSS", "proficiency": "beginner", "endorsements": 4, "duration_months": 2}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 14, "duration_months": 9}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 39, "duration_months": 43}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 2, "duration_months": 25}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 56.1, "signup_date": "2024-10-06", "last_active_date": "2025-12-10", "open_to_work_flag": true, "profile_views_received_30d": 115, "applications_submitted_30d": 8, "recruiter_response_rate": 0.39, "avg_response_time_hours": 53.1, "skill_assessment_scores": {"Hugging Face Transformers": 33.9, "MLflow": 27.1, "GANs": 45.1}, "connection_count": 138, "endorsements_received": 21, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 18.4, "max": 18.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 14, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.95, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0003479", "profile": {"anonymized_name": "Karan Bhatia", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 5.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 5.6, "current_title": "QA Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "QA Engineer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Pied Piper", "title": "QA Engineer", "start_date": "2022-01-11", "end_date": "2023-02-05", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Wipro", "title": "Full Stack Developer", "start_date": "2020-12-10", "end_date": "2022-01-04", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "SRM Chennai", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2008, "end_year": 2012, "grade": "7.49 CGPA", "tier": "tier_3"}, {"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Mechanical Engineering", "start_year": 2013, "end_year": 2016, "grade": "8.57 CGPA", "tier": "tier_4"}], "skills": [{"name": "SEO", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 7, "duration_months": 34}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 10, "duration_months": 27}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 5, "duration_months": 10}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 0, "duration_months": 26}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 52.0, "signup_date": "2024-02-21", "last_active_date": "2026-01-02", "open_to_work_flag": true, "profile_views_received_30d": 83, "applications_submitted_30d": 8, "recruiter_response_rate": 0.81, "avg_response_time_hours": 86.9, "skill_assessment_scores": {}, "connection_count": 558, "endorsements_received": 48, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.1, "max": 28.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 8.8, "search_appearance_30d": 288, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.94, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0073564", "profile": {"anonymized_name": "Arjun Tiwari", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 10.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 10.9, "current_title": "Civil Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Civil Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2022-10-15", "end_date": "2025-04-02", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Initech", "title": "Project Manager", "start_date": "2018-08-23", "end_date": "2022-10-01", "duration_months": 50, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. 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{"candidate_id": "CAND_0026063", "profile": {"anonymized_name": "Nisha Gupta", "headline": "Mechanical Engineer | 9.5+ yrs experience", "summary": "Professional with 9.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "HR Manager", "start_date": "2019-04-04", "end_date": "2020-10-25", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0093851", "profile": {"anonymized_name": "Karan Sethi", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 5.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 5.5, "current_title": "Software Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "Software Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Acme Corp", "title": "QA Engineer", "start_date": "2022-02-10", "end_date": "2025-04-25", "duration_months": 39, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Mindtree", "title": "Java Developer", "start_date": "2021-01-16", "end_date": "2022-02-10", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2014, "end_year": 2017, "grade": "7.26 CGPA", "tier": "tier_4"}], "skills": [{"name": "gRPC", "proficiency": "beginner", "endorsements": 5, "duration_months": 3}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 11, "duration_months": 31}, {"name": "GANs", "proficiency": "advanced", "endorsements": 56, "duration_months": 39}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 10, "duration_months": 21}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 6}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 14, "duration_months": 23}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 15, "duration_months": 33}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Agile", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "AWS", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.6, "signup_date": "2025-05-15", "last_active_date": "2026-04-18", "open_to_work_flag": false, "profile_views_received_30d": 104, "applications_submitted_30d": 3, "recruiter_response_rate": 0.26, "avg_response_time_hours": 73.1, "skill_assessment_scores": {}, "connection_count": 117, "endorsements_received": 62, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 8.3, "max": 32.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 20.9, "search_appearance_30d": 277, "saved_by_recruiters_30d": 15, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0085182", "profile": {"anonymized_name": "Dhruv Dalal", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 10.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 10.4, "current_title": "Mechanical Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Customer Support", "start_date": "2023-03-14", "end_date": "2025-04-02", "duration_months": 25, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2021-07-22", "end_date": "2023-03-14", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2018-01-25", "end_date": "2021-07-08", "duration_months": 42, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Infosys", "title": "Accountant", "start_date": "2016-03-22", "end_date": "2018-01-11", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0091925", "profile": {"anonymized_name": "Aisha Pillai", "headline": "Civil Engineer | 2.9+ yrs experience", "summary": "Professional with 2.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 2.9, "current_title": "Civil Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Sc", "field_of_study": "Computer Science", "start_year": 2004, "end_year": 2007, "grade": "67%", "tier": "tier_4"}], "skills": [{"name": "SAP", "proficiency": "intermediate", "endorsements": 4, "duration_months": 29}, {"name": "Go", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 15, "duration_months": 18}, {"name": "Rust", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "Agile", "proficiency": "beginner", "endorsements": 15, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 80.8, "signup_date": "2022-05-02", "last_active_date": "2026-05-23", "open_to_work_flag": false, "profile_views_received_30d": 80, "applications_submitted_30d": 3, "recruiter_response_rate": 0.27, "avg_response_time_hours": 146.8, "skill_assessment_scores": {}, "connection_count": 214, "endorsements_received": 47, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 17.8, "max": 15.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 1, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.87, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0071427", "profile": {"anonymized_name": "Neha Menon", "headline": "Senior Data Engineer | Data pipelines & analytics", "summary": "Software / data professional with 4.9 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 4.9, "current_title": "Senior Data Engineer", "current_company": "Nykaa", "current_company_size": "1001-5000", "current_industry": "E-commerce"}, "career_history": [{"company": "Nykaa", "title": "Senior Data Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "E-commerce", "company_size": "1001-5000", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}, {"company": "TCS", "title": "Senior Software Engineer", "start_date": "2024-02-07", "end_date": "2025-05-02", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}, {"company": "PharmEasy", "title": "Data Engineer", "start_date": "2021-08-07", "end_date": "2024-01-24", "duration_months": 30, "is_current": false, "industry": "HealthTech", "company_size": "5001-10000", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). 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{"candidate_id": "CAND_0054988", "profile": {"anonymized_name": "Sanjay Pillai", "headline": ".NET Developer | Full-stack development", "summary": "Software engineer with 1.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 1.8, "current_title": ".NET Developer", "current_company": "Zomato", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Zomato", "title": ".NET Developer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "Chemical Engineering", "start_year": 2005, "end_year": 2010, "grade": "6.77 CGPA", "tier": "tier_4"}], "skills": [{"name": "Docker", "proficiency": "intermediate", "endorsements": 11, "duration_months": 36}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 8, "duration_months": 25}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 1, "duration_months": 32}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 8, "duration_months": 25}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 30}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 4, "duration_months": 16}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 9, "duration_months": 20}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 50.1, "signup_date": "2024-08-22", "last_active_date": "2026-02-08", "open_to_work_flag": false, "profile_views_received_30d": 85, "applications_submitted_30d": 7, "recruiter_response_rate": 0.42, "avg_response_time_hours": 176.0, "skill_assessment_scores": {}, "connection_count": 143, "endorsements_received": 43, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 17.3, "max": 29.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 136, "saved_by_recruiters_30d": 15, "interview_completion_rate": 0.51, "offer_acceptance_rate": 0.67, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0028894", "profile": {"anonymized_name": "Sneha Patel", "headline": "Accountant | Helping teams scale", "summary": "Professional with 10.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2022-05-18", "end_date": "2025-03-03", "duration_months": 34, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Sales Executive", "start_date": "2018-10-06", "end_date": "2022-03-19", "duration_months": 42, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. 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{"candidate_id": "CAND_0058879", "profile": {"anonymized_name": "Avni Reddy", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 2.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Berlin", "country": "Germany", "years_of_experience": 2.7, "current_title": "Civil Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Acme Corp", "title": "Project Manager", "start_date": "2023-11-09", "end_date": "2025-03-03", "duration_months": 16, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "VIT Chennai", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2014, "end_year": 2017, "grade": "9.37 CGPA", "tier": "tier_3"}, {"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2010, "end_year": 2013, "grade": "71%", "tier": "tier_4"}], "skills": [{"name": "Airflow", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 25, "duration_months": 42}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 6, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 3, "duration_months": 30}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 5, "duration_months": 13}, {"name": "CSS", "proficiency": "beginner", "endorsements": 14, "duration_months": 7}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 9, "duration_months": 20}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 67.9, "signup_date": "2022-05-01", "last_active_date": "2025-11-28", "open_to_work_flag": true, "profile_views_received_30d": 51, "applications_submitted_30d": 1, "recruiter_response_rate": 0.07, "avg_response_time_hours": 66.3, "skill_assessment_scores": {}, "connection_count": 298, "endorsements_received": 30, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.6, "max": 24.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 90, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.54, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0077237", "profile": {"anonymized_name": "Atharv Kapoor", "headline": "HR Manager | 5.7+ yrs experience", "summary": "Professional with 5.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 5.7, "current_title": "HR Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "HR Manager", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2020-08-26", "end_date": "2022-10-15", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Thapar University", "degree": "B.Tech", "field_of_study": "Computer Science", "start_year": 2018, "end_year": 2022, "grade": "6.64 CGPA", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "M.Sc", "field_of_study": "Computer Engineering", "start_year": 2004, "end_year": 2008, "grade": "8.20 CGPA", "tier": "tier_3"}], "skills": [{"name": "BigQuery", "proficiency": "intermediate", "endorsements": 5, "duration_months": 18}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 12, "duration_months": 14}, {"name": "Java", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 10, "duration_months": 32}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 7, "duration_months": 16}, {"name": "Django", "proficiency": "intermediate", "endorsements": 10, "duration_months": 9}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 83.5, "signup_date": "2024-06-03", "last_active_date": "2026-03-22", "open_to_work_flag": false, "profile_views_received_30d": 42, "applications_submitted_30d": 7, "recruiter_response_rate": 0.32, "avg_response_time_hours": 15.8, "skill_assessment_scores": {}, "connection_count": 580, "endorsements_received": 50, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 8.2, "max": 27.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 165, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.73, "offer_acceptance_rate": 0.27, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036464", "profile": {"anonymized_name": "Kiara Gupta", "headline": "QA Engineer | Full-stack development", "summary": "Software engineer with 5.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 5.6, "current_title": "QA Engineer", "current_company": "Accenture", "current_company_size": "10001+", "current_industry": "Consulting"}, "career_history": [{"company": "Accenture", "title": "QA Engineer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Consulting", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Stark Industries", "title": ".NET Developer", "start_date": "2020-12-24", "end_date": "2023-09-10", "duration_months": 33, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2014, "end_year": 2019, "grade": "7.03 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Computer Science", "start_year": 2011, "end_year": 2016, "grade": "8.07 CGPA", "tier": "tier_4"}], "skills": [{"name": "Webpack", "proficiency": "beginner", "endorsements": 2, "duration_months": 4}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 8, "duration_months": 27}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 20}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 5, "duration_months": 22}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 22, "duration_months": 56}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 13, "duration_months": 9}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 48, "duration_months": 27}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 14, "duration_months": 12}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 5, "duration_months": 10}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 13, "duration_months": 25}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Deep Learning", "proficiency": "advanced", "endorsements": 50, "duration_months": 28}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 57.7, "signup_date": "2023-12-30", "last_active_date": "2026-01-27", "open_to_work_flag": false, "profile_views_received_30d": 67, "applications_submitted_30d": 9, "recruiter_response_rate": 0.54, "avg_response_time_hours": 183.8, "skill_assessment_scores": {"Kubeflow": 25.7, "Recommendation Systems": 68.9}, "connection_count": 508, "endorsements_received": 28, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 12.5, "max": 13.6}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 151, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0000852", "profile": {"anonymized_name": "Pari Bose", "headline": "Senior Software Engineer | 4.8+ yrs in data engineering", "summary": "Software / data professional with 4.8 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Dubai", "country": "UAE", "years_of_experience": 4.8, "current_title": "Senior Software Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Senior Software Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}, {"company": "Freshworks", "title": "Analytics Engineer", "start_date": "2023-03-14", "end_date": "2025-06-01", "duration_months": 27, "is_current": false, "industry": "SaaS", "company_size": "5001-10000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Freshworks", "title": "Data Engineer", "start_date": "2021-07-22", "end_date": "2023-01-13", "duration_months": 18, "is_current": false, "industry": "SaaS", "company_size": "5001-10000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Mathematics", "start_year": 2003, "end_year": 2007, "grade": "65%", "tier": "tier_4"}], "skills": [{"name": "Hadoop", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 59, "duration_months": 51}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 6, "duration_months": 11}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 13}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 6, "duration_months": 21}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 5, "duration_months": 26}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 8, "duration_months": 20}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 54, "duration_months": 19}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 15, "duration_months": 31}, {"name": "Fine-tuning LLMs", "proficiency": "intermediate", "endorsements": 7, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 59.4, "signup_date": "2024-04-29", "last_active_date": "2026-05-14", "open_to_work_flag": false, "profile_views_received_30d": 116, "applications_submitted_30d": 6, "recruiter_response_rate": 0.63, "avg_response_time_hours": 148.3, "skill_assessment_scores": {"Weights & Biases": 49.9}, "connection_count": 730, "endorsements_received": 67, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 23.0, "max": 31.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 20.6, "search_appearance_30d": 452, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.65, "offer_acceptance_rate": 0.36, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0099459", "profile": {"anonymized_name": "Divya Patel", "headline": "Customer Support | 13.2+ yrs experience", "summary": "Professional with 13.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 13.2, "current_title": "Customer Support", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Customer Support", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Content Writer", "start_date": "2021-06-08", "end_date": "2024-03-24", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2017-06-15", "end_date": "2021-05-25", "duration_months": 48, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Operations Manager", "start_date": "2015-06-26", "end_date": "2017-04-16", "duration_months": 22, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2013-03-08", "end_date": "2015-04-27", "duration_months": 26, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "SRM Chennai", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2013, "end_year": 2016, "grade": "7.82 CGPA", "tier": "tier_3"}], "skills": [{"name": "Illustrator", "proficiency": "intermediate", "endorsements": 7, "duration_months": 16}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 34}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 0, "duration_months": 16}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 2, "duration_months": 24}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 3, "duration_months": 14}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 60.2, "signup_date": "2024-05-04", "last_active_date": "2025-12-19", "open_to_work_flag": true, "profile_views_received_30d": 24, "applications_submitted_30d": 7, "recruiter_response_rate": 0.71, "avg_response_time_hours": 144.9, "skill_assessment_scores": {}, "connection_count": 552, "endorsements_received": 16, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.2, "max": 8.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 21.9, "search_appearance_30d": 32, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.85, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0020927", "profile": {"anonymized_name": "Ananya Reddy", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 6.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 6.7, "current_title": "Operations Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Operations Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Business Analyst", "start_date": "2020-07-27", "end_date": "2024-11-03", "duration_months": 52, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2019-11-23", "end_date": "2020-07-20", "duration_months": 8, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Regional Technical Institute", "degree": "Ph.D", "field_of_study": "Artificial Intelligence", "start_year": 2002, "end_year": 2006, "grade": "66%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2017, "grade": "7.48 CGPA", "tier": "tier_4"}], "skills": [{"name": "GCP", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 0, "duration_months": 11}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 6, "duration_months": 21}, {"name": "SQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 4}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 1, "duration_months": 16}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 3, "duration_months": 26}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 9, "duration_months": 9}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 12, "duration_months": 32}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 62.2, "signup_date": "2025-09-30", "last_active_date": "2026-03-05", "open_to_work_flag": false, "profile_views_received_30d": 73, "applications_submitted_30d": 1, "recruiter_response_rate": 0.62, "avg_response_time_hours": 78.2, "skill_assessment_scores": {}, "connection_count": 55, "endorsements_received": 0, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 9.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 22.7, "search_appearance_30d": 37, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.73, "offer_acceptance_rate": 0.5, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0091507", "profile": {"anonymized_name": "Saanvi Chowdary", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 3.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 3.9, "current_title": "Mechanical Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Sales Executive", "start_date": "2022-08-16", "end_date": "2024-11-03", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "Ph.D", "field_of_study": "Electrical Engineering", "start_year": 2014, "end_year": 2017, "grade": "75%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Chemical Engineering", "start_year": 2014, "end_year": 2018, "grade": "9.04 CGPA", "tier": "tier_4"}], "skills": [{"name": "Node.js", "proficiency": "beginner", "endorsements": 10, "duration_months": 6}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 7, "duration_months": 10}, {"name": "ETL", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 7, "duration_months": 11}, {"name": "Django", "proficiency": "intermediate", "endorsements": 2, "duration_months": 26}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 2, "duration_months": 16}, {"name": "SEO", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 61.1, "signup_date": "2025-11-04", "last_active_date": "2025-11-27", "open_to_work_flag": false, "profile_views_received_30d": 36, "applications_submitted_30d": 2, "recruiter_response_rate": 0.42, "avg_response_time_hours": 73.5, "skill_assessment_scores": {}, "connection_count": 257, "endorsements_received": 9, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.0, "max": 27.8}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 165, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.31, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0055393", "profile": {"anonymized_name": "Ishaan Gupta", "headline": "Civil Engineer | 8.3+ yrs experience", "summary": "Professional with 8.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 8.3, "current_title": "Civil Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2021-12-19", "end_date": null, "duration_months": 54, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2019-04-20", "end_date": "2021-12-05", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2018-03-19", "end_date": "2019-04-13", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "RV College of Engineering", "degree": "M.Tech", "field_of_study": "Physics", "start_year": 2004, "end_year": 2009, "grade": "8.77 CGPA", "tier": "tier_2"}, {"institution": "Lovely Professional University", "degree": "Ph.D", "field_of_study": "Computer Engineering", "start_year": 2005, "end_year": 2009, "grade": "7.90 CGPA", "tier": "tier_3"}], "skills": [{"name": "MongoDB", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 7, "duration_months": 34}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 51, "duration_months": 44}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 1, "duration_months": 35}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 2, "duration_months": 28}, {"name": "Java", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}, {"name": "Tally", "proficiency": "beginner", "endorsements": 12, "duration_months": 14}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 45.5, "signup_date": "2025-09-18", "last_active_date": "2026-04-12", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 2, "recruiter_response_rate": 0.63, "avg_response_time_hours": 25.7, "skill_assessment_scores": {}, "connection_count": 245, "endorsements_received": 14, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.1, "max": 13.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 34.6, "search_appearance_30d": 65, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0044598", "profile": {"anonymized_name": "Krishna Sethi", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 7.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 7.1, "current_title": "Cloud Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Cloud Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Swiggy", "title": "Full Stack Developer", "start_date": "2021-05-16", "end_date": "2024-08-28", "duration_months": 40, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Capgemini", "title": "Cloud Engineer", "start_date": "2019-07-12", "end_date": "2021-05-02", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "MBA", "start_year": 2015, "end_year": 2018, "grade": "8.57 CGPA", "tier": "tier_4"}], "skills": [{"name": "Project Management", "proficiency": "intermediate", "endorsements": 2, "duration_months": 22}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "Deep Learning", "proficiency": "intermediate", "endorsements": 4, "duration_months": 14}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 2, "duration_months": 30}, {"name": "Learning to Rank", "proficiency": "intermediate", "endorsements": 11, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 78.8, "signup_date": "2026-04-12", "last_active_date": "2026-05-19", "open_to_work_flag": false, "profile_views_received_30d": 75, "applications_submitted_30d": 0, "recruiter_response_rate": 0.14, "avg_response_time_hours": 40.4, "skill_assessment_scores": {}, "connection_count": 773, "endorsements_received": 29, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 9.9, "max": 13.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 10, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.89, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036422", "profile": {"anonymized_name": "Aadhya Mishra", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 1.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 1.6, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Anna University", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2016, "end_year": 2021, "grade": "7.11 CGPA", "tier": "tier_2"}, {"institution": "IIT Kharagpur", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2015, "grade": "6.50 CGPA", "tier": "tier_1"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 8, "duration_months": 2}, {"name": "Angular", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "SQL", "proficiency": "beginner", "endorsements": 7, "duration_months": 6}, {"name": "CSS", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 1, "duration_months": 25}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}, {"name": "Excel", "proficiency": "beginner", "endorsements": 14, "duration_months": 18}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 54, "duration_months": 45}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 79.7, "signup_date": "2025-10-27", "last_active_date": "2026-01-29", "open_to_work_flag": false, "profile_views_received_30d": 76, "applications_submitted_30d": 5, "recruiter_response_rate": 0.18, "avg_response_time_hours": 112.0, "skill_assessment_scores": {"Statistical Modeling": 56.2}, "connection_count": 490, "endorsements_received": 33, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.1, "max": 10.9}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 29.6, "search_appearance_30d": 100, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.35, "offer_acceptance_rate": 0.72, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0020380", "profile": {"anonymized_name": "Neha Bhatia", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 1.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 1.6, "current_title": "Content Writer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Content Writer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2004, "end_year": 2007, "grade": "8.15 CGPA", "tier": "tier_4"}], "skills": [{"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 11, "duration_months": 30}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 6, "duration_months": 35}, {"name": "Figma", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 12, "duration_months": 28}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 4, "duration_months": 35}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2024}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 55.2, "signup_date": "2023-04-25", "last_active_date": "2026-05-19", "open_to_work_flag": true, "profile_views_received_30d": 0, "applications_submitted_30d": 0, "recruiter_response_rate": 0.35, "avg_response_time_hours": 193.9, "skill_assessment_scores": {}, "connection_count": 149, "endorsements_received": 37, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 15.2, "max": 9.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 13, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.53, "offer_acceptance_rate": 0.38, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0028222", "profile": {"anonymized_name": "Nikhil Agarwal", "headline": "Full Stack Developer | Backend systems & APIs", "summary": "Software engineer with 9.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 9.8, "current_title": "Full Stack Developer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Full Stack Developer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Accenture", "title": ".NET Developer", "start_date": "2020-05-28", "end_date": "2022-08-16", "duration_months": 27, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Mphasis", "title": "DevOps Engineer", "start_date": "2019-04-04", "end_date": "2020-05-28", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Initech", "title": "Full Stack Developer", "start_date": "2016-10-02", "end_date": "2019-03-21", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). 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{"candidate_id": "CAND_0044119", "profile": {"anonymized_name": "Rajesh Hegde", "headline": "Marketing Manager | Exploring AI & GenAI applications", "summary": "Marketing Manager with 2.0+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 2.0, "current_title": "Marketing Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Marketing Manager", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2024-06-29", "end_date": "2025-02-24", "duration_months": 8, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Chandigarh University", "degree": "M.Tech", "field_of_study": "Machine Learning", "start_year": 2010, "end_year": 2013, "grade": "7.47 CGPA", "tier": "tier_3"}], "skills": [{"name": "Docker", "proficiency": "intermediate", "endorsements": 3, "duration_months": 16}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 5, "duration_months": 8}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 1, "duration_months": 8}, {"name": "Excel", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "RAG", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 3, "duration_months": 13}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 3, "duration_months": 18}, {"name": "Prompt Engineering", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 4, "duration_months": 10}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 2, "duration_months": 18}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 3, "duration_months": 15}, {"name": "Pinecone", "proficiency": "advanced", "endorsements": 2, "duration_months": 9}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 0, "duration_months": 12}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 0, "duration_months": 12}, {"name": "FAISS", "proficiency": "advanced", "endorsements": 2, "duration_months": 11}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 0, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 82.3, "signup_date": "2023-05-11", "last_active_date": "2026-03-06", "open_to_work_flag": false, "profile_views_received_30d": 26, "applications_submitted_30d": 5, "recruiter_response_rate": 0.13, "avg_response_time_hours": 82.7, "skill_assessment_scores": {}, "connection_count": 280, "endorsements_received": 28, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.2, "max": 15.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 176, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.72, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0013397", "profile": {"anonymized_name": "Suresh Mehta", "headline": "Content Writer | 8.0+ yrs experience", "summary": "Professional with 8.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 8.0, "current_title": "Content Writer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Content Writer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2023-09-03", "end_date": "2024-09-27", "duration_months": 13, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Accountant", "start_date": "2022-05-11", "end_date": "2023-07-05", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2018-07-01", "end_date": "2022-05-11", "duration_months": 47, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "RV College of Engineering", "degree": "B.Sc", "field_of_study": "Electronics", "start_year": 2008, "end_year": 2011, "grade": "7.90 CGPA", "tier": "tier_2"}], "skills": [{"name": "MLflow", "proficiency": "advanced", "endorsements": 33, "duration_months": 27}, {"name": "Java", "proficiency": "beginner", "endorsements": 10, "duration_months": 8}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 10, "duration_months": 21}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 7, "duration_months": 8}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2024}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 72.6, "signup_date": "2024-05-23", "last_active_date": "2026-01-13", "open_to_work_flag": true, "profile_views_received_30d": 19, "applications_submitted_30d": 10, "recruiter_response_rate": 0.49, "avg_response_time_hours": 58.6, "skill_assessment_scores": {"MLflow": 21.5}, "connection_count": 71, "endorsements_received": 18, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 13.9, "max": 10.2}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 58, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0012157", "profile": {"anonymized_name": "Riya Rao", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 2.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 2.6, "current_title": "Mechanical Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Chandigarh University", "degree": "B.Sc", "field_of_study": "Electronics", "start_year": 2017, "end_year": 2020, "grade": "85%", "tier": "tier_3"}], "skills": [{"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 3, "duration_months": 21}, {"name": "HTML", "proficiency": "beginner", "endorsements": 8, "duration_months": 9}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 12, "duration_months": 10}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "dbt", "proficiency": "beginner", "endorsements": 12, "duration_months": 11}, {"name": "Azure", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 7, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 73.7, "signup_date": "2023-05-01", "last_active_date": "2026-03-02", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 7, "recruiter_response_rate": 0.13, "avg_response_time_hours": 193.3, "skill_assessment_scores": {}, "connection_count": 454, "endorsements_received": 7, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 5.4, "max": 9.8}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 12.6, "search_appearance_30d": 112, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0049798", "profile": {"anonymized_name": "Shreya Dalal", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 10.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 10.9, "current_title": "Civil Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Civil Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Civil Engineer", "start_date": "2021-07-22", "end_date": "2025-05-02", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2019-11-16", "end_date": "2021-07-08", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2015-10-08", "end_date": "2019-11-16", "duration_months": 50, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Electronics", "start_year": 2014, "end_year": 2019, "grade": "7.82 CGPA", "tier": "tier_3"}], "skills": [{"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 13, "duration_months": 34}, {"name": "HTML", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 9, "duration_months": 28}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 5, "duration_months": 13}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2018}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2019}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 30.8, "signup_date": "2023-11-29", "last_active_date": "2025-10-21", "open_to_work_flag": false, "profile_views_received_30d": 4, "applications_submitted_30d": 9, "recruiter_response_rate": 0.07, "avg_response_time_hours": 190.8, "skill_assessment_scores": {}, "connection_count": 108, "endorsements_received": 3, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 10.0, "max": 14.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 56, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.33, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0012677", "profile": {"anonymized_name": "Siya Agarwal", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 1.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 1.1, "current_title": "Cloud Engineer", "current_company": "Capgemini", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Capgemini", "title": "Cloud Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "IIT Roorkee", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2001, "end_year": 2005, "grade": "8.32 CGPA", "tier": "tier_1"}, {"institution": "VIT Chennai", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2006, "end_year": 2011, "grade": "78%", "tier": "tier_3"}], "skills": [{"name": "Object Detection", "proficiency": "intermediate", "endorsements": 6, "duration_months": 34}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 8}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 1, "duration_months": 7}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 20}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 3, "duration_months": 29}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 41, "duration_months": 35}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 51.1, "signup_date": "2023-07-15", "last_active_date": "2026-01-28", "open_to_work_flag": false, "profile_views_received_30d": 80, "applications_submitted_30d": 3, "recruiter_response_rate": 0.31, "avg_response_time_hours": 65.2, "skill_assessment_scores": {}, "connection_count": 693, "endorsements_received": 55, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.1, "max": 26.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 3.3, "search_appearance_30d": 273, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0047053", "profile": {"anonymized_name": "Om Nair", "headline": "Frontend Engineer | Backend systems & APIs", "summary": "Software engineer with 6.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 6.3, "current_title": "Frontend Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Frontend Engineer", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Wipro", "title": ".NET Developer", "start_date": "2020-03-29", "end_date": "2022-11-14", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Generic State University", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2010, "end_year": 2013, "grade": "68%", "tier": "tier_4"}], "skills": [{"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 9, "duration_months": 29}, {"name": "TTS", "proficiency": "advanced", "endorsements": 29, "duration_months": 25}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "SQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 12, "duration_months": 28}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 7, "duration_months": 31}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 13}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 13, "duration_months": 8}, {"name": "Learning to Rank", "proficiency": "intermediate", "endorsements": 2, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.9, "signup_date": "2023-03-08", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 70, "applications_submitted_30d": 11, "recruiter_response_rate": 0.3, "avg_response_time_hours": 99.8, "skill_assessment_scores": {}, "connection_count": 379, "endorsements_received": 49, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 18.7, "max": 14.0}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 35.5, "search_appearance_30d": 294, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.92, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0045083", "profile": {"anonymized_name": "Dev Krishnan", "headline": "Mechanical Engineer | 13.8+ yrs experience", "summary": "Professional with 13.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "London", "country": "UK", "years_of_experience": 13.8, "current_title": "Mechanical Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2022-03-19", "end_date": "2025-03-03", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Content Writer", "start_date": "2018-07-31", "end_date": "2022-03-12", "duration_months": 44, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2016-09-09", "end_date": "2018-07-01", "duration_months": 22, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Business Analyst", "start_date": "2012-09-30", "end_date": "2016-09-09", "duration_months": 48, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2006, "end_year": 2011, "grade": "7.56 CGPA", "tier": "tier_4"}], "skills": [{"name": "Six Sigma", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 1, "duration_months": 9}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 13, "duration_months": 20}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 11, "duration_months": 20}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 3, "duration_months": 27}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 5, "duration_months": 10}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 14, "duration_months": 17}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 4, "duration_months": 30}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 30.1, "signup_date": "2023-04-26", "last_active_date": "2026-03-31", "open_to_work_flag": true, "profile_views_received_30d": 53, "applications_submitted_30d": 1, "recruiter_response_rate": 0.49, "avg_response_time_hours": 222.1, "skill_assessment_scores": {}, "connection_count": 534, "endorsements_received": 48, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 14.4, "max": 24.6}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 38, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0079132", "profile": {"anonymized_name": "Kiara Gupta", "headline": "Analytics Engineer | 3.5+ yrs in data engineering", "summary": "Software / data professional with 3.5 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 3.5, "current_title": "Analytics Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Analytics Engineer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "KIIT University", "degree": "M.Tech", "field_of_study": "Civil Engineering", "start_year": 2017, "end_year": 2022, "grade": "80%", "tier": "tier_3"}], "skills": [{"name": "Photoshop", "proficiency": "beginner", "endorsements": 11, "duration_months": 10}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 14, "duration_months": 5}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 23, "duration_months": 37}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 10, "duration_months": 46}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 0, "duration_months": 29}, {"name": "HTML", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "dbt", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 25, "duration_months": 23}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 10, "duration_months": 30}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 1, "duration_months": 35}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 34}, {"name": "pgvector", "proficiency": "intermediate", "endorsements": 13, "duration_months": 29}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 56, "duration_months": 60}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 18, "duration_months": 52}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 62.9, "signup_date": "2024-10-27", "last_active_date": "2026-04-16", "open_to_work_flag": true, "profile_views_received_30d": 8, "applications_submitted_30d": 13, "recruiter_response_rate": 0.68, "avg_response_time_hours": 12.6, "skill_assessment_scores": {"Feature Engineering": 42.1, "YOLO": 78.3}, "connection_count": 990, "endorsements_received": 7, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 30.0, "max": 26.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 187, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0034672", "profile": {"anonymized_name": "Kavya Vora", "headline": "Operations Manager | 4.6+ yrs experience", "summary": "Professional with 4.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 4.6, "current_title": "Operations Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Operations Manager", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2021-10-20", "end_date": "2022-06-17", "duration_months": 8, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Sc", "field_of_study": "Computer Engineering", "start_year": 2011, "end_year": 2014, "grade": "8.83 CGPA", "tier": "tier_4"}, {"institution": "Chandigarh University", "degree": "M.S.", "field_of_study": "Civil Engineering", "start_year": 2009, "end_year": 2014, "grade": "9.12 CGPA", "tier": "tier_3"}], "skills": [{"name": "dbt", "proficiency": "intermediate", "endorsements": 4, "duration_months": 13}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2019}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 61.5, "signup_date": "2022-11-29", "last_active_date": "2025-12-26", "open_to_work_flag": false, "profile_views_received_30d": 42, "applications_submitted_30d": 8, "recruiter_response_rate": 0.61, "avg_response_time_hours": 27.6, "skill_assessment_scores": {}, "connection_count": 354, "endorsements_received": 32, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.5, "max": 21.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 39.7, "search_appearance_30d": 76, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0005696", "profile": {"anonymized_name": "Priya Pandey", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 8.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "San Francisco", "country": "USA", "years_of_experience": 8.8, "current_title": "Cloud Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Cloud Engineer", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "TCS", "title": "Software Engineer", "start_date": "2021-04-23", "end_date": "2022-08-16", "duration_months": 16, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Globex Inc", "title": "Full Stack Developer", "start_date": "2019-12-30", "end_date": "2021-02-22", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Mphasis", "title": "Full Stack Developer", "start_date": "2017-10-04", "end_date": "2019-12-23", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "IIT Kharagpur", "degree": "M.E.", "field_of_study": "Computer Science", "start_year": 2013, "end_year": 2017, "grade": "87%", "tier": "tier_1"}], "skills": [{"name": "YOLO", "proficiency": "advanced", "endorsements": 19, "duration_months": 45}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}, {"name": "CSS", "proficiency": "beginner", "endorsements": 0, "duration_months": 8}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 8, "duration_months": 10}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 12, "duration_months": 21}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 62.5, "signup_date": "2023-10-16", "last_active_date": "2026-03-27", "open_to_work_flag": false, "profile_views_received_30d": 104, "applications_submitted_30d": 4, "recruiter_response_rate": 0.23, "avg_response_time_hours": 60.9, "skill_assessment_scores": {"YOLO": 46.2}, "connection_count": 421, "endorsements_received": 57, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.7, "max": 32.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 131, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0095648", "profile": {"anonymized_name": "Zara Mehta", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 5.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 5.2, "current_title": "Mobile Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Mobile Developer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Cognizant", "title": "Software Engineer", "start_date": "2023-07-12", "end_date": "2025-03-03", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Acme Corp", "title": "Full Stack Developer", "start_date": "2021-05-16", "end_date": "2023-07-05", "duration_months": 26, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Christ University", "degree": "M.S.", "field_of_study": "Statistics", "start_year": 2013, "end_year": 2016, "grade": "7.56 CGPA", "tier": "tier_3"}], "skills": [{"name": "GraphQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 22}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 11, "duration_months": 33}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 8, "duration_months": 19}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 12, "duration_months": 36}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 10, "duration_months": 17}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 8, "duration_months": 24}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 2, "duration_months": 20}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 44.8, "signup_date": "2024-09-21", "last_active_date": "2026-04-29", "open_to_work_flag": false, "profile_views_received_30d": 2, "applications_submitted_30d": 6, "recruiter_response_rate": 0.35, "avg_response_time_hours": 155.4, "skill_assessment_scores": {}, "connection_count": 459, "endorsements_received": 22, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 11.2, "max": 20.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 203, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.7, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0060218", "profile": {"anonymized_name": "Vikram Kumar", "headline": "Graphic Designer | Driving business outcomes", "summary": "Professional with 2.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 2.2, "current_title": "Graphic Designer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Graphic Designer", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2009, "end_year": 2014, "grade": "70%", "tier": "tier_4"}], "skills": [{"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 14, "duration_months": 34}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 12, "duration_months": 2}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 31}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 14, "duration_months": 11}, {"name": "Redis", "proficiency": "beginner", "endorsements": 6, "duration_months": 18}, {"name": "SQL", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 6, "duration_months": 32}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 10, "duration_months": 14}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 3, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 36.7, "signup_date": "2023-06-06", "last_active_date": "2026-01-01", "open_to_work_flag": false, "profile_views_received_30d": 54, "applications_submitted_30d": 5, "recruiter_response_rate": 0.47, "avg_response_time_hours": 232.8, "skill_assessment_scores": {}, "connection_count": 245, "endorsements_received": 0, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.6, "max": 24.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 8, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.63, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0070285", "profile": {"anonymized_name": "Manish Bose", "headline": "Backend Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 4.1 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 4.1, "current_title": "Backend Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Backend Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Wipro", "title": "Senior Data Engineer", "start_date": "2022-06-17", "end_date": "2025-03-03", "duration_months": 33, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}], "education": [{"institution": "UC Berkeley", "degree": "B.Tech", "field_of_study": "Data Science", "start_year": 2013, "end_year": 2017, "grade": "6.88 CGPA", "tier": "tier_1"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 12, "duration_months": 36}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 45, "duration_months": 43}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 3, "duration_months": 16}, {"name": "AWS", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 9, "duration_months": 29}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 47, "duration_months": 27}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 15, "duration_months": 53}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 6, "duration_months": 34}, {"name": "Weaviate", "proficiency": "advanced", "endorsements": 59, "duration_months": 22}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 8, "duration_months": 28}, {"name": "Milvus", "proficiency": "intermediate", "endorsements": 5, "duration_months": 18}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 14}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 28, "duration_months": 49}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 15, "duration_months": 22}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 0, "duration_months": 21}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 4, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 88.2, "signup_date": "2024-10-08", "last_active_date": "2026-04-27", "open_to_work_flag": false, "profile_views_received_30d": 27, "applications_submitted_30d": 6, "recruiter_response_rate": 0.26, "avg_response_time_hours": 65.6, "skill_assessment_scores": {"Kubeflow": 81.4, "Forecasting": 38.9, "Weights & Biases": 68.0, "Weaviate": 45.2}, "connection_count": 442, "endorsements_received": 50, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 25.2, "max": 45.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 39.9, "search_appearance_30d": 36, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0016362", "profile": {"anonymized_name": "Rohan Gupta", "headline": "Civil Engineer | 6.3+ yrs experience", "summary": "Professional with 6.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 6.3, "current_title": "Civil Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "HR Manager", "start_date": "2022-03-19", "end_date": "2024-05-07", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "HR Manager", "start_date": "2019-12-30", "end_date": "2022-01-18", "duration_months": 25, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2010, "end_year": 2015, "grade": "8.89 CGPA", "tier": "tier_4"}, {"institution": "Amity University", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2017, "end_year": 2022, "grade": "6.96 CGPA", "tier": "tier_3"}], "skills": [{"name": "Excel", "proficiency": "intermediate", "endorsements": 3, "duration_months": 35}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 18}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 14, "duration_months": 27}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 19, "duration_months": 22}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 14, "duration_months": 11}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 5, "duration_months": 29}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 3, "duration_months": 30}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 10, "duration_months": 9}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 76.1, "signup_date": "2022-08-31", "last_active_date": "2026-03-08", "open_to_work_flag": false, "profile_views_received_30d": 28, "applications_submitted_30d": 10, "recruiter_response_rate": 0.45, "avg_response_time_hours": 162.8, "skill_assessment_scores": {"Weights & Biases": 68.7}, "connection_count": 313, "endorsements_received": 42, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.0, "max": 26.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 25.1, "search_appearance_30d": 43, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.54, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0049616", "profile": {"anonymized_name": "Kiara Kapoor", "headline": "Customer Support | 9.3+ yrs experience", "summary": "Professional with 9.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 9.3, "current_title": "Customer Support", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Customer Support", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2022-02-17", "end_date": "2024-05-07", "duration_months": 27, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "TCS", "title": "Marketing Manager", "start_date": "2019-10-31", "end_date": "2022-02-17", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2017-05-14", "end_date": "2019-10-31", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0010329", "profile": {"anonymized_name": "Ved Bhatia", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 6.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Recent learning has been on the testing and CI/CD discipline."}, {"company": "Wipro", "title": "Mobile Developer", "start_date": "2020-11-24", "end_date": "2024-07-06", "duration_months": 44, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Mindtree", "title": "Frontend Engineer", "start_date": "2019-09-01", "end_date": "2020-11-24", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. 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Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "Mechanical Engineering", "start_year": 2012, "end_year": 2017, "grade": "8.51 CGPA", "tier": "tier_4"}], "skills": [{"name": "ETL", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 59, "duration_months": 34}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 15, "duration_months": 17}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 5, "duration_months": 16}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 9, "duration_months": 8}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 8, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 69.2, "signup_date": "2024-09-25", "last_active_date": "2026-03-04", "open_to_work_flag": false, "profile_views_received_30d": 31, "applications_submitted_30d": 5, "recruiter_response_rate": 0.24, "avg_response_time_hours": 131.5, "skill_assessment_scores": {}, "connection_count": 96, "endorsements_received": 27, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.8, "max": 12.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 10.3, "search_appearance_30d": 56, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.67, "offer_acceptance_rate": 0.25, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0072358", "profile": {"anonymized_name": "Aanya Arora", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 2.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Sydney", "country": "Australia", "years_of_experience": 2.5, "current_title": "Mobile Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Mobile Developer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Wipro", "title": "Mobile Developer", "start_date": "2023-12-09", "end_date": "2024-10-04", "duration_months": 10, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Generic State University", "degree": "B.Sc", "field_of_study": "Mathematics", "start_year": 2019, "end_year": 2022, "grade": "8.38 CGPA", "tier": "tier_4"}], "skills": [{"name": "HTML", "proficiency": "intermediate", "endorsements": 9, "duration_months": 33}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 7, "duration_months": 16}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 5, "duration_months": 13}, {"name": "Excel", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 5, "duration_months": 20}, {"name": "CSS", "proficiency": "beginner", "endorsements": 3, "duration_months": 18}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 11, "duration_months": 24}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 30.6, "signup_date": "2024-07-10", "last_active_date": "2026-04-26", "open_to_work_flag": false, "profile_views_received_30d": 19, "applications_submitted_30d": 4, "recruiter_response_rate": 0.45, "avg_response_time_hours": 46.5, "skill_assessment_scores": {}, "connection_count": 587, "endorsements_received": 42, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 10.1, "max": 14.9}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 56.4, "search_appearance_30d": 62, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0038428", "profile": {"anonymized_name": "Tanvi Sen", "headline": "Marketing Manager | 8.5+ yrs experience", "summary": "Professional with 8.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 8.5, "current_title": "Marketing Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2022-03-19", "end_date": null, "duration_months": 51, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Project Manager", "start_date": "2020-09-25", "end_date": "2022-03-19", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Project Manager", "start_date": "2018-11-21", "end_date": "2020-09-11", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2018-02-24", "end_date": "2018-11-21", "duration_months": 9, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Lovely Professional University", "degree": "M.E.", "field_of_study": "Commerce", "start_year": 2003, "end_year": 2008, "grade": "71%", "tier": "tier_3"}, {"institution": "Lovely Professional University", "degree": "Ph.D", "field_of_study": "Statistics", "start_year": 2017, "end_year": 2022, "grade": "86%", "tier": "tier_3"}], "skills": [{"name": "SQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 10, "duration_months": 6}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 3, "duration_months": 8}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 8, "duration_months": 13}, {"name": "GANs", "proficiency": "advanced", "endorsements": 10, "duration_months": 46}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 7, "duration_months": 22}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Java", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 68.3, "signup_date": "2022-09-12", "last_active_date": "2026-05-03", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 0, "recruiter_response_rate": 0.27, "avg_response_time_hours": 18.9, "skill_assessment_scores": {}, "connection_count": 404, "endorsements_received": 5, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.1, "max": 11.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 48, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.63, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0082398", "profile": {"anonymized_name": "Tanvi Krishnan", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 12.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 12.2, "current_title": "Marketing Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Marketing Manager", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2019-08-02", "end_date": "2023-03-14", "duration_months": 44, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Hooli", "title": "Customer Support", "start_date": "2015-04-18", "end_date": "2019-07-26", "duration_months": 52, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2014-07-22", "end_date": "2015-04-18", "duration_months": 9, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0081071", "profile": {"anonymized_name": "Nikhil Dutta", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 6.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 6.7, "current_title": "Frontend Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Frontend Engineer", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "CRED", "title": "Software Engineer", "start_date": "2019-10-31", "end_date": "2022-11-14", "duration_months": 37, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Symbiosis International", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2014, "end_year": 2017, "grade": "9.47 CGPA", "tier": "tier_3"}, {"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Electronics", "start_year": 2010, "end_year": 2013, "grade": "7.13 CGPA", "tier": "tier_3"}], "skills": [{"name": "Django", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "QLoRA", "proficiency": "advanced", "endorsements": 32, "duration_months": 48}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 5, "duration_months": 10}, {"name": "Spark", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 0, "duration_months": 24}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 5, "duration_months": 26}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 6, "duration_months": 26}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Learning to Rank", "proficiency": "intermediate", "endorsements": 4, "duration_months": 29}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 15, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.3, "signup_date": "2024-01-24", "last_active_date": "2025-12-30", "open_to_work_flag": false, "profile_views_received_30d": 17, "applications_submitted_30d": 6, "recruiter_response_rate": 0.31, "avg_response_time_hours": 202.6, "skill_assessment_scores": {}, "connection_count": 374, "endorsements_received": 17, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.9, "max": 18.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 119, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0047401", "profile": {"anonymized_name": "Sanjay Bhatia", "headline": "Data Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 5.8 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 5.8, "current_title": "Data Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Data Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "BYJU'S", "title": "Analytics Engineer", "start_date": "2022-03-19", "end_date": "2024-04-07", "duration_months": 25, "is_current": false, "industry": "EdTech", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "TCS", "title": "Senior Software Engineer", "start_date": "2020-06-27", "end_date": "2022-02-17", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}], "education": [{"institution": "RV College of Engineering", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2001, "end_year": 2005, "grade": "6.94 CGPA", "tier": "tier_2"}], "skills": [{"name": "GCP", "proficiency": "intermediate", "endorsements": 5, "duration_months": 35}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 9, "duration_months": 35}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 0, "duration_months": 10}, {"name": "GANs", "proficiency": "advanced", "endorsements": 12, "duration_months": 59}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 11, "duration_months": 22}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 1, "duration_months": 23}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 32, "duration_months": 49}, {"name": "CNN", "proficiency": "advanced", "endorsements": 54, "duration_months": 22}, {"name": "Python", "proficiency": "advanced", "endorsements": 53, "duration_months": 48}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 3, "duration_months": 50}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 52.2, "signup_date": "2025-07-15", "last_active_date": "2026-02-07", "open_to_work_flag": false, "profile_views_received_30d": 125, "applications_submitted_30d": 5, "recruiter_response_rate": 0.28, "avg_response_time_hours": 38.6, "skill_assessment_scores": {}, "connection_count": 805, "endorsements_received": 31, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 27.7, "max": 45.7}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 13.3, "search_appearance_30d": 327, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.79, "offer_acceptance_rate": 0.47, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0075675", "profile": {"anonymized_name": "Aditya Sen", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 3.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Seattle", "country": "USA", "years_of_experience": 3.3, "current_title": "Frontend Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Frontend Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Flipkart", "title": "DevOps Engineer", "start_date": "2023-02-12", "end_date": "2025-04-02", "duration_months": 26, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Jadavpur University", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2002, "end_year": 2005, "grade": "73%", "tier": "tier_2"}, {"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Commerce", "start_year": 2004, "end_year": 2007, "grade": "74%", "tier": "tier_3"}], "skills": [{"name": "Tailwind", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 14, "duration_months": 28}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 21, "duration_months": 51}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 3, "duration_months": 17}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 2, "duration_months": 34}, {"name": "pgvector", "proficiency": "advanced", "endorsements": 9, "duration_months": 41}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 5, "duration_months": 12}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 2, "duration_months": 12}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 11, "duration_months": 19}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 15, "duration_months": 32}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 56.2, "signup_date": "2023-12-01", "last_active_date": "2026-05-25", "open_to_work_flag": true, "profile_views_received_30d": 7, "applications_submitted_30d": 8, "recruiter_response_rate": 0.23, "avg_response_time_hours": 136.8, "skill_assessment_scores": {"Reinforcement Learning": 45.1}, "connection_count": 479, "endorsements_received": 40, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 9.1, "max": 15.1}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 112, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.88, "offer_acceptance_rate": 0.38, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0025204", "profile": {"anonymized_name": "Sanjay Pandey", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 10.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 10.2, "current_title": "Content Writer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Content Writer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2020-10-25", "end_date": "2022-07-17", "duration_months": 21, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2017-05-14", "end_date": "2020-08-26", "duration_months": 40, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2016-03-13", "end_date": "2017-05-07", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2008, "end_year": 2012, "grade": "9.14 CGPA", "tier": "tier_4"}, {"institution": "Christ University", "degree": "M.Sc", "field_of_study": "Electrical Engineering", "start_year": 2008, "end_year": 2013, "grade": "8.16 CGPA", "tier": "tier_3"}], "skills": [{"name": "Data Science", "proficiency": "intermediate", "endorsements": 11, "duration_months": 28}, {"name": "React", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 8, "duration_months": 31}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 12, "duration_months": 17}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 11, "duration_months": 34}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 2, "duration_months": 31}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 72.6, "signup_date": "2022-10-25", "last_active_date": "2025-11-20", "open_to_work_flag": true, "profile_views_received_30d": 68, "applications_submitted_30d": 9, "recruiter_response_rate": 0.59, "avg_response_time_hours": 238.8, "skill_assessment_scores": {}, "connection_count": 448, "endorsements_received": 31, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 17.5, "max": 8.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 14.7, "search_appearance_30d": 57, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.55, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0092350", "profile": {"anonymized_name": "Riya Sharma", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 1.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 1.3, "current_title": "Software Engineer", "current_company": "HCL", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "HCL", "title": "Software Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Amity University", "degree": "B.E.", "field_of_study": "Data Science", "start_year": 2017, "end_year": 2020, "grade": "9.36 CGPA", "tier": "tier_3"}], "skills": [{"name": "MLOps", "proficiency": "intermediate", "endorsements": 10, "duration_months": 21}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 17}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 15, "duration_months": 10}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 4, "duration_months": 56}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 8, "duration_months": 14}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 2, "duration_months": 22}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 15, "duration_months": 14}, {"name": "BentoML", "proficiency": "advanced", "endorsements": 43, "duration_months": 49}, {"name": "Azure", "proficiency": "beginner", "endorsements": 7, "duration_months": 10}, {"name": "Excel", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 0, "duration_months": 30}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 13, "duration_months": 23}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 54, "duration_months": 27}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 4, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 64.9, "signup_date": "2025-04-30", "last_active_date": "2026-05-19", "open_to_work_flag": true, "profile_views_received_30d": 108, "applications_submitted_30d": 8, "recruiter_response_rate": 0.3, "avg_response_time_hours": 145.5, "skill_assessment_scores": {}, "connection_count": 397, "endorsements_received": 19, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 22.0, "max": 27.9}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 222, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.62, "offer_acceptance_rate": 0.78, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0009117", "profile": {"anonymized_name": "Nikhil Saxena", "headline": "Java Developer | Backend systems & APIs", "summary": "Software engineer with 4.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Seattle", "country": "USA", "years_of_experience": 4.4, "current_title": "Java Developer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Java Developer", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Mindtree", "title": "Mobile Developer", "start_date": "2022-02-17", "end_date": "2024-05-07", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "COEP Pune", "degree": "B.Tech", "field_of_study": "Information Technology", "start_year": 2015, "end_year": 2020, "grade": "9.26 CGPA", "tier": "tier_2"}], "skills": [{"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 12, "duration_months": 11}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "CSS", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 4, "duration_months": 13}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 43, "duration_months": 38}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 13, "duration_months": 16}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 40, "duration_months": 53}, {"name": "Agile", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 72.4, "signup_date": "2025-12-26", "last_active_date": "2026-01-16", "open_to_work_flag": false, "profile_views_received_30d": 71, "applications_submitted_30d": 2, "recruiter_response_rate": 0.14, "avg_response_time_hours": 136.4, "skill_assessment_scores": {"LangChain": 36.6, "MLflow": 25.5}, "connection_count": 408, "endorsements_received": 74, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 28.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 251, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.66, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0006007", "profile": {"anonymized_name": "Reyansh Mittal", "headline": "Sales Executive | Exploring AI & GenAI applications", "summary": "Sales Executive with 5.5+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0086674", "profile": {"anonymized_name": "Vivaan Shah", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 4.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 4.5, "current_title": "Cloud Engineer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "Cloud Engineer", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Cognizant", "title": "Full Stack Developer", "start_date": "2021-11-19", "end_date": "2024-02-07", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "SRM Chennai", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2016, "grade": "8.83 CGPA", "tier": "tier_3"}, {"institution": "COEP Pune", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2013, "end_year": 2017, "grade": "8.96 CGPA", "tier": "tier_2"}], "skills": [{"name": "Redux", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "AWS", "proficiency": "beginner", "endorsements": 12, "duration_months": 8}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 2, "duration_months": 23}, {"name": "Agile", "proficiency": "beginner", "endorsements": 14, "duration_months": 11}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 4, "duration_months": 20}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 14, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 45.8, "signup_date": "2024-02-09", "last_active_date": "2026-04-24", "open_to_work_flag": false, "profile_views_received_30d": 82, "applications_submitted_30d": 4, "recruiter_response_rate": 0.11, "avg_response_time_hours": 37.1, "skill_assessment_scores": {}, "connection_count": 83, "endorsements_received": 22, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.8, "max": 18.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 283, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.45, "offer_acceptance_rate": 0.52, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0029872", "profile": {"anonymized_name": "Aanya Gupta", "headline": "Mechanical Engineer | Generative AI explorer", "summary": "Mechanical Engineer with 9.8+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2021-02-22", "end_date": "2024-09-04", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Infosys", "title": "Graphic Designer", "start_date": "2017-08-28", "end_date": "2021-02-08", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2016-10-25", "end_date": "2017-08-21", "duration_months": 10, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.S.", "field_of_study": "Mathematics", "start_year": 2003, "end_year": 2006, "grade": "9.44 CGPA", "tier": "tier_4"}], "skills": [{"name": "GANs", "proficiency": "advanced", "endorsements": 47, "duration_months": 25}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 13}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "Rust", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 19}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 5, "duration_months": 25}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 9, "duration_months": 15}, {"name": "Spark", "proficiency": "beginner", "endorsements": 12, "duration_months": 6}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 4, "duration_months": 13}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 4, "duration_months": 12}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 3, "duration_months": 14}, {"name": "Information Retrieval", "proficiency": "intermediate", "endorsements": 1, "duration_months": 7}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 3, "duration_months": 6}, {"name": "LLMs", "proficiency": "advanced", "endorsements": 4, "duration_months": 5}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 0, "duration_months": 10}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 1, "duration_months": 17}, {"name": "Vector Search", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 0, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 37.7, "signup_date": "2025-09-01", "last_active_date": "2026-03-06", "open_to_work_flag": false, "profile_views_received_30d": 79, "applications_submitted_30d": 9, "recruiter_response_rate": 0.27, "avg_response_time_hours": 189.0, "skill_assessment_scores": {}, "connection_count": 449, "endorsements_received": 35, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.9, "max": 17.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 19.9, "search_appearance_30d": 10, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.44, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0037931", "profile": {"anonymized_name": "Aditya Gupta", "headline": "Sales Executive | Helping teams scale", "summary": "Professional with 10.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2021-05-23", "end_date": "2022-08-16", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2018-06-08", "end_date": "2021-05-23", "duration_months": 36, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. 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{"candidate_id": "CAND_0010459", "profile": {"anonymized_name": "Aditya Sen", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 4.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 4.1, "current_title": "Frontend Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Frontend Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "TCS", "title": "Full Stack Developer", "start_date": "2022-06-17", "end_date": "2025-04-02", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Christ University", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2002, "end_year": 2006, "grade": "9.47 CGPA", "tier": "tier_3"}], "skills": [{"name": "Redux", "proficiency": "beginner", "endorsements": 2, "duration_months": 4}, {"name": "pgvector", "proficiency": "intermediate", "endorsements": 0, "duration_months": 30}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 29}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Angular", "proficiency": "beginner", "endorsements": 0, "duration_months": 16}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 2, "duration_months": 34}, {"name": "Django", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "TTS", "proficiency": "advanced", "endorsements": 54, "duration_months": 42}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 12, "duration_months": 13}, {"name": "Java", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 60.4, "signup_date": "2024-11-03", "last_active_date": "2026-03-17", "open_to_work_flag": false, "profile_views_received_30d": 5, "applications_submitted_30d": 7, "recruiter_response_rate": 0.57, "avg_response_time_hours": 112.8, "skill_assessment_scores": {}, "connection_count": 364, "endorsements_received": 15, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 20.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 0.0, "search_appearance_30d": 28, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.53, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0030513", "profile": {"anonymized_name": "Advik Tiwari", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Capgemini", "title": "Cloud Engineer", "start_date": "2023-02-05", "end_date": "2025-03-26", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Capgemini", "title": "Cloud Engineer", "start_date": "2019-12-23", "end_date": "2023-02-05", "duration_months": 38, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). 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{"candidate_id": "CAND_0013239", "profile": {"anonymized_name": "Jay Trivedi", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 4.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 4.2, "current_title": "QA Engineer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "QA Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Wipro", "title": "Full Stack Developer", "start_date": "2022-02-17", "end_date": "2022-08-16", "duration_months": 6, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "IIIT Hyderabad", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2008, "end_year": 2011, "grade": "7.51 CGPA", "tier": "tier_1"}], "skills": [{"name": "OpenCV", "proficiency": "intermediate", "endorsements": 8, "duration_months": 20}, {"name": "Django", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 45, "duration_months": 41}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 7, "duration_months": 12}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 11, "duration_months": 20}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 2, "duration_months": 13}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 75.2, "signup_date": "2025-11-30", "last_active_date": "2026-05-25", "open_to_work_flag": false, "profile_views_received_30d": 18, "applications_submitted_30d": 12, "recruiter_response_rate": 0.13, "avg_response_time_hours": 137.3, "skill_assessment_scores": {}, "connection_count": 399, "endorsements_received": 55, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 12.2, "max": 14.1}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 3.1, "search_appearance_30d": 105, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.49, "offer_acceptance_rate": 0.29, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0049824", "profile": {"anonymized_name": "Ishaan Reddy", "headline": "Business Analyst | 5.5+ yrs experience", "summary": "Professional with 5.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 5.5, "current_title": "Business Analyst", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Business Analyst", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2022-07-17", "end_date": "2025-01-02", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2020-11-17", "end_date": "2022-07-10", "duration_months": 20, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Generic State University", "degree": "M.E.", "field_of_study": "Physics", "start_year": 2019, "end_year": 2022, "grade": "82%", "tier": "tier_4"}], "skills": [{"name": "TypeScript", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 1, "duration_months": 20}, {"name": "SQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 11, "duration_months": 3}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 13, "duration_months": 12}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 84.3, "signup_date": "2024-08-21", "last_active_date": "2025-11-28", "open_to_work_flag": true, "profile_views_received_30d": 20, "applications_submitted_30d": 0, "recruiter_response_rate": 0.25, "avg_response_time_hours": 197.5, "skill_assessment_scores": {}, "connection_count": 117, "endorsements_received": 21, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.3, "max": 24.9}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 32.4, "search_appearance_30d": 141, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.69, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036435", "profile": {"anonymized_name": "Arjun Shah", "headline": "Senior Data Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 2.1 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 2.1, "current_title": "Senior Data Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Senior Data Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}, {"company": "Swiggy", "title": "Senior Data Engineer", "start_date": "2024-03-08", "end_date": "2025-03-03", "duration_months": 12, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}], "education": [{"institution": "VIT Vellore", "degree": "Ph.D", "field_of_study": "Computer Engineering", "start_year": 2013, "end_year": 2017, "grade": "9.11 CGPA", "tier": "tier_2"}], "skills": [{"name": "Object Detection", "proficiency": "advanced", "endorsements": 19, "duration_months": 21}, {"name": "NLP", "proficiency": "advanced", "endorsements": 56, "duration_months": 41}, {"name": "BM25", "proficiency": "advanced", "endorsements": 40, "duration_months": 24}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 14, "duration_months": 20}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 13, "duration_months": 26}, {"name": "SAP", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 15, "duration_months": 27}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 4, "duration_months": 30}, {"name": "Elasticsearch", "proficiency": "intermediate", "endorsements": 3, "duration_months": 13}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 14, "duration_months": 19}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 10}, {"name": "CSS", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 49.3, "signup_date": "2024-05-08", "last_active_date": "2026-05-22", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 5, "recruiter_response_rate": 0.23, "avg_response_time_hours": 57.4, "skill_assessment_scores": {"Object Detection": 37.8, "NLP": 46.3, "BM25": 48.1, "Speech Recognition": 61.3, "Feature Engineering": 79.3}, "connection_count": 49, "endorsements_received": 3, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 20.3, "max": 23.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 184, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.89, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0059430", "profile": {"anonymized_name": "Avni Tiwari", "headline": "Accountant | 2.6+ yrs experience", "summary": "Professional with 2.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Singapore", "country": "Singapore", "years_of_experience": 2.6, "current_title": "Accountant", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Accountant", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2023-09-10", "end_date": "2025-03-03", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Chandigarh University", "degree": "B.Sc", "field_of_study": "Civil Engineering", "start_year": 2001, "end_year": 2006, "grade": "7.41 CGPA", "tier": "tier_3"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 11, "duration_months": 13}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 8, "duration_months": 14}, {"name": "Figma", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 14, "duration_months": 15}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 13, "duration_months": 26}, {"name": "SQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 7, "duration_months": 11}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 10, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 57.0, "signup_date": "2022-08-23", "last_active_date": "2025-12-11", "open_to_work_flag": true, "profile_views_received_30d": 45, "applications_submitted_30d": 1, "recruiter_response_rate": 0.16, "avg_response_time_hours": 57.0, "skill_assessment_scores": {}, "connection_count": 269, "endorsements_received": 7, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 17.8, "max": 24.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 38.3, "search_appearance_30d": 140, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.84, "offer_acceptance_rate": 0.6, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0083321", "profile": {"anonymized_name": "Pooja Kumar", "headline": "Sales Executive | 1.9+ yrs experience", "summary": "Professional with 1.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 1.9, "current_title": "Sales Executive", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Amity University", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2011, "end_year": 2016, "grade": "8.52 CGPA", "tier": "tier_3"}], "skills": [{"name": "GANs", "proficiency": "intermediate", "endorsements": 14, "duration_months": 20}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 11, "duration_months": 14}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 10, "duration_months": 3}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 14, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 62.8, "signup_date": "2024-04-25", "last_active_date": "2026-05-04", "open_to_work_flag": false, "profile_views_received_30d": 19, "applications_submitted_30d": 8, "recruiter_response_rate": 0.46, "avg_response_time_hours": 99.8, "skill_assessment_scores": {}, "connection_count": 206, "endorsements_received": 33, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.0, "max": 23.1}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 132, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.37, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0047820", "profile": {"anonymized_name": "Yash Nair", "headline": "Marketing Manager | 1.6+ yrs experience", "summary": "Professional with 1.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 1.6, "current_title": "Marketing Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Marketing Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Christ University", "degree": "B.E.", "field_of_study": "Mechanical Engineering", "start_year": 2005, "end_year": 2009, "grade": "75%", "tier": "tier_3"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 10, "duration_months": 11}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 6, "duration_months": 26}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 7, "duration_months": 36}, {"name": "Tally", "proficiency": "beginner", "endorsements": 10, "duration_months": 12}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 3, "duration_months": 9}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 7, "duration_months": 15}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 35}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 59.9, "signup_date": "2023-06-27", "last_active_date": "2026-03-06", "open_to_work_flag": false, "profile_views_received_30d": 64, "applications_submitted_30d": 0, "recruiter_response_rate": 0.6, "avg_response_time_hours": 224.9, "skill_assessment_scores": {}, "connection_count": 10, "endorsements_received": 15, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.1, "max": 14.0}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 47, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.48, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0021320", "profile": {"anonymized_name": "Anjali Shah", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 3.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 3.7, "current_title": "Business Analyst", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Business Analyst", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2022-09-15", "end_date": "2025-04-02", "duration_months": 31, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "VIT Chennai", "degree": "Ph.D", "field_of_study": "Electrical Engineering", "start_year": 2002, "end_year": 2005, "grade": "67%", "tier": "tier_3"}], "skills": [{"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 15, "duration_months": 32}, {"name": "Django", "proficiency": "intermediate", "endorsements": 13, "duration_months": 34}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "Java", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 63.7, "signup_date": "2023-11-08", "last_active_date": "2025-12-24", "open_to_work_flag": true, "profile_views_received_30d": 71, "applications_submitted_30d": 0, "recruiter_response_rate": 0.29, "avg_response_time_hours": 222.7, "skill_assessment_scores": {}, "connection_count": 186, "endorsements_received": 6, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.3, "max": 20.1}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 44, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.67, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0048521", "profile": {"anonymized_name": "Kavya Mishra", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 2.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 2.3, "current_title": "Mechanical Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2024-04-07", "end_date": "2025-03-03", "duration_months": 11, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Electrical Engineering", "start_year": 2014, "end_year": 2018, "grade": "7.36 CGPA", "tier": "tier_4"}, {"institution": "Christ University", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2014, "end_year": 2019, "grade": "6.58 CGPA", "tier": "tier_3"}], "skills": [{"name": "SAP", "proficiency": "intermediate", "endorsements": 1, "duration_months": 25}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 10, "duration_months": 9}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 0, "duration_months": 2}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 0, "duration_months": 8}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 3, "duration_months": 25}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 6, "duration_months": 29}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 47.1, "signup_date": "2023-09-07", "last_active_date": "2025-12-07", "open_to_work_flag": false, "profile_views_received_30d": 12, "applications_submitted_30d": 9, "recruiter_response_rate": 0.41, "avg_response_time_hours": 90.7, "skill_assessment_scores": {}, "connection_count": 489, "endorsements_received": 29, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.4, "max": 16.7}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 177, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0046567", "profile": {"anonymized_name": "Shaurya Bansal", "headline": ".NET Developer | Backend systems & APIs", "summary": "Software engineer with 4.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 4.3, "current_title": ".NET Developer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": ".NET Developer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "HCL", "title": "QA Engineer", "start_date": "2022-04-18", "end_date": "2023-02-12", "duration_months": 10, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2011, "end_year": 2014, "grade": "90%", "tier": "tier_4"}, {"institution": "Delhi College of Engineering", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2004, "end_year": 2009, "grade": "7.16 CGPA", "tier": "tier_2"}], "skills": [{"name": "Excel", "proficiency": "intermediate", "endorsements": 15, "duration_months": 30}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 13, "duration_months": 35}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 1, "duration_months": 10}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}, {"name": "Agile", "proficiency": "beginner", "endorsements": 13, "duration_months": 12}, {"name": "Go", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Redis", "proficiency": "beginner", "endorsements": 10, "duration_months": 8}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 6, "duration_months": 31}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.7, "signup_date": "2026-05-12", "last_active_date": "2026-05-03", "open_to_work_flag": false, "profile_views_received_30d": 27, "applications_submitted_30d": 12, "recruiter_response_rate": 0.4, "avg_response_time_hours": 75.2, "skill_assessment_scores": {}, "connection_count": 148, "endorsements_received": 30, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.7, "max": 29.9}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 165, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.64, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0027461", "profile": {"anonymized_name": "Manish Bansal", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 3.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 3.1, "current_title": "Customer Support", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Customer Support", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Electronics", "start_year": 2011, "end_year": 2014, "grade": "7.01 CGPA", "tier": "tier_3"}], "skills": [{"name": "Marketing", "proficiency": "intermediate", "endorsements": 14, "duration_months": 25}, {"name": "Excel", "proficiency": "beginner", "endorsements": 13, "duration_months": 8}, {"name": "Tally", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 3, "duration_months": 20}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 1, "duration_months": 13}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 7, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 57.3, "signup_date": "2024-12-07", "last_active_date": "2026-01-17", "open_to_work_flag": true, "profile_views_received_30d": 76, "applications_submitted_30d": 1, "recruiter_response_rate": 0.41, "avg_response_time_hours": 97.2, "skill_assessment_scores": {}, "connection_count": 302, "endorsements_received": 39, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 4.4, "max": 12.3}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 109, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.32, "offer_acceptance_rate": 0.3, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0087842", "profile": {"anonymized_name": "Karan Dalal", "headline": "DevOps Engineer | Cloud & DevOps", "summary": "Software engineer with 2.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 2.2, "current_title": "DevOps Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "DevOps Engineer", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Delhi College of Engineering", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2004, "end_year": 2009, "grade": "7.86 CGPA", "tier": "tier_2"}, {"institution": "VJTI Mumbai", "degree": "M.S.", "field_of_study": "Computer Engineering", "start_year": 2005, "end_year": 2010, "grade": "8.54 CGPA", "tier": "tier_2"}], "skills": [{"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 8, "duration_months": 28}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 2, "duration_months": 16}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 11, "duration_months": 33}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}, {"name": "Excel", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 5, "duration_months": 37}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 11, "duration_months": 8}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 12, "duration_months": 24}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 1, "duration_months": 49}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 60.1, "signup_date": "2025-10-22", "last_active_date": "2026-01-10", "open_to_work_flag": false, "profile_views_received_30d": 52, "applications_submitted_30d": 12, "recruiter_response_rate": 0.72, "avg_response_time_hours": 143.0, "skill_assessment_scores": {"Diffusion Models": 65.7}, "connection_count": 336, "endorsements_received": 57, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.9, "max": 24.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 53.1, "search_appearance_30d": 157, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0034994", "profile": {"anonymized_name": "Aisha Iyengar", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 14.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 14.4, "current_title": "HR Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "HR Manager", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2022-01-18", "end_date": "2023-08-11", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2017-10-11", "end_date": "2021-12-19", "duration_months": 51, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "HR Manager", "start_date": "2014-10-27", "end_date": "2017-10-11", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "HR Manager", "start_date": "2012-04-10", "end_date": "2014-10-27", "duration_months": 31, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Lovely Professional University", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2001, "end_year": 2005, "grade": "7.84 CGPA", "tier": "tier_3"}], "skills": [{"name": "GCP", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 2, "duration_months": 28}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 2, "duration_months": 21}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 11, "duration_months": 16}, {"name": "Angular", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 4, "duration_months": 32}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 55.8, "signup_date": "2023-03-05", "last_active_date": "2025-10-27", "open_to_work_flag": false, "profile_views_received_30d": 59, "applications_submitted_30d": 1, "recruiter_response_rate": 0.63, "avg_response_time_hours": 42.8, "skill_assessment_scores": {}, "connection_count": 384, "endorsements_received": 49, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 11.2, "max": 8.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 70, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.87, "offer_acceptance_rate": 0.48, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0091989", "profile": {"anonymized_name": "Shaurya Saxena", "headline": "Project Manager | 8.8+ yrs experience", "summary": "Professional with 8.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 8.8, "current_title": "Project Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2021-07-15", "end_date": "2025-01-25", "duration_months": 43, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "HR Manager", "start_date": "2017-10-27", "end_date": "2021-07-08", "duration_months": 45, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "SRM Chennai", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2014, "end_year": 2019, "grade": "7.33 CGPA", "tier": "tier_3"}], "skills": [{"name": "Project Management", "proficiency": "intermediate", "endorsements": 13, "duration_months": 12}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 5, "duration_months": 31}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 0, "duration_months": 18}, {"name": "Figma", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 11, "duration_months": 14}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 7, "duration_months": 26}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 12, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 68.9, "signup_date": "2022-10-14", "last_active_date": "2026-02-23", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 9, "recruiter_response_rate": 0.67, "avg_response_time_hours": 262.3, "skill_assessment_scores": {}, "connection_count": 141, "endorsements_received": 43, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.2, "max": 12.8}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 12, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.31, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0089594", "profile": {"anonymized_name": "Divya Mittal", "headline": "Civil Engineer | 15.0+ yrs experience", "summary": "Professional with 15.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Singapore", "country": "Singapore", "years_of_experience": 15.0, "current_title": "Civil Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2020-09-11", "end_date": "2023-03-30", "duration_months": 31, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2016-06-04", "end_date": "2020-09-11", "duration_months": 52, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Customer Support", "start_date": "2012-04-26", "end_date": "2016-04-05", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Business Analyst", "start_date": "2011-06-01", "end_date": "2012-02-26", "duration_months": 9, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "M.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2005, "end_year": 2009, "grade": "7.89 CGPA", "tier": "tier_4"}, {"institution": "PES University", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2008, "end_year": 2011, "grade": "6.87 CGPA", "tier": "tier_2"}], "skills": [{"name": "CSS", "proficiency": "intermediate", "endorsements": 14, "duration_months": 25}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 14, "duration_months": 12}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 15, "duration_months": 13}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 12, "duration_months": 17}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2024}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 26.4, "signup_date": "2022-11-08", "last_active_date": "2026-04-20", "open_to_work_flag": false, "profile_views_received_30d": 68, "applications_submitted_30d": 7, "recruiter_response_rate": 0.05, "avg_response_time_hours": 230.3, "skill_assessment_scores": {}, "connection_count": 446, "endorsements_received": 34, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 17.9, "max": 13.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 18.9, "search_appearance_30d": 28, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.39, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0084940", "profile": {"anonymized_name": "Pari Goyal", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 4.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 4.8, "current_title": "Software Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Software Engineer", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "HCL", "title": "Frontend Engineer", "start_date": "2021-09-13", "end_date": "2024-03-31", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Amity University", "degree": "M.S.", "field_of_study": "Physics", "start_year": 2009, "end_year": 2013, "grade": "86%", "tier": "tier_3"}], "skills": [{"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "Figma", "proficiency": "beginner", "endorsements": 6, "duration_months": 5}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 6, "duration_months": 31}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 0, "duration_months": 29}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 25, "duration_months": 59}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 37, "duration_months": 42}, {"name": "TensorFlow", "proficiency": "advanced", "endorsements": 1, "duration_months": 41}, {"name": "BentoML", "proficiency": "advanced", "endorsements": 2, "duration_months": 38}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 77.2, "signup_date": "2024-08-02", "last_active_date": "2025-12-13", "open_to_work_flag": false, "profile_views_received_30d": 50, "applications_submitted_30d": 6, "recruiter_response_rate": 0.44, "avg_response_time_hours": 8.8, "skill_assessment_scores": {}, "connection_count": 797, "endorsements_received": 0, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.5, "max": 34.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 208, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.53, "offer_acceptance_rate": 0.65, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0009359", "profile": {"anonymized_name": "Shreya Sharma", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 7.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 7.8, "current_title": "Marketing Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2019-06-03", "end_date": "2023-05-13", "duration_months": 48, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2018-09-06", "end_date": "2019-06-03", "duration_months": 9, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "RV College of Engineering", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2017, "end_year": 2021, "grade": "6.82 CGPA", "tier": "tier_2"}, {"institution": "IIT Guwahati", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2015, "end_year": 2020, "grade": "84%", "tier": "tier_1"}], "skills": [{"name": "Terraform", "proficiency": "intermediate", "endorsements": 6, "duration_months": 34}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 11}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 5, "duration_months": 10}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 1, "duration_months": 8}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 5, "duration_months": 10}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 14, "duration_months": 3}, {"name": "CSS", "proficiency": "beginner", "endorsements": 11, "duration_months": 5}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 0, "duration_months": 34}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 48.0, "signup_date": "2025-09-05", "last_active_date": "2026-04-21", "open_to_work_flag": false, "profile_views_received_30d": 26, "applications_submitted_30d": 2, "recruiter_response_rate": 0.57, "avg_response_time_hours": 148.5, "skill_assessment_scores": {}, "connection_count": 315, "endorsements_received": 47, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 12.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 11, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.66, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0079841", "profile": {"anonymized_name": "Zara Mittal", "headline": "Frontend Engineer | Backend systems & APIs", "summary": "Software engineer with 5.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 5.3, "current_title": "Frontend Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "Frontend Engineer", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "CRED", "title": "QA Engineer", "start_date": "2021-02-22", "end_date": "2022-06-17", "duration_months": 16, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Chemical Engineering", "start_year": 2018, "end_year": 2021, "grade": "7.64 CGPA", "tier": "tier_4"}], "skills": [{"name": "TTS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 30}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "BM25", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 2, "duration_months": 13}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 11, "duration_months": 21}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 0, "duration_months": 25}, {"name": "Excel", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}, {"name": "React", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 59, "duration_months": 47}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 13, "duration_months": 8}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 59.2, "signup_date": "2023-06-29", "last_active_date": "2026-01-16", "open_to_work_flag": false, "profile_views_received_30d": 108, "applications_submitted_30d": 9, "recruiter_response_rate": 0.78, "avg_response_time_hours": 158.8, "skill_assessment_scores": {"Time Series": 46.7}, "connection_count": 767, "endorsements_received": 34, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.0, "max": 14.5}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 263, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0083228", "profile": {"anonymized_name": "Sunil Arora", "headline": "Operations Manager | 11.7+ yrs experience", "summary": "Professional with 11.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 11.7, "current_title": "Operations Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Operations Manager", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Accountant", "start_date": "2019-12-30", "end_date": "2022-10-15", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2015-06-24", "end_date": "2019-11-30", "duration_months": 54, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Content Writer", "start_date": "2014-10-27", "end_date": "2015-05-25", "duration_months": 7, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "M.E.", "field_of_study": "Statistics", "start_year": 2011, "end_year": 2016, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "FastAPI", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 15, "duration_months": 20}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 45, "duration_months": 23}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "ETL", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 66.5, "signup_date": "2023-06-20", "last_active_date": "2026-02-24", "open_to_work_flag": true, "profile_views_received_30d": 43, "applications_submitted_30d": 6, "recruiter_response_rate": 0.27, "avg_response_time_hours": 176.7, "skill_assessment_scores": {"MLOps": 44.0}, "connection_count": 487, "endorsements_received": 14, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.4, "max": 25.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 11.1, "search_appearance_30d": 28, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0022432", "profile": {"anonymized_name": "Om Sen", "headline": "QA Engineer | Full-stack development", "summary": "Software engineer with 2.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 2.0, "current_title": "QA Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "QA Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Capgemini", "title": "Cloud Engineer", "start_date": "2024-05-07", "end_date": "2025-02-01", "duration_months": 9, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2017, "end_year": 2020, "grade": "9.11 CGPA", "tier": "tier_4"}], "skills": [{"name": "Snowflake", "proficiency": "intermediate", "endorsements": 9, "duration_months": 14}, {"name": "OpenCV", "proficiency": "advanced", "endorsements": 13, "duration_months": 22}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 12, "duration_months": 13}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "PEFT", "proficiency": "advanced", "endorsements": 7, "duration_months": 45}, {"name": "AWS", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 15, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 53.3, "signup_date": "2023-03-27", "last_active_date": "2026-01-24", "open_to_work_flag": true, "profile_views_received_30d": 116, "applications_submitted_30d": 4, "recruiter_response_rate": 0.49, "avg_response_time_hours": 71.5, "skill_assessment_scores": {"OpenCV": 36.7, "PEFT": 43.1}, "connection_count": 71, "endorsements_received": 64, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 6.5, "max": 33.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 21, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0070011", "profile": {"anonymized_name": "Ayaan Bose", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 6.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 6.6, "current_title": "Operations Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Operations Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2021-03-24", "end_date": "2024-10-04", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "Project Manager", "start_date": "2019-10-31", "end_date": "2021-03-24", "duration_months": 17, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Commerce", "start_year": 2014, "end_year": 2019, "grade": "7.19 CGPA", "tier": "tier_4"}], "skills": [{"name": "ETL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 36}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 10, "duration_months": 17}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 14, "duration_months": 17}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 5, "duration_months": 9}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 58, "duration_months": 45}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 20}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 15, "duration_months": 24}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 5, "duration_months": 9}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 26}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2018}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2023}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 45.2, "signup_date": "2026-04-26", "last_active_date": "2026-03-13", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 3, "recruiter_response_rate": 0.21, "avg_response_time_hours": 156.3, "skill_assessment_scores": {}, "connection_count": 12, "endorsements_received": 45, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 9.5, "max": 24.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 122, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.34, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0095569", "profile": {"anonymized_name": "Rahul Iyer", "headline": "QA Engineer | Full-stack development", "summary": "Software engineer with 9.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 9.7, "current_title": "QA Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "QA Engineer", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "TCS", "title": "Full Stack Developer", "start_date": "2020-02-21", "end_date": "2022-06-10", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Accenture", "title": "QA Engineer", "start_date": "2016-12-08", "end_date": "2020-02-21", "duration_months": 39, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2015, "end_year": 2018, "grade": "8.85 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "B.E.", "field_of_study": "Data Science", "start_year": 2001, "end_year": 2006, "grade": "9.06 CGPA", "tier": "tier_4"}], "skills": [{"name": "Spring Boot", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "Python", "proficiency": "advanced", "endorsements": 0, "duration_months": 60}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 0, "duration_months": 30}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 4, "duration_months": 11}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 14, "duration_months": 11}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 0, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 87.5, "signup_date": "2023-06-30", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 87, "applications_submitted_30d": 2, "recruiter_response_rate": 0.14, "avg_response_time_hours": 206.7, "skill_assessment_scores": {}, "connection_count": 228, "endorsements_received": 31, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 7.2, "max": 13.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 113, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.68, "offer_acceptance_rate": 0.66, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0032088", "profile": {"anonymized_name": "Om Mukherjee", "headline": "Sales Executive | 14.0+ yrs experience", "summary": "Professional with 14.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 14.0, "current_title": "Sales Executive", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Sales Executive", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Accountant", "start_date": "2020-10-25", "end_date": "2024-06-06", "duration_months": 44, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wipro", "title": "Customer Support", "start_date": "2018-12-28", "end_date": "2020-10-18", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2014-12-19", "end_date": "2018-12-28", "duration_months": 49, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2013-03-29", "end_date": "2014-12-19", "duration_months": 21, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2012-09-30", "end_date": "2013-03-29", "duration_months": 6, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Anna University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2013, "end_year": 2017, "grade": "7.10 CGPA", "tier": "tier_2"}, {"institution": "Amity University", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2015, "end_year": 2019, "grade": "9.04 CGPA", "tier": "tier_3"}], "skills": [{"name": "Six Sigma", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 5, "duration_months": 47}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 0, "duration_months": 22}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 10, "duration_months": 12}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 12, "duration_months": 13}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 0, "duration_months": 21}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 14, "duration_months": 26}, {"name": "Angular", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 59.6, "signup_date": "2025-10-17", "last_active_date": "2026-04-04", "open_to_work_flag": false, "profile_views_received_30d": 53, "applications_submitted_30d": 4, "recruiter_response_rate": 0.27, "avg_response_time_hours": 68.1, "skill_assessment_scores": {}, "connection_count": 246, "endorsements_received": 39, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.2, "max": 16.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 29, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0021418", "profile": {"anonymized_name": "Jay Singh", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 8.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 8.3, "current_title": "Software Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Software Engineer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Accenture", "title": "Mobile Developer", "start_date": "2020-11-24", "end_date": "2022-12-14", "duration_months": 25, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Razorpay", "title": "Full Stack Developer", "start_date": "2019-08-02", "end_date": "2020-11-24", "duration_months": 16, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Frontend engineering at a media company. 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{"candidate_id": "CAND_0060590", "profile": {"anonymized_name": "Dhruv Saxena", "headline": "Java Developer | Backend systems & APIs", "summary": "Software engineer with 3.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "London", "country": "UK", "years_of_experience": 3.4, "current_title": "Java Developer", "current_company": "Capgemini", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Capgemini", "title": "Java Developer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "VIT Chennai", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2016, "end_year": 2021, "grade": "74%", "tier": "tier_3"}], "skills": [{"name": "Airflow", "proficiency": "intermediate", "endorsements": 7, "duration_months": 36}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 4, "duration_months": 32}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 13, "duration_months": 16}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 2, "duration_months": 15}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 0, "duration_months": 7}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}, {"name": "Django", "proficiency": "intermediate", "endorsements": 6, "duration_months": 31}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 2, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 81.7, "signup_date": "2024-12-04", "last_active_date": "2025-11-30", "open_to_work_flag": true, "profile_views_received_30d": 85, "applications_submitted_30d": 8, "recruiter_response_rate": 0.34, "avg_response_time_hours": 111.4, "skill_assessment_scores": {}, "connection_count": 27, "endorsements_received": 27, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.9, "max": 18.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 56, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.7, "offer_acceptance_rate": 0.28, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0049736", "profile": {"anonymized_name": "Vikram Khanna", "headline": "Graphic Designer | AI enthusiast | Building with LLMs", "summary": "Graphic Designer with 11.0+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0035383", "profile": {"anonymized_name": "Ira Bhatia", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 14.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 14.5, "current_title": "HR Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "HR Manager", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2018-05-25", "end_date": "2022-02-03", "duration_months": 45, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Operations Manager", "start_date": "2017-01-16", "end_date": "2018-05-11", "duration_months": 16, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Customer Support", "start_date": "2012-10-09", "end_date": "2017-01-16", "duration_months": 52, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2012-04-05", "end_date": "2012-10-02", "duration_months": 6, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "B.Tech", "field_of_study": "Computer Science", "start_year": 2004, "end_year": 2009, "grade": "8.99 CGPA", "tier": "tier_3"}, {"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Data Science", "start_year": 2011, "end_year": 2015, "grade": "8.37 CGPA", "tier": "tier_3"}], "skills": [{"name": "SQL", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 3, "duration_months": 14}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 10, "duration_months": 33}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 12, "duration_months": 11}, {"name": "HTML", "proficiency": "beginner", "endorsements": 8, "duration_months": 12}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 35.8, "signup_date": "2025-09-20", "last_active_date": "2025-10-08", "open_to_work_flag": false, "profile_views_received_30d": 8, "applications_submitted_30d": 2, "recruiter_response_rate": 0.54, "avg_response_time_hours": 188.2, "skill_assessment_scores": {}, "connection_count": 353, "endorsements_received": 12, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.2, "max": 19.2}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 113, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0083887", "profile": {"anonymized_name": "Arnav Khanna", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 4.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 4.4, "current_title": "Accountant", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Accountant", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2022-02-17", "end_date": "2023-04-13", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Manipal Institute of Technology", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2017, "grade": "7.82 CGPA", "tier": "tier_2"}, {"institution": "Anna University", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2018, "end_year": 2022, "grade": "8.85 CGPA", "tier": "tier_2"}], "skills": [{"name": "Marketing", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 2, "duration_months": 10}, {"name": "SEO", "proficiency": "beginner", "endorsements": 11, "duration_months": 9}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "GANs", "proficiency": "advanced", "endorsements": 38, "duration_months": 46}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 10, "duration_months": 8}, {"name": "Java", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 14, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 65.1, "signup_date": "2023-07-18", "last_active_date": "2025-12-12", "open_to_work_flag": false, "profile_views_received_30d": 39, "applications_submitted_30d": 7, "recruiter_response_rate": 0.11, "avg_response_time_hours": 125.5, "skill_assessment_scores": {}, "connection_count": 143, "endorsements_received": 5, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 11.4, "max": 22.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 98, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.66, "offer_acceptance_rate": 0.39, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0090199", "profile": {"anonymized_name": "Rohan Vora", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 8.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 8.6, "current_title": "DevOps Engineer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "DevOps Engineer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Stark Industries", "title": "Frontend Engineer", "start_date": "2020-09-25", "end_date": "2023-04-13", "duration_months": 31, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Acme Corp", "title": "DevOps Engineer", "start_date": "2018-01-09", "end_date": "2020-09-25", "duration_months": 33, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Electrical Engineering", "start_year": 2010, "end_year": 2013, "grade": "85%", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "MBA", "start_year": 2009, "end_year": 2014, "grade": "85%", "tier": "tier_4"}], "skills": [{"name": "Webpack", "proficiency": "intermediate", "endorsements": 10, "duration_months": 21}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 5, "duration_months": 24}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "QLoRA", "proficiency": "advanced", "endorsements": 9, "duration_months": 23}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 6, "duration_months": 22}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Tally", "proficiency": "beginner", "endorsements": 15, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 86.9, "signup_date": "2025-04-25", "last_active_date": "2026-03-24", "open_to_work_flag": true, "profile_views_received_30d": 108, "applications_submitted_30d": 1, "recruiter_response_rate": 0.33, "avg_response_time_hours": 42.1, "skill_assessment_scores": {"QLoRA": 70.1}, "connection_count": 250, "endorsements_received": 24, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.1, "max": 13.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 38, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.42, "offer_acceptance_rate": 0.24, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0073001", "profile": {"anonymized_name": "Kavya Banerjee", "headline": "Mechanical Engineer | 3.8+ yrs experience", "summary": "Professional with 3.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 3.8, "current_title": "Mechanical Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2022-09-15", "end_date": "2024-03-08", "duration_months": 18, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "VIT Vellore", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2018, "end_year": 2021, "grade": "91%", "tier": "tier_2"}], "skills": [{"name": "Airflow", "proficiency": "intermediate", "endorsements": 2, "duration_months": 20}, {"name": "Angular", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}, {"name": "SEO", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 1, "duration_months": 13}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "Azure", "proficiency": "beginner", "endorsements": 11, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 48.1, "signup_date": "2022-07-23", "last_active_date": "2026-01-15", "open_to_work_flag": false, "profile_views_received_30d": 60, "applications_submitted_30d": 6, "recruiter_response_rate": 0.44, "avg_response_time_hours": 12.4, "skill_assessment_scores": {}, "connection_count": 359, "endorsements_received": 30, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.6, "max": 23.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 34.9, "search_appearance_30d": 166, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.34, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0028786", "profile": {"anonymized_name": "Neha Nair", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 12.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 12.9, "current_title": "Operations Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Operations Manager", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "Customer Support", "start_date": "2020-11-24", "end_date": "2021-12-19", "duration_months": 13, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Sales Executive", "start_date": "2017-10-27", "end_date": "2020-11-10", "duration_months": 37, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2015-09-08", "end_date": "2017-08-28", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2013-06-20", "end_date": "2015-09-08", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Physics", "start_year": 2009, "end_year": 2014, "grade": "6.54 CGPA", "tier": "tier_4"}], "skills": [{"name": "Project Management", "proficiency": "beginner", "endorsements": 14, "duration_months": 11}, {"name": "SEO", "proficiency": "beginner", "endorsements": 7, "duration_months": 15}, {"name": "SQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 7}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 15, "duration_months": 6}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 12, "duration_months": 18}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "ETL", "proficiency": "beginner", "endorsements": 14, "duration_months": 5}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 10, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 32.1, "signup_date": "2025-07-06", "last_active_date": "2026-04-20", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 6, "recruiter_response_rate": 0.71, "avg_response_time_hours": 101.4, "skill_assessment_scores": {}, "connection_count": 372, "endorsements_received": 40, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.9, "max": 27.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 90, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0089734", "profile": {"anonymized_name": "Rohan Dutta", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 2.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 2.6, "current_title": "Graphic Designer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Graphic Designer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Delhi College of Engineering", "degree": "B.E.", "field_of_study": "Physics", "start_year": 2002, "end_year": 2006, "grade": "6.77 CGPA", "tier": "tier_2"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 14, "duration_months": 31}, {"name": "AWS", "proficiency": "beginner", "endorsements": 2, "duration_months": 12}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 5, "duration_months": 4}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 14, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 78.1, "signup_date": "2023-09-23", "last_active_date": "2026-03-30", "open_to_work_flag": false, "profile_views_received_30d": 69, "applications_submitted_30d": 8, "recruiter_response_rate": 0.54, "avg_response_time_hours": 192.6, "skill_assessment_scores": {}, "connection_count": 484, "endorsements_received": 1, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.1, "max": 23.3}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 15, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0042505", "profile": {"anonymized_name": "Ved Shah", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 14.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 14.3, "current_title": "Mechanical Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Content Writer", "start_date": "2021-10-20", "end_date": "2023-02-12", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Sales Executive", "start_date": "2020-03-29", "end_date": "2021-10-20", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Business Analyst", "start_date": "2015-12-21", "end_date": "2020-03-29", "duration_months": 52, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Initech", "title": "Accountant", "start_date": "2014-04-30", "end_date": "2015-12-21", "duration_months": 20, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2012-05-10", "end_date": "2014-04-30", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Local Engineering College", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2008, "end_year": 2013, "grade": "8.59 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Artificial Intelligence", "start_year": 2007, "end_year": 2011, "grade": "8.39 CGPA", "tier": "tier_4"}], "skills": [{"name": "REST APIs", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 9, "duration_months": 34}, {"name": "Agile", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 3}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 14, "duration_months": 43}, {"name": "Java", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.7, "signup_date": "2023-03-24", "last_active_date": "2025-11-25", "open_to_work_flag": true, "profile_views_received_30d": 22, "applications_submitted_30d": 4, "recruiter_response_rate": 0.4, "avg_response_time_hours": 53.5, "skill_assessment_scores": {"Object Detection": 59.3}, "connection_count": 442, "endorsements_received": 38, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 4.1, "max": 19.9}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 29.3, "search_appearance_30d": 117, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.34, "offer_acceptance_rate": 0.5, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0007332", "profile": {"anonymized_name": "Vikram Joshi", "headline": "Analytics Engineer | 2.1+ yrs in data engineering", "summary": "Software / data professional with 2.1 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 2.1, "current_title": "Analytics Engineer", "current_company": "Unacademy", "current_company_size": "5001-10000", "current_industry": "EdTech"}, "career_history": [{"company": "Unacademy", "title": "Analytics Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "EdTech", "company_size": "5001-10000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Zoho", "title": "Analytics Engineer", "start_date": "2024-05-23", "end_date": "2025-02-17", "duration_months": 9, "is_current": false, "industry": "SaaS", "company_size": "10001+", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}], "education": [{"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Statistics", "start_year": 2017, "end_year": 2022, "grade": "6.74 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "B.E.", "field_of_study": "Computer Engineering", "start_year": 2016, "end_year": 2019, "grade": "6.62 CGPA", "tier": "tier_4"}], "skills": [{"name": "MLOps", "proficiency": "advanced", "endorsements": 1, "duration_months": 41}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 2, "duration_months": 51}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 12, "duration_months": 35}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 57, "duration_months": 42}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 11, "duration_months": 6}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 3, "duration_months": 28}, {"name": "Recommendation Systems", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "NLP", "proficiency": "intermediate", "endorsements": 10, "duration_months": 32}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 54, "duration_months": 34}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 0, "duration_months": 35}, {"name": "Redux", "proficiency": "beginner", "endorsements": 3, "duration_months": 12}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 1, "duration_months": 11}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 0, "duration_months": 2}, {"name": "Deep Learning", "proficiency": "advanced", "endorsements": 3, "duration_months": 27}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 34, "duration_months": 39}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 49.2, "signup_date": "2025-09-10", "last_active_date": "2026-03-29", "open_to_work_flag": false, "profile_views_received_30d": 115, "applications_submitted_30d": 8, "recruiter_response_rate": 0.75, "avg_response_time_hours": 54.8, "skill_assessment_scores": {"MLOps": 60.0}, "connection_count": 360, "endorsements_received": 30, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 20.7, "max": 38.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 41, "saved_by_recruiters_30d": 14, "interview_completion_rate": 0.82, "offer_acceptance_rate": 0.75, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0030022", "profile": {"anonymized_name": "Aanya Gupta", "headline": "Project Manager | 14.6+ yrs experience", "summary": "Professional with 14.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 14.6, "current_title": "Project Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Project Manager", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wipro", "title": "Customer Support", "start_date": "2018-03-10", "end_date": "2022-02-17", "duration_months": 48, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2014-08-28", "end_date": "2018-03-10", "duration_months": 43, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2012-01-11", "end_date": "2014-07-29", "duration_months": 31, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Physics", "start_year": 2008, "end_year": 2013, "grade": "8.30 CGPA", "tier": "tier_4"}], "skills": [{"name": "Spark", "proficiency": "intermediate", "endorsements": 15, "duration_months": 33}, {"name": "Redis", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 5, "duration_months": 19}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 18}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 9, "duration_months": 23}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 36.0, "signup_date": "2023-03-11", "last_active_date": "2025-11-28", "open_to_work_flag": false, "profile_views_received_30d": 47, "applications_submitted_30d": 3, "recruiter_response_rate": 0.72, "avg_response_time_hours": 27.1, "skill_assessment_scores": {}, "connection_count": 576, "endorsements_received": 44, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 22.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 167, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.48, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0004208", "profile": {"anonymized_name": "Diya Vora", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 13.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 13.8, "current_title": "Customer Support", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Customer Support", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Accountant", "start_date": "2022-03-19", "end_date": "2024-06-06", "duration_months": 27, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wipro", "title": "Business Analyst", "start_date": "2018-04-02", "end_date": "2022-03-12", "duration_months": 48, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2013-10-25", "end_date": "2018-04-02", "duration_months": 54, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2012-09-16", "end_date": "2013-10-11", "duration_months": 13, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "VJTI Mumbai", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2003, "end_year": 2006, "grade": "79%", "tier": "tier_2"}, {"institution": "SRM University", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2016, "end_year": 2019, "grade": "8.75 CGPA", "tier": "tier_2"}], "skills": [{"name": "FastAPI", "proficiency": "beginner", "endorsements": 0, "duration_months": 8}, {"name": "AWS", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 12, "duration_months": 17}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 6, "duration_months": 36}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}, {"name": "Redux", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 15, "duration_months": 35}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 36.4, "signup_date": "2023-03-29", "last_active_date": "2026-04-13", "open_to_work_flag": false, "profile_views_received_30d": 41, "applications_submitted_30d": 10, "recruiter_response_rate": 0.59, "avg_response_time_hours": 156.9, "skill_assessment_scores": {}, "connection_count": 88, "endorsements_received": 33, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.5, "max": 8.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 51, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.76, "offer_acceptance_rate": 0.72, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0041348", "profile": {"anonymized_name": "Krishna Joshi", "headline": "AI Research Engineer | 3.0 yrs in analytics & ML", "summary": "Data scientist / ML engineer with 3.0 years of experience in applied machine learning. Worked across predictive modeling, NLP, analytics, and lightweight deployment workflows. I've been working on recommendation-style features but lighter on the deep-learning side — mostly classical methods like collaborative filtering and gradient-boosted models. I'm strongest at the modeling and analysis side; comfortable with Python, scikit-learn, pandas, and standard MLOps tooling, but I'm still building depth on the engineering and infra side of production ML. I'm looking to grow into a deeper AI/ML system-building role — closer to retrieval, LLMs, and modern ranking systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 3.0, "current_title": "AI Research Engineer", "current_company": "Zoho", "current_company_size": "10001+", "current_industry": "SaaS"}, "career_history": [{"company": "Zoho", "title": "AI Research Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "SaaS", "company_size": "10001+", "description": "Contributed to ML feature engineering and model deployment for a fraud-detection product. My main role was engineering: building the Flask-based prediction API, integrating with the feature store, and writing the model-serving observability layer. I worked closely with senior data scientists but my own modeling work was secondary — I was the production-side engineer."}, {"company": "Zomato", "title": "Computer Vision Engineer", "start_date": "2023-06-28", "end_date": "2025-04-18", "duration_months": 22, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Built recommendation-style features at a mid-stage startup — lighter weight than ranking systems at FAANG, but production. Used a combination of collaborative filtering (matrix factorization in implicit-feedback library) and gradient-boosted re-ranking over engagement signals. Pure ML side of the work; production deployment was handled by the platform team."}], "education": [{"institution": "IIT Hyderabad", "degree": "B.Tech", "field_of_study": "Information Technology", "start_year": 2017, "end_year": 2021, "grade": "8.11 CGPA", "tier": "tier_1"}], "skills": [{"name": "Embeddings", "proficiency": "intermediate", "endorsements": 2, "duration_months": 18}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 42, "duration_months": 21}, {"name": "LLMs", "proficiency": "intermediate", "endorsements": 0, "duration_months": 11}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 23, "duration_months": 36}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 29, "duration_months": 21}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 9, "duration_months": 29}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}, {"name": "scikit-learn", "proficiency": "advanced", "endorsements": 3, "duration_months": 57}, {"name": "TTS", "proficiency": "advanced", "endorsements": 30, "duration_months": 47}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 34}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 58, "duration_months": 41}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 40, "duration_months": 26}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 11, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.8, "signup_date": "2024-11-19", "last_active_date": "2026-02-20", "open_to_work_flag": true, "profile_views_received_30d": 105, "applications_submitted_30d": 13, "recruiter_response_rate": 0.31, "avg_response_time_hours": 4.5, "skill_assessment_scores": {"Information Retrieval": 78.7, "Learning to Rank": 43.5}, "connection_count": 362, "endorsements_received": 11, "notice_period_days": 45, "expected_salary_range_inr_lpa": {"min": 20.0, "max": 29.8}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 355, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.61, "offer_acceptance_rate": 0.26, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0052582", "profile": {"anonymized_name": "Anika Reddy", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 11.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Singapore", "country": "Singapore", "years_of_experience": 11.6, "current_title": "Operations Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Operations Manager", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "HR Manager", "start_date": "2018-09-06", "end_date": "2022-05-18", "duration_months": 45, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2015-08-09", "end_date": "2018-08-23", "duration_months": 37, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2015-01-11", "end_date": "2015-08-09", "duration_months": 7, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0035094", "profile": {"anonymized_name": "Sai Sen", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 4.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 4.0, "current_title": "Marketing Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Marketing Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2023-02-12", "end_date": "2024-11-03", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Customer Support", "start_date": "2022-07-17", "end_date": "2023-02-12", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "Computer Engineering", "start_year": 2006, "end_year": 2009, "grade": "7.82 CGPA", "tier": "tier_4"}], "skills": [{"name": "SQL", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 6, "duration_months": 12}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "ETL", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "SAP", "proficiency": "beginner", "endorsements": 4, "duration_months": 4}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 82.2, "signup_date": "2025-10-14", "last_active_date": "2026-05-25", "open_to_work_flag": false, "profile_views_received_30d": 44, "applications_submitted_30d": 9, "recruiter_response_rate": 0.48, "avg_response_time_hours": 260.7, "skill_assessment_scores": {}, "connection_count": 256, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.4, "max": 8.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 74, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0008676", "profile": {"anonymized_name": "Suresh Chowdary", "headline": ".NET Developer | Full-stack development", "summary": "Software engineer with 9.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 9.6, "current_title": ".NET Developer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": ".NET Developer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Flipkart", "title": ".NET Developer", "start_date": "2021-03-24", "end_date": "2023-10-10", "duration_months": 31, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Initech", "title": "Cloud Engineer", "start_date": "2019-01-04", "end_date": "2021-01-23", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Mindtree", "title": "QA Engineer", "start_date": "2016-11-15", "end_date": "2019-01-04", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "SRM Chennai", "degree": "M.Sc", "field_of_study": "Chemical Engineering", "start_year": 2001, "end_year": 2006, "grade": "71%", "tier": "tier_3"}, {"institution": "Regional Technical Institute", "degree": "M.S.", "field_of_study": "Chemical Engineering", "start_year": 2000, "end_year": 2005, "grade": "75%", "tier": "tier_4"}], "skills": [{"name": "GANs", "proficiency": "intermediate", "endorsements": 7, "duration_months": 8}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 32, "duration_months": 45}, {"name": "Django", "proficiency": "intermediate", "endorsements": 15, "duration_months": 33}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 9, "duration_months": 22}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Spark", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 0, "duration_months": 9}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 13, "duration_months": 12}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 8}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2020}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 53.6, "signup_date": "2025-08-09", "last_active_date": "2025-12-06", "open_to_work_flag": false, "profile_views_received_30d": 108, "applications_submitted_30d": 11, "recruiter_response_rate": 0.63, "avg_response_time_hours": 125.6, "skill_assessment_scores": {}, "connection_count": 693, "endorsements_received": 73, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 20.6, "max": 29.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 7.5, "search_appearance_30d": 101, "saved_by_recruiters_30d": 15, "interview_completion_rate": 0.62, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0027654", "profile": {"anonymized_name": "Mira Bansal", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 6.6, "current_title": "Cloud Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "Cloud Engineer", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Flipkart", "title": "Java Developer", "start_date": "2019-10-31", "end_date": "2022-06-17", "duration_months": 32, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Symbiosis International", "degree": "M.S.", "field_of_study": "Chemical Engineering", "start_year": 2008, "end_year": 2013, "grade": "8.96 CGPA", "tier": "tier_3"}], "skills": [{"name": "gRPC", "proficiency": "intermediate", "endorsements": 14, "duration_months": 17}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 9, "duration_months": 5}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 7, "duration_months": 15}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 14, "duration_months": 35}, {"name": "Elasticsearch", "proficiency": "advanced", "endorsements": 56, "duration_months": 39}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 7, "duration_months": 24}, {"name": "TensorFlow", "proficiency": "advanced", "endorsements": 4, "duration_months": 26}, {"name": "Django", "proficiency": "beginner", "endorsements": 14, "duration_months": 13}, {"name": "Redux", "proficiency": "beginner", "endorsements": 2, "duration_months": 3}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 7, "duration_months": 48}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 28}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 38, "duration_months": 55}, {"name": "SEO", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}, {"name": "OpenCV", "proficiency": "advanced", "endorsements": 42, "duration_months": 58}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2023}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 79.1, "signup_date": "2025-05-07", "last_active_date": "2026-04-20", "open_to_work_flag": false, "profile_views_received_30d": 118, "applications_submitted_30d": 12, "recruiter_response_rate": 0.36, "avg_response_time_hours": 121.3, "skill_assessment_scores": {"Elasticsearch": 64.8, "TensorFlow": 55.1, "Feature Engineering": 46.5}, "connection_count": 188, "endorsements_received": 47, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 11.1, "max": 15.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 100, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.66, "offer_acceptance_rate": 0.36, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0074342", "profile": {"anonymized_name": "Aditya Mittal", "headline": "Data Scientist | 5.7 yrs in analytics & ML", "summary": "Data scientist / ML engineer with 5.7 years of experience in applied machine learning. Worked across predictive modeling, NLP, analytics, and lightweight deployment workflows. Most of my recent work has been on predictive modeling for customer-facing problems — churn, conversion, lifetime value. I'm strongest at the modeling and analysis side; comfortable with Python, scikit-learn, pandas, and standard MLOps tooling, but I'm still building depth on the engineering and infra side of production ML. I'm looking to grow into a deeper AI/ML system-building role — closer to retrieval, LLMs, and modern ranking systems.", "location": "Sydney", "country": "Australia", "years_of_experience": 5.7, "current_title": "Data Scientist", "current_company": "Zoho", "current_company_size": "10001+", "current_industry": "SaaS"}, "career_history": [{"company": "Zoho", "title": "Data Scientist", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "SaaS", "company_size": "10001+", "description": "Contributed to ML feature engineering and model deployment for a fraud-detection product. My main role was engineering: building the Flask-based prediction API, integrating with the feature store, and writing the model-serving observability layer. I worked closely with senior data scientists but my own modeling work was secondary — I was the production-side engineer."}, {"company": "Razorpay", "title": "Junior ML Engineer", "start_date": "2020-10-25", "end_date": "2022-05-18", "duration_months": 19, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Built NLP pipelines for sentiment analysis and document classification — primarily for an internal feedback-analytics dashboard. Started with sklearn-based bag-of-words models, then moved to transformer-based classifiers (DistilBERT) for the harder classes. Comfortable with PyTorch and Hugging Face but most of my training experience has been on small datasets and pre-trained model fine-tuning, not from-scratch model design."}], "education": [{"institution": "IIT Bombay", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2004, "end_year": 2009, "grade": "75%", "tier": "tier_1"}], "skills": [{"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 44, "duration_months": 41}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 14, "duration_months": 32}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 11, "duration_months": 41}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "LangChain", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 8, "duration_months": 42}, {"name": "RAG", "proficiency": "intermediate", "endorsements": 15, "duration_months": 8}, {"name": "QLoRA", "proficiency": "intermediate", "endorsements": 15, "duration_months": 30}, {"name": "LLMs", "proficiency": "intermediate", "endorsements": 12, "duration_months": 14}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 17}, {"name": "OpenSearch", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 10, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.1, "signup_date": "2026-01-04", "last_active_date": "2026-05-01", "open_to_work_flag": true, "profile_views_received_30d": 186, "applications_submitted_30d": 18, "recruiter_response_rate": 0.76, "avg_response_time_hours": 14.0, "skill_assessment_scores": {"Reinforcement Learning": 42.5, "Forecasting": 48.8, "YOLO": 66.4}, "connection_count": 975, "endorsements_received": 14, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 26.6, "max": 46.7}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 25.0, "search_appearance_30d": 608, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.79, "offer_acceptance_rate": 0.64, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0094099", "profile": {"anonymized_name": "Mira Rao", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 5.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 5.9, "current_title": "Operations Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Operations Manager", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2020-08-12", "end_date": "2022-04-04", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Statistics", "start_year": 2011, "end_year": 2014, "grade": "8.43 CGPA", "tier": "tier_4"}], "skills": [{"name": "Tally", "proficiency": "beginner", "endorsements": 3, "duration_months": 2}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 5, "duration_months": 12}, {"name": "Django", "proficiency": "beginner", "endorsements": 10, "duration_months": 17}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 2, "duration_months": 2}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 0, "duration_months": 26}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 58.9, "signup_date": "2025-02-09", "last_active_date": "2026-03-31", "open_to_work_flag": false, "profile_views_received_30d": 79, "applications_submitted_30d": 3, "recruiter_response_rate": 0.6, "avg_response_time_hours": 91.5, "skill_assessment_scores": {}, "connection_count": 210, "endorsements_received": 36, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.5, "max": 24.6}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 135, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.51, "offer_acceptance_rate": 0.59, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0041246", "profile": {"anonymized_name": "Dhruv Pillai", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 10.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 10.6, "current_title": "Marketing Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Civil Engineer", "start_date": "2019-12-30", "end_date": "2024-04-07", "duration_months": 52, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2018-03-10", "end_date": "2019-11-30", "duration_months": 21, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2016-01-20", "end_date": "2018-03-10", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2008, "end_year": 2012, "grade": "9.03 CGPA", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2001, "end_year": 2005, "grade": "6.71 CGPA", "tier": "tier_4"}], "skills": [{"name": "TTS", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 14, "duration_months": 11}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 10, "duration_months": 18}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 3, "duration_months": 19}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "AWS", "proficiency": "beginner", "endorsements": 8, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 54.4, "signup_date": "2025-03-07", "last_active_date": "2025-10-19", "open_to_work_flag": false, "profile_views_received_30d": 70, "applications_submitted_30d": 1, "recruiter_response_rate": 0.75, "avg_response_time_hours": 79.9, "skill_assessment_scores": {}, "connection_count": 547, "endorsements_received": 14, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 17.7, "max": 21.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 47.3, "search_appearance_30d": 38, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.87, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0027870", "profile": {"anonymized_name": "Arjun Pandey", "headline": "Accountant | 1.5+ yrs experience", "summary": "Professional with 1.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 1.5, "current_title": "Accountant", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Accountant", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2017, "end_year": 2022, "grade": "6.89 CGPA", "tier": "tier_4"}], "skills": [{"name": "PowerPoint", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 28}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 9, "duration_months": 14}, {"name": "GCP", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 68.6, "signup_date": "2023-02-01", "last_active_date": "2026-02-24", "open_to_work_flag": false, "profile_views_received_30d": 72, "applications_submitted_30d": 6, "recruiter_response_rate": 0.05, "avg_response_time_hours": 119.9, "skill_assessment_scores": {}, "connection_count": 474, "endorsements_received": 7, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.0, "max": 25.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 52, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.62, "offer_acceptance_rate": 0.4, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0085910", "profile": {"anonymized_name": "Aarohi Sethi", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 1.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 1.3, "current_title": "Customer Support", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Customer Support", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "PES University", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2002, "end_year": 2005, "grade": "8.76 CGPA", "tier": "tier_2"}], "skills": [{"name": "Time Series", "proficiency": "advanced", "endorsements": 45, "duration_months": 20}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "Java", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 2, "duration_months": 35}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 8, "duration_months": 35}, {"name": "HTML", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 48.4, "signup_date": "2024-01-29", "last_active_date": "2026-03-25", "open_to_work_flag": true, "profile_views_received_30d": 39, "applications_submitted_30d": 5, "recruiter_response_rate": 0.07, "avg_response_time_hours": 266.1, "skill_assessment_scores": {"Time Series": 28.7}, "connection_count": 331, "endorsements_received": 24, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.8, "max": 15.5}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 49.9, "search_appearance_30d": 134, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.8, "offer_acceptance_rate": 0.34, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0065436", "profile": {"anonymized_name": "Vihaan Bansal", "headline": "Content Writer | 5.0+ yrs experience", "summary": "Professional with 5.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 5.0, "current_title": "Content Writer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Content Writer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "HR Manager", "start_date": "2021-07-22", "end_date": "2023-08-11", "duration_months": 25, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "M.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2018, "end_year": 2022, "grade": "8.89 CGPA", "tier": "tier_4"}], "skills": [{"name": "AWS", "proficiency": "intermediate", "endorsements": 12, "duration_months": 36}, {"name": "SAP", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 48, "duration_months": 35}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 11, "duration_months": 26}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 12}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 11, "duration_months": 32}, {"name": "HTML", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 44.8, "signup_date": "2022-09-01", "last_active_date": "2025-12-03", "open_to_work_flag": false, "profile_views_received_30d": 13, "applications_submitted_30d": 8, "recruiter_response_rate": 0.42, "avg_response_time_hours": 234.0, "skill_assessment_scores": {}, "connection_count": 327, "endorsements_received": 10, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 15.6, "max": 7.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 36.7, "search_appearance_30d": 26, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0051857", "profile": {"anonymized_name": "Shaurya Mishra", "headline": "Project Manager | 11.9+ yrs experience", "summary": "Professional with 11.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 11.9, "current_title": "Project Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "Graphic Designer", "start_date": "2020-02-14", "end_date": "2024-03-24", "duration_months": 50, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2016-04-21", "end_date": "2020-01-31", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2014-09-29", "end_date": "2016-04-21", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0084260", "profile": {"anonymized_name": "Myra Chowdary", "headline": "Civil Engineer | AI enthusiast | Building with LLMs", "summary": "Civil Engineer with 2.5+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 2.5, "current_title": "Civil Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Civil Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2023-12-09", "end_date": "2025-06-01", "duration_months": 18, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2014, "end_year": 2018, "grade": "88%", "tier": "tier_3"}], "skills": [{"name": "Illustrator", "proficiency": "beginner", "endorsements": 10, "duration_months": 5}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 8, "duration_months": 9}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 6, "duration_months": 18}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Docker", "proficiency": "beginner", "endorsements": 4, "duration_months": 11}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 1, "duration_months": 21}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 0, "duration_months": 36}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 0, "duration_months": 7}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 1, "duration_months": 9}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 4, "duration_months": 11}, {"name": "Vector Search", "proficiency": "intermediate", "endorsements": 2, "duration_months": 6}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 2, "duration_months": 15}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 0, "duration_months": 5}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 1, "duration_months": 8}, {"name": "RAG", "proficiency": "advanced", "endorsements": 0, "duration_months": 18}, {"name": "LLMs", "proficiency": "advanced", "endorsements": 1, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 67.6, "signup_date": "2023-11-10", "last_active_date": "2025-11-10", "open_to_work_flag": true, "profile_views_received_30d": 42, "applications_submitted_30d": 6, "recruiter_response_rate": 0.78, "avg_response_time_hours": 82.6, "skill_assessment_scores": {}, "connection_count": 541, "endorsements_received": 2, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 9.6, "max": 12.2}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 141, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.57, "offer_acceptance_rate": 0.15, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0060143", "profile": {"anonymized_name": "Sanjay Mukherjee", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 10.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 10.4, "current_title": "HR Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "HR Manager", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2023-07-28", "end_date": "2025-04-18", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2021-06-08", "end_date": "2023-05-29", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2018-10-22", "end_date": "2021-05-09", "duration_months": 31, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "HR Manager", "start_date": "2016-01-06", "end_date": "2018-10-22", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. 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{"candidate_id": "CAND_0018727", "profile": {"anonymized_name": "Rajesh Saxena", "headline": "DevOps Engineer | Full-stack development", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "New York", "country": "USA", "years_of_experience": 6.6, "current_title": "DevOps Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "DevOps Engineer", "start_date": "2021-12-19", "end_date": null, "duration_months": 54, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Razorpay", "title": "Mobile Developer", "start_date": "2019-11-16", "end_date": "2021-12-05", "duration_months": 25, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "M.E.", "field_of_study": "Physics", "start_year": 2012, "end_year": 2015, "grade": "92%", "tier": "tier_3"}, {"institution": "Symbiosis International", "degree": "M.Tech", "field_of_study": "Statistics", "start_year": 2006, "end_year": 2009, "grade": "8.61 CGPA", "tier": "tier_3"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Redux", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "ASR", "proficiency": "advanced", "endorsements": 53, "duration_months": 50}, {"name": "SQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 14}, {"name": "SAP", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 11, "duration_months": 9}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 16}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 6, "duration_months": 11}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 34, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.8, "signup_date": "2024-03-03", "last_active_date": "2026-05-07", "open_to_work_flag": true, "profile_views_received_30d": 113, "applications_submitted_30d": 2, "recruiter_response_rate": 0.46, "avg_response_time_hours": 164.7, "skill_assessment_scores": {"ASR": 65.2, "Weights & Biases": 38.9}, "connection_count": 594, "endorsements_received": 17, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.5, "max": 26.9}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 39.3, "search_appearance_30d": 283, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0034719", "profile": {"anonymized_name": "Amit Mishra", "headline": "Content Writer | 3.4+ yrs experience", "summary": "Professional with 3.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 3.4, "current_title": "Content Writer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Content Writer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "Sales Executive", "start_date": "2023-02-12", "end_date": "2023-12-09", "duration_months": 10, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Commerce", "start_year": 2011, "end_year": 2014, "grade": "75%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2016, "end_year": 2019, "grade": "7.27 CGPA", "tier": "tier_4"}], "skills": [{"name": "Agile", "proficiency": "beginner", "endorsements": 4, "duration_months": 17}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 13, "duration_months": 8}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 14, "duration_months": 34}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}, {"name": "HTML", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "dbt", "proficiency": "beginner", "endorsements": 8, "duration_months": 5}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 52.8, "signup_date": "2024-08-08", "last_active_date": "2026-02-21", "open_to_work_flag": true, "profile_views_received_30d": 74, "applications_submitted_30d": 9, "recruiter_response_rate": 0.63, "avg_response_time_hours": 183.3, "skill_assessment_scores": {}, "connection_count": 495, "endorsements_received": 36, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.3, "max": 20.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 99, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0018302", "profile": {"anonymized_name": "Aisha Mittal", "headline": ".NET Developer | Cloud & DevOps", "summary": "Software engineer with 9.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0032326", "profile": {"anonymized_name": "Arnav Trivedi", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 11.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0097648", "profile": {"anonymized_name": "Arnav Menon", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 7.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 7.4, "current_title": "Software Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Software Engineer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Initech", "title": "Full Stack Developer", "start_date": "2019-02-19", "end_date": "2023-01-29", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "VJTI Mumbai", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2005, "end_year": 2010, "grade": "7.06 CGPA", "tier": "tier_2"}], "skills": [{"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 11, "duration_months": 10}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 54, "duration_months": 28}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 13, "duration_months": 18}, {"name": "Rust", "proficiency": "beginner", "endorsements": 1, "duration_months": 11}, {"name": "SAP", "proficiency": "beginner", "endorsements": 8, "duration_months": 9}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 4, "duration_months": 24}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 8, "duration_months": 23}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 12, "duration_months": 12}, {"name": "PyTorch", "proficiency": "intermediate", "endorsements": 14, "duration_months": 27}, {"name": "React", "proficiency": "beginner", "endorsements": 4, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 53.9, "signup_date": "2024-07-08", "last_active_date": "2026-05-10", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 12, "recruiter_response_rate": 0.19, "avg_response_time_hours": 162.5, "skill_assessment_scores": {"Time Series": 44.9}, "connection_count": 429, "endorsements_received": 49, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 14.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 266, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.84, "offer_acceptance_rate": 0.67, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0073580", "profile": {"anonymized_name": "Aisha Agarwal", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 4.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 4.0, "current_title": "Customer Support", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Customer Support", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2022-05-18", "end_date": "2025-03-03", "duration_months": 34, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "KIIT University", "degree": "B.Tech", "field_of_study": "Chemical Engineering", "start_year": 2017, "end_year": 2021, "grade": "7.36 CGPA", "tier": "tier_3"}], "skills": [{"name": "Content Writing", "proficiency": "beginner", "endorsements": 6, "duration_months": 10}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 15, "duration_months": 32}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 8, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 35.2, "signup_date": "2024-09-29", "last_active_date": "2026-01-16", "open_to_work_flag": false, "profile_views_received_30d": 48, "applications_submitted_30d": 3, "recruiter_response_rate": 0.14, "avg_response_time_hours": 8.2, "skill_assessment_scores": {}, "connection_count": 562, "endorsements_received": 39, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.9, "max": 21.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 138, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.43, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0070645", "profile": {"anonymized_name": "Aisha Hegde", "headline": "HR Manager | 12.4+ yrs experience", "summary": "Professional with 12.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "London", "country": "UK", "years_of_experience": 12.4, "current_title": "HR Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "HR Manager", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2019-08-18", "end_date": "2022-05-04", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wipro", "title": "Customer Support", "start_date": "2015-08-09", "end_date": "2019-08-18", "duration_months": 49, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2014-04-16", "end_date": "2015-08-09", "duration_months": 16, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0034439", "profile": {"anonymized_name": "Mira Kapoor", "headline": "Frontend Engineer | Backend systems & APIs", "summary": "Software engineer with 6.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "London", "country": "UK", "years_of_experience": 6.7, "current_title": "Frontend Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Frontend Engineer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Infosys", "title": "Cloud Engineer", "start_date": "2021-09-20", "end_date": "2024-10-04", "duration_months": 37, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Wayne Enterprises", "title": "Full Stack Developer", "start_date": "2019-11-23", "end_date": "2021-09-13", "duration_months": 22, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "UC Berkeley", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2009, "end_year": 2013, "grade": "7.56 CGPA", "tier": "tier_1"}], "skills": [{"name": "Azure", "proficiency": "beginner", "endorsements": 15, "duration_months": 14}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 32, "duration_months": 33}, {"name": "Go", "proficiency": "intermediate", "endorsements": 0, "duration_months": 11}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "dbt", "proficiency": "beginner", "endorsements": 2, "duration_months": 2}, {"name": "Java", "proficiency": "intermediate", "endorsements": 5, "duration_months": 28}, {"name": "Redis", "proficiency": "beginner", "endorsements": 14, "duration_months": 6}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 13, "duration_months": 12}, {"name": "Sentence Transformers", "proficiency": "advanced", "endorsements": 43, "duration_months": 36}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 36.4, "signup_date": "2023-09-20", "last_active_date": "2026-02-20", "open_to_work_flag": false, "profile_views_received_30d": 8, "applications_submitted_30d": 4, "recruiter_response_rate": 0.76, "avg_response_time_hours": 23.8, "skill_assessment_scores": {"Diffusion Models": 63.4}, "connection_count": 46, "endorsements_received": 69, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 7.5, "max": 23.2}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 297, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.5, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0097913", "profile": {"anonymized_name": "Priya Naidu", "headline": "Data Analyst | 5.4+ yrs in data engineering", "summary": "Software / data professional with 5.4 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 5.4, "current_title": "Data Analyst", "current_company": "Zomato", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Zomato", "title": "Data Analyst", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Tech Mahindra", "title": "Analytics Engineer", "start_date": "2021-02-22", "end_date": "2024-02-07", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}], "education": [{"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Computer Science", "start_year": 2002, "end_year": 2006, "grade": "9.20 CGPA", "tier": "tier_3"}, {"institution": "Georgia Tech", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2018, "end_year": 2022, "grade": "7.76 CGPA", "tier": "tier_1"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 1, "duration_months": 11}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "LlamaIndex", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 27, "duration_months": 26}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 7, "duration_months": 35}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 22, "duration_months": 18}, {"name": "Deep Learning", "proficiency": "advanced", "endorsements": 24, "duration_months": 25}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "scikit-learn", "proficiency": "advanced", "endorsements": 14, "duration_months": 39}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.9, "signup_date": "2024-05-31", "last_active_date": "2026-03-03", "open_to_work_flag": true, "profile_views_received_30d": 9, "applications_submitted_30d": 0, "recruiter_response_rate": 0.36, "avg_response_time_hours": 169.7, "skill_assessment_scores": {"Semantic Search": 47.7, "Weights & Biases": 70.1, "Object Detection": 71.4, "Deep Learning": 55.2}, "connection_count": 742, "endorsements_received": 16, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 21.5, "max": 39.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 401, "saved_by_recruiters_30d": 19, "interview_completion_rate": 0.88, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0076623", "profile": {"anonymized_name": "Rajesh Verma", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 9.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 9.3, "current_title": "Civil Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Civil Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2021-08-21", "end_date": "2025-03-03", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0056156", "profile": {"anonymized_name": "Aadhya Banerjee", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 4.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 4.6, "current_title": "Mobile Developer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Mobile Developer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "CRED", "title": "QA Engineer", "start_date": "2021-12-12", "end_date": "2023-09-03", "duration_months": 21, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2015, "end_year": 2019, "grade": "9.33 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "MBA", "start_year": 2001, "end_year": 2005, "grade": "8.14 CGPA", "tier": "tier_4"}], "skills": [{"name": "PowerPoint", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 4, "duration_months": 36}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 5, "duration_months": 12}, {"name": "TensorFlow", "proficiency": "advanced", "endorsements": 10, "duration_months": 26}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 6, "duration_months": 4}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "Go", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "PEFT", "proficiency": "intermediate", "endorsements": 2, "duration_months": 29}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 44.1, "signup_date": "2024-06-28", "last_active_date": "2025-12-29", "open_to_work_flag": true, "profile_views_received_30d": 115, "applications_submitted_30d": 9, "recruiter_response_rate": 0.52, "avg_response_time_hours": 12.3, "skill_assessment_scores": {}, "connection_count": 240, "endorsements_received": 59, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 18.2, "max": 23.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 63.1, "search_appearance_30d": 251, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0076485", "profile": {"anonymized_name": "Aarohi Nair", "headline": ".NET Developer | Backend systems & APIs", "summary": "Software engineer with 8.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Strong on the infra and ops side; haven't done much application development."}, {"company": "TCS", "title": ".NET Developer", "start_date": "2017-12-03", "end_date": "2018-12-28", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). 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{"candidate_id": "CAND_0052351", "profile": {"anonymized_name": "Kavya Chopra", "headline": "Content Writer | 3.1+ yrs experience", "summary": "Professional with 3.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 3.1, "current_title": "Content Writer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Content Writer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2023-05-13", "end_date": "2024-02-07", "duration_months": 9, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "VIT Vellore", "degree": "Ph.D", "field_of_study": "Mathematics", "start_year": 2018, "end_year": 2021, "grade": "77%", "tier": "tier_2"}], "skills": [{"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 11, "duration_months": 13}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}, {"name": "Flask", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 29, "duration_months": 23}, {"name": "Go", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 0, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 66.5, "signup_date": "2025-07-09", "last_active_date": "2026-03-06", "open_to_work_flag": false, "profile_views_received_30d": 70, "applications_submitted_30d": 4, "recruiter_response_rate": 0.18, "avg_response_time_hours": 222.4, "skill_assessment_scores": {}, "connection_count": 208, "endorsements_received": 17, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 9.2, "max": 12.1}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 171, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.84, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0047448", "profile": {"anonymized_name": "Jay Joshi", "headline": "Cloud Engineer | Backend systems & APIs", "summary": "Software engineer with 7.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0028747", "profile": {"anonymized_name": "Kabir Bose", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 4.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 4.4, "current_title": "Software Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Software Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Hooli", "title": ".NET Developer", "start_date": "2022-10-01", "end_date": "2024-01-24", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "TCS", "title": "Full Stack Developer", "start_date": "2022-02-19", "end_date": "2022-09-17", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. 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Career has been entirely in QA/test engineering."}], "education": [{"institution": "Lovely Professional University", "degree": "B.E.", "field_of_study": "Mechanical Engineering", "start_year": 2005, "end_year": 2009, "grade": "8.39 CGPA", "tier": "tier_3"}, {"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2004, "end_year": 2009, "grade": "6.99 CGPA", "tier": "tier_4"}], "skills": [{"name": "Hadoop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 20}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 12, "duration_months": 36}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 9, "duration_months": 31}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 5, "duration_months": 15}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 8, "duration_months": 15}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 35}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 8, "duration_months": 12}, {"name": "Redis", "proficiency": "beginner", "endorsements": 15, "duration_months": 7}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 13, "duration_months": 27}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 13, "duration_months": 11}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 15, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 35.2, "signup_date": "2025-07-27", "last_active_date": "2026-05-10", "open_to_work_flag": true, "profile_views_received_30d": 113, "applications_submitted_30d": 7, "recruiter_response_rate": 0.39, "avg_response_time_hours": 22.4, "skill_assessment_scores": {}, "connection_count": 298, "endorsements_received": 21, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.5, "max": 19.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 210, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.63, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0018132", "profile": {"anonymized_name": "Nisha Desai", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 5.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 5.4, "current_title": "Project Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Project Manager", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2023-06-12", "end_date": "2025-04-02", "duration_months": 22, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Customer Support", "start_date": "2021-11-12", "end_date": "2023-06-05", "duration_months": 19, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Customer Support", "start_date": "2021-02-15", "end_date": "2021-11-12", "duration_months": 9, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2015, "end_year": 2020, "grade": "72%", "tier": "tier_4"}], "skills": [{"name": "Airflow", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 2}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Angular", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 13, "duration_months": 26}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 13, "duration_months": 21}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 11, "duration_months": 16}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 32.1, "signup_date": "2022-09-18", "last_active_date": "2026-02-27", "open_to_work_flag": true, "profile_views_received_30d": 54, "applications_submitted_30d": 0, "recruiter_response_rate": 0.46, "avg_response_time_hours": 137.9, "skill_assessment_scores": {}, "connection_count": 111, "endorsements_received": 46, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.4, "max": 13.2}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 111, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.3, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0066785", "profile": {"anonymized_name": "Sanjay Gupta", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 1.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 1.6, "current_title": "HR Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "HR Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "SRM Chennai", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2013, "end_year": 2018, "grade": "83%", "tier": "tier_3"}, {"institution": "Jadavpur University", "degree": "M.Tech", "field_of_study": "Physics", "start_year": 2008, "end_year": 2012, "grade": "82%", "tier": "tier_2"}], "skills": [{"name": "Project Management", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "Rust", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 15, "duration_months": 31}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "SAP", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 11, "duration_months": 5}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 5, "duration_months": 8}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 42.0, "signup_date": "2022-07-24", "last_active_date": "2026-02-19", "open_to_work_flag": false, "profile_views_received_30d": 67, "applications_submitted_30d": 1, "recruiter_response_rate": 0.73, "avg_response_time_hours": 135.2, "skill_assessment_scores": {}, "connection_count": 497, "endorsements_received": 38, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.8, "max": 8.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 21.6, "search_appearance_30d": 74, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0064687", "profile": {"anonymized_name": "Sai Mittal", "headline": "Senior Data Engineer | 7.1+ yrs in data engineering", "summary": "Software / data professional with 7.1 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 7.1, "current_title": "Senior Data Engineer", "current_company": "CRED", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "CRED", "title": "Senior Data Engineer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Accenture", "title": "Senior Software Engineer", "start_date": "2020-08-19", "end_date": "2023-09-03", "duration_months": 37, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}, {"company": "Dunder Mifflin", "title": "Analytics Engineer", "start_date": "2019-04-27", "end_date": "2020-06-20", "duration_months": 14, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Commerce", "start_year": 2014, "end_year": 2017, "grade": "8.09 CGPA", "tier": "tier_4"}], "skills": [{"name": "GANs", "proficiency": "advanced", "endorsements": 3, "duration_months": 25}, {"name": "HTML", "proficiency": "beginner", "endorsements": 6, "duration_months": 15}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 17, "duration_months": 20}, {"name": "Weaviate", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 21, "duration_months": 26}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 54, "duration_months": 57}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 5, "duration_months": 12}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 3, "duration_months": 43}, {"name": "Haystack", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 84.4, "signup_date": "2026-01-03", "last_active_date": "2026-04-26", "open_to_work_flag": true, "profile_views_received_30d": 147, "applications_submitted_30d": 3, "recruiter_response_rate": 0.4, "avg_response_time_hours": 58.6, "skill_assessment_scores": {"GANs": 38.5, "Computer Vision": 70.9, "Machine Learning": 35.3, "Recommendation Systems": 41.1}, "connection_count": 687, "endorsements_received": 37, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 31.7, "max": 38.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 29.6, "search_appearance_30d": 107, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.85, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0011916", "profile": {"anonymized_name": "Tanya Shetty", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 14.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 14.7, "current_title": "Civil Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Civil Engineer", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Pied Piper", "title": "Content Writer", "start_date": "2019-08-02", "end_date": "2022-03-19", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2018-06-24", "end_date": "2019-07-19", "duration_months": 13, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2015-04-11", "end_date": "2018-06-24", "duration_months": 39, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2013-02-13", "end_date": "2015-04-04", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Business Analyst", "start_date": "2011-11-21", "end_date": "2013-02-13", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Electrical Engineering", "start_year": 2010, "end_year": 2013, "grade": "8.07 CGPA", "tier": "tier_4"}], "skills": [{"name": "gRPC", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "AWS", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Go", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}, {"name": "Redux", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "ASR", "proficiency": "advanced", "endorsements": 27, "duration_months": 36}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 67.9, "signup_date": "2026-03-05", "last_active_date": "2026-02-21", "open_to_work_flag": false, "profile_views_received_30d": 32, "applications_submitted_30d": 3, "recruiter_response_rate": 0.46, "avg_response_time_hours": 27.4, "skill_assessment_scores": {"ASR": 61.1}, "connection_count": 202, "endorsements_received": 48, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 5.1, "max": 21.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 97, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0099062", "profile": {"anonymized_name": "Vikram Subramanian", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 12.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 12.5, "current_title": "Marketing Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Marketing Manager", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2022-01-18", "end_date": "2023-02-12", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2017-10-11", "end_date": "2022-01-18", "duration_months": 52, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Business Analyst", "start_date": "2015-02-24", "end_date": "2017-09-11", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2014-03-24", "end_date": "2015-02-17", "duration_months": 11, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. 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{"candidate_id": "CAND_0006176", "profile": {"anonymized_name": "Siya Mukherjee", "headline": "Analytics Engineer | Data pipelines & analytics", "summary": "Software / data professional with 5.2 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid — Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 5.2, "current_title": "Analytics Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Analytics Engineer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}, {"company": "Flipkart", "title": "Senior Software Engineer", "start_date": "2021-05-23", "end_date": "2025-02-01", "duration_months": 45, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}], "education": [{"institution": "PES University", "degree": "M.Tech", "field_of_study": "Electrical Engineering", "start_year": 2018, "end_year": 2021, "grade": "92%", "tier": "tier_2"}, {"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Machine Learning", "start_year": 2007, "end_year": 2010, "grade": "81%", "tier": "tier_4"}], "skills": [{"name": "BentoML", "proficiency": "intermediate", "endorsements": 5, "duration_months": 25}, {"name": "Sales", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 4, "duration_months": 10}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 6}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 32, "duration_months": 46}, {"name": "Machine Learning", "proficiency": "intermediate", "endorsements": 3, "duration_months": 35}, {"name": "LoRA", "proficiency": "advanced", "endorsements": 25, "duration_months": 32}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 18, "duration_months": 46}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 0, "duration_months": 60}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 59, "duration_months": 44}, {"name": "Agile", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 60.4, "signup_date": "2026-02-18", "last_active_date": "2026-02-21", "open_to_work_flag": false, "profile_views_received_30d": 105, "applications_submitted_30d": 13, "recruiter_response_rate": 0.7, "avg_response_time_hours": 162.4, "skill_assessment_scores": {"Statistical Modeling": 50.6, "LoRA": 38.3, "Hugging Face Transformers": 62.0, "MLOps": 55.5, "Image Classification": 53.0}, "connection_count": 414, "endorsements_received": 71, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 26.0, "max": 41.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 48.4, "search_appearance_30d": 463, "saved_by_recruiters_30d": 27, "interview_completion_rate": 0.86, "offer_acceptance_rate": 0.33, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0014372", "profile": {"anonymized_name": "Mira Gupta", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 7.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 7.6, "current_title": "Customer Support", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Customer Support", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Globex Inc", "title": "HR Manager", "start_date": "2020-03-29", "end_date": "2022-09-15", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Globex Inc", "title": "Accountant", "start_date": "2018-09-06", "end_date": "2020-01-29", "duration_months": 17, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "SRM Chennai", "degree": "Ph.D", "field_of_study": "Electronics", "start_year": 2015, "end_year": 2019, "grade": "79%", "tier": "tier_3"}, {"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Physics", "start_year": 2008, "end_year": 2011, "grade": "9.39 CGPA", "tier": "tier_4"}], "skills": [{"name": "MongoDB", "proficiency": "beginner", "endorsements": 6, "duration_months": 10}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "dbt", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "GCP", "proficiency": "beginner", "endorsements": 15, "duration_months": 14}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 0, "duration_months": 21}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}, {"name": "Go", "proficiency": "intermediate", "endorsements": 2, "duration_months": 34}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Figma", "proficiency": "beginner", "endorsements": 13, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 41.5, "signup_date": "2022-09-13", "last_active_date": "2025-10-05", "open_to_work_flag": false, "profile_views_received_30d": 25, "applications_submitted_30d": 9, "recruiter_response_rate": 0.27, "avg_response_time_hours": 178.1, "skill_assessment_scores": {}, "connection_count": 77, "endorsements_received": 20, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.0, "max": 17.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 22.2, "search_appearance_30d": 157, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.79, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0020034", "profile": {"anonymized_name": "Neha Mukherjee", "headline": "Accountant | Exploring AI & GenAI applications", "summary": "Accountant with 13.9+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 13.9, "current_title": "Accountant", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Accountant", "start_date": "2022-03-19", "end_date": null, "duration_months": 51, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2017-12-10", "end_date": "2022-03-19", "duration_months": 52, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2014-05-30", "end_date": "2017-12-10", "duration_months": 43, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2012-11-06", "end_date": "2014-05-30", "duration_months": 19, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Amity University", "degree": "B.Sc", "field_of_study": "Machine Learning", "start_year": 2014, "end_year": 2019, "grade": "7.36 CGPA", "tier": "tier_3"}], "skills": [{"name": "Flask", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 4, "duration_months": 12}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 0, "duration_months": 18}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 15, "duration_months": 25}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 26}, {"name": "Redis", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 0, "duration_months": 16}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 6, "duration_months": 14}, {"name": "Spark", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}, {"name": "LLMs", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "Prompt Engineering", "proficiency": "intermediate", "endorsements": 4, "duration_months": 4}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 0, "duration_months": 9}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 0, "duration_months": 17}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 0, "duration_months": 18}, {"name": "Vector Search", "proficiency": "intermediate", "endorsements": 4, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 42.8, "signup_date": "2024-02-02", "last_active_date": "2025-10-18", "open_to_work_flag": false, "profile_views_received_30d": 21, "applications_submitted_30d": 4, "recruiter_response_rate": 0.36, "avg_response_time_hours": 159.3, "skill_assessment_scores": {}, "connection_count": 249, "endorsements_received": 35, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 6.0, "max": 12.7}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 1, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.51, "offer_acceptance_rate": 0.45, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0082241", "profile": {"anonymized_name": "Vikram Iyengar", "headline": "Content Writer | Driving business outcomes", "summary": "Professional with 3.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 3.8, "current_title": "Content Writer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Content Writer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Initech", "title": "Project Manager", "start_date": "2022-09-15", "end_date": "2023-09-10", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "KIIT University", "degree": "B.Tech", "field_of_study": "Civil Engineering", "start_year": 2005, "end_year": 2010, "grade": "8.56 CGPA", "tier": "tier_3"}], "skills": [{"name": "Databricks", "proficiency": "beginner", "endorsements": 8, "duration_months": 10}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 8, "duration_months": 17}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 7, "duration_months": 15}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 22, "duration_months": 54}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 11, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 56.4, "signup_date": "2025-08-09", "last_active_date": "2026-01-31", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 7, "recruiter_response_rate": 0.17, "avg_response_time_hours": 262.8, "skill_assessment_scores": {}, "connection_count": 255, "endorsements_received": 40, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.8, "max": 11.8}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 34, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0020970", "profile": {"anonymized_name": "Shreya Dutta", "headline": "Content Writer | 11.3+ yrs experience", "summary": "Professional with 11.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 11.3, "current_title": "Content Writer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Content Writer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2023-09-10", "end_date": "2025-04-02", "duration_months": 19, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2021-05-23", "end_date": "2023-07-12", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2017-03-01", "end_date": "2021-05-09", "duration_months": 51, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2016-02-05", "end_date": "2017-01-30", "duration_months": 12, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wayne Enterprises", "title": "Operations Manager", "start_date": "2014-12-12", "end_date": "2016-02-05", "duration_months": 14, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "NIT Trichy", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2006, "end_year": 2010, "grade": "68%", "tier": "tier_1"}], "skills": [{"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 7, "duration_months": 10}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 2, "duration_months": 12}, {"name": "dbt", "proficiency": "beginner", "endorsements": 1, "duration_months": 7}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 10, "duration_months": 35}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 3, "duration_months": 29}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 66.9, "signup_date": "2026-04-24", "last_active_date": "2026-05-21", "open_to_work_flag": false, "profile_views_received_30d": 2, "applications_submitted_30d": 3, "recruiter_response_rate": 0.64, "avg_response_time_hours": 238.3, "skill_assessment_scores": {}, "connection_count": 62, "endorsements_received": 3, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 27.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 24.1, "search_appearance_30d": 146, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.69, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0089193", "profile": {"anonymized_name": "Advaith Ghosh", "headline": "Content Writer | 13.7+ yrs experience", "summary": "Professional with 13.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 13.7, "current_title": "Content Writer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Content Writer", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Initech", "title": "Accountant", "start_date": "2019-07-03", "end_date": "2022-02-17", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Project Manager", "start_date": "2017-05-14", "end_date": "2019-07-03", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2015-07-10", "end_date": "2017-04-30", "duration_months": 22, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Dunder Mifflin", "title": "Customer Support", "start_date": "2012-12-22", "end_date": "2015-05-11", "duration_months": 29, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Symbiosis International", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2011, "end_year": 2016, "grade": "8.11 CGPA", "tier": "tier_3"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 10, "duration_months": 11}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 5, "duration_months": 10}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 39.6, "signup_date": "2024-06-08", "last_active_date": "2026-04-08", "open_to_work_flag": false, "profile_views_received_30d": 44, "applications_submitted_30d": 1, "recruiter_response_rate": 0.77, "avg_response_time_hours": 21.4, "skill_assessment_scores": {}, "connection_count": 529, "endorsements_received": 46, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 10.5, "max": 6.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 82, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.83, "offer_acceptance_rate": 0.68, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0055334", "profile": {"anonymized_name": "Arjun Agarwal", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 13.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 13.4, "current_title": "Customer Support", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Customer Support", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2020-10-18", "end_date": "2022-12-07", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2018-01-02", "end_date": "2020-08-19", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2015-10-15", "end_date": "2018-01-02", "duration_months": 27, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Project Manager", "start_date": "2013-02-27", "end_date": "2015-10-15", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Lovely Professional University", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2016, "grade": "84%", "tier": "tier_3"}], "skills": [{"name": "JavaScript", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 25}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 36}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 13, "duration_months": 30}, {"name": "Sales", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "React", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 77.3, "signup_date": "2025-05-27", "last_active_date": "2026-04-19", "open_to_work_flag": true, "profile_views_received_30d": 45, "applications_submitted_30d": 5, "recruiter_response_rate": 0.3, "avg_response_time_hours": 25.2, "skill_assessment_scores": {}, "connection_count": 555, "endorsements_received": 22, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.7, "max": 11.0}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 95, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0078173", "profile": {"anonymized_name": "Sneha Mittal", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 2.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 2.0, "current_title": "QA Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "QA Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "SRM Chennai", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2017, "end_year": 2022, "grade": "7.54 CGPA", "tier": "tier_3"}, {"institution": "Amity University", "degree": "M.S.", "field_of_study": "Mathematics", "start_year": 2013, "end_year": 2016, "grade": "80%", "tier": "tier_3"}], "skills": [{"name": "Java", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 9}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 0, "duration_months": 13}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 5, "duration_months": 36}, {"name": "AWS", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "SAP", "proficiency": "beginner", "endorsements": 4, "duration_months": 13}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 1, "duration_months": 33}, {"name": "BentoML", "proficiency": "advanced", "endorsements": 40, "duration_months": 50}, {"name": "Qdrant", "proficiency": "intermediate", "endorsements": 9, "duration_months": 32}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 75.3, "signup_date": "2024-09-01", "last_active_date": "2026-03-25", "open_to_work_flag": false, "profile_views_received_30d": 48, "applications_submitted_30d": 12, "recruiter_response_rate": 0.21, "avg_response_time_hours": 180.8, "skill_assessment_scores": {}, "connection_count": 28, "endorsements_received": 72, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 7.1, "max": 14.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 114, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0008327", "profile": {"anonymized_name": "Pooja Nair", "headline": "Senior Data Engineer | Data pipelines & analytics", "summary": "Software / data professional with 7.3 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "London", "country": "UK", "years_of_experience": 7.3, "current_title": "Senior Data Engineer", "current_company": "Ola", "current_company_size": "5001-10000", "current_industry": "Transportation"}, "career_history": [{"company": "Ola", "title": "Senior Data Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Transportation", "company_size": "5001-10000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "upGrad", "title": "Data Engineer", "start_date": "2023-08-27", "end_date": "2025-05-18", "duration_months": 21, "is_current": false, "industry": "EdTech", "company_size": "1001-5000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}, {"company": "Tech Mahindra", "title": "Backend Engineer", "start_date": "2021-05-09", "end_date": "2023-08-27", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "Ola", "title": "Senior Data Engineer", "start_date": "2019-04-20", "end_date": "2021-05-09", "duration_months": 25, "is_current": false, "industry": "Transportation", "company_size": "5001-10000", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}], "education": [{"institution": "COEP Pune", "degree": "Ph.D", "field_of_study": "Information Technology", "start_year": 2009, "end_year": 2012, "grade": "92%", "tier": "tier_2"}, {"institution": "IIT Madras", "degree": "M.E.", "field_of_study": "Computer Science", "start_year": 2001, "end_year": 2006, "grade": "6.86 CGPA", "tier": "tier_1"}], "skills": [{"name": "MLflow", "proficiency": "advanced", "endorsements": 9, "duration_months": 52}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 0, "duration_months": 25}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 58, "duration_months": 24}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 14, "duration_months": 19}, {"name": "OpenCV", "proficiency": "advanced", "endorsements": 30, "duration_months": 37}, {"name": "Information Retrieval", "proficiency": "intermediate", "endorsements": 8, "duration_months": 21}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 2, "duration_months": 35}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 1, "duration_months": 47}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 14, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 64.6, "signup_date": "2024-07-15", "last_active_date": "2026-04-21", "open_to_work_flag": false, "profile_views_received_30d": 5, "applications_submitted_30d": 6, "recruiter_response_rate": 0.49, "avg_response_time_hours": 59.5, "skill_assessment_scores": {"MLflow": 64.1, "Learning to Rank": 65.0, "OpenCV": 79.6, "Feature Engineering": 48.4}, "connection_count": 974, "endorsements_received": 67, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.7, "max": 24.3}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 9, "saved_by_recruiters_30d": 24, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0050433", "profile": {"anonymized_name": "Sanjay Dutta", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 10.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 10.4, "current_title": "Project Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Project Manager", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Marketing Manager", "start_date": "2019-09-01", "end_date": "2023-08-11", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2018-07-08", "end_date": "2019-09-01", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2016-03-20", "end_date": "2018-06-08", "duration_months": 27, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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{"candidate_id": "CAND_0050020", "profile": {"anonymized_name": "Ananya Banerjee", "headline": "Sales Executive | Generative AI explorer", "summary": "Sales Executive with 6.1+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0078105", "profile": {"anonymized_name": "Ved Shetty", "headline": "Civil Engineer | 1.0+ yrs experience", "summary": "Professional with 1.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 1.0, "current_title": "Civil Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Lovely Professional University", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2019, "end_year": 2022, "grade": "87%", "tier": "tier_3"}], "skills": [{"name": "Scrum", "proficiency": "intermediate", "endorsements": 3, "duration_months": 14}, {"name": "Angular", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "HTML", "proficiency": "beginner", "endorsements": 14, "duration_months": 14}, {"name": "ETL", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 13, "duration_months": 19}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 5, "duration_months": 27}, {"name": "dbt", "proficiency": "beginner", "endorsements": 3, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 68.2, "signup_date": "2025-04-05", "last_active_date": "2026-02-02", "open_to_work_flag": true, "profile_views_received_30d": 9, "applications_submitted_30d": 5, "recruiter_response_rate": 0.29, "avg_response_time_hours": 33.3, "skill_assessment_scores": {}, "connection_count": 335, "endorsements_received": 41, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.6, "max": 18.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 100, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0061349", "profile": {"anonymized_name": "Pari Chopra", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 11.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 11.9, "current_title": "Project Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Project Manager", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Mechanical Engineer", "start_date": "2022-01-18", "end_date": "2024-10-04", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2019-02-03", "end_date": "2022-01-18", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "COEP Pune", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2005, "end_year": 2010, "grade": "7.17 CGPA", "tier": "tier_2"}], "skills": [{"name": "Agile", "proficiency": "intermediate", "endorsements": 12, "duration_months": 14}, {"name": "SAP", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 0, "duration_months": 32}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}, {"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 7, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 12, "duration_months": 31}, {"name": "Django", "proficiency": "intermediate", "endorsements": 2, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 37.3, "signup_date": "2025-09-14", "last_active_date": "2026-03-15", "open_to_work_flag": false, "profile_views_received_30d": 25, "applications_submitted_30d": 8, "recruiter_response_rate": 0.07, "avg_response_time_hours": 223.4, "skill_assessment_scores": {}, "connection_count": 381, "endorsements_received": 34, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.3, "max": 27.9}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 7.8, "search_appearance_30d": 38, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0069353", "profile": {"anonymized_name": "Pari Verma", "headline": "DevOps Engineer | Full-stack development", "summary": "Software engineer with 1.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 1.8, "current_title": "DevOps Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "DevOps Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Generic State University", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2002, "end_year": 2006, "grade": "75%", "tier": "tier_4"}, {"institution": "VIT Chennai", "degree": "B.Tech", "field_of_study": "Statistics", "start_year": 2006, "end_year": 2011, "grade": "87%", "tier": "tier_3"}], "skills": [{"name": "Rust", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 7, "duration_months": 33}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 14, "duration_months": 35}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 10, "duration_months": 29}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 10, "duration_months": 14}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 6, "duration_months": 22}, {"name": "dbt", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 15, "duration_months": 19}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 43.1, "signup_date": "2025-04-19", "last_active_date": "2026-03-04", "open_to_work_flag": true, "profile_views_received_30d": 42, "applications_submitted_30d": 2, "recruiter_response_rate": 0.2, "avg_response_time_hours": 74.5, "skill_assessment_scores": {}, "connection_count": 289, "endorsements_received": 10, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 6.0, "max": 27.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 12.4, "search_appearance_30d": 271, "saved_by_recruiters_30d": 15, "interview_completion_rate": 0.65, "offer_acceptance_rate": 0.25, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0032954", "profile": {"anonymized_name": "Sneha Singh", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 2.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 2.7, "current_title": "Civil Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Civil Engineering", "start_year": 2007, "end_year": 2010, "grade": "72%", "tier": "tier_4"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}, {"name": "Django", "proficiency": "intermediate", "endorsements": 15, "duration_months": 12}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 14, "duration_months": 26}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 36, "duration_months": 30}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 11, "duration_months": 32}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 13, "duration_months": 17}, {"name": "Figma", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 66.5, "signup_date": "2026-03-14", "last_active_date": "2026-02-15", "open_to_work_flag": false, "profile_views_received_30d": 61, "applications_submitted_30d": 2, "recruiter_response_rate": 0.45, "avg_response_time_hours": 77.2, "skill_assessment_scores": {}, "connection_count": 390, "endorsements_received": 41, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.3, "max": 18.9}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 31, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.67, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0072513", "profile": {"anonymized_name": "Pranav Mittal", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 6.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 6.4, "current_title": "Civil Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2020-09-25", "end_date": "2023-04-13", "duration_months": 31, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2019-10-31", "end_date": "2020-07-27", "duration_months": 9, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "SRM Chennai", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2016, "end_year": 2019, "grade": "7.53 CGPA", "tier": "tier_3"}], "skills": [{"name": "Vue.js", "proficiency": "intermediate", "endorsements": 14, "duration_months": 36}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 12, "duration_months": 11}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "ETL", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "AWS", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 2, "duration_months": 56}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2023}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 77.7, "signup_date": "2024-01-24", "last_active_date": "2026-01-18", "open_to_work_flag": true, "profile_views_received_30d": 50, "applications_submitted_30d": 4, "recruiter_response_rate": 0.08, "avg_response_time_hours": 276.2, "skill_assessment_scores": {}, "connection_count": 452, "endorsements_received": 22, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.3, "max": 23.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 13.8, "search_appearance_30d": 94, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0001505", "profile": {"anonymized_name": "Sneha Subramanian", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 8.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 8.8, "current_title": "Customer Support", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Customer Support", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2021-04-16", "end_date": "2023-06-05", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2018-10-15", "end_date": "2021-04-02", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "Customer Support", "start_date": "2017-09-20", "end_date": "2018-10-15", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2018, "end_year": 2022, "grade": "81%", "tier": "tier_3"}, {"institution": "VIT Vellore", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2002, "end_year": 2005, "grade": "84%", "tier": "tier_2"}], "skills": [{"name": "Tally", "proficiency": "intermediate", "endorsements": 6, "duration_months": 12}, {"name": "HTML", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 2, "duration_months": 22}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 14, "duration_months": 9}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 6, "duration_months": 27}, {"name": "ETL", "proficiency": "beginner", "endorsements": 3, "duration_months": 8}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 10, "duration_months": 28}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 46.1, "signup_date": "2023-06-30", "last_active_date": "2026-02-13", "open_to_work_flag": true, "profile_views_received_30d": 33, "applications_submitted_30d": 0, "recruiter_response_rate": 0.36, "avg_response_time_hours": 112.5, "skill_assessment_scores": {}, "connection_count": 579, "endorsements_received": 45, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.4, "max": 6.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 30, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.56, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0089167", "profile": {"anonymized_name": "Shaurya Ghosh", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 3.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 3.3, "current_title": "QA Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "QA Engineer", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Generic State University", "degree": "M.Tech", "field_of_study": "Electrical Engineering", "start_year": 2005, "end_year": 2008, "grade": "85%", "tier": "tier_4"}], "skills": [{"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 5, "duration_months": 19}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 2, "duration_months": 35}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 8}, {"name": "HTML", "proficiency": "beginner", "endorsements": 10, "duration_months": 11}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 12, "duration_months": 22}, {"name": "scikit-learn", "proficiency": "advanced", "endorsements": 24, "duration_months": 57}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "Tally", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}, {"name": "Qdrant", "proficiency": "intermediate", "endorsements": 3, "duration_months": 28}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 36}, {"name": "SEO", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "Django", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 77.4, "signup_date": "2023-10-11", "last_active_date": "2026-03-23", "open_to_work_flag": false, "profile_views_received_30d": 55, "applications_submitted_30d": 12, "recruiter_response_rate": 0.68, "avg_response_time_hours": 67.0, "skill_assessment_scores": {}, "connection_count": 388, "endorsements_received": 58, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.8, "max": 32.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 239, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0094467", "profile": {"anonymized_name": "Reyansh Reddy", "headline": "Customer Support | 14.2+ yrs experience", "summary": "Professional with 14.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 14.2, "current_title": "Customer Support", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Customer Support", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Accountant", "start_date": "2020-09-18", "end_date": "2022-04-11", "duration_months": 19, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Business Analyst", "start_date": "2019-02-26", "end_date": "2020-09-18", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2016-11-01", "end_date": "2019-02-19", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2013-03-22", "end_date": "2016-09-02", "duration_months": 42, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2012-05-19", "end_date": "2013-03-15", "duration_months": 10, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Jadavpur University", "degree": "B.Tech", "field_of_study": "Data Science", "start_year": 2000, "end_year": 2005, "grade": "86%", "tier": "tier_2"}], "skills": [{"name": "ETL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 9}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 14, "duration_months": 28}, {"name": "Docker", "proficiency": "beginner", "endorsements": 3, "duration_months": 6}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 3, "duration_months": 16}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 8, "duration_months": 10}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 41.1, "signup_date": "2022-12-09", "last_active_date": "2026-02-22", "open_to_work_flag": false, "profile_views_received_30d": 12, "applications_submitted_30d": 3, "recruiter_response_rate": 0.72, "avg_response_time_hours": 91.1, "skill_assessment_scores": {}, "connection_count": 95, "endorsements_received": 3, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 17.0, "max": 9.1}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 127, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.37, "offer_acceptance_rate": 0.58, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0015015", "profile": {"anonymized_name": "Arjun Sethi", "headline": "Civil Engineer | 2.4+ yrs experience", "summary": "Professional with 2.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 2.4, "current_title": "Civil Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Civil Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Generic State University", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2005, "end_year": 2008, "grade": "6.85 CGPA", "tier": "tier_4"}], "skills": [{"name": "MLflow", "proficiency": "advanced", "endorsements": 36, "duration_months": 48}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 1, "duration_months": 7}, {"name": "Rust", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 54.2, "signup_date": "2023-01-18", "last_active_date": "2026-02-26", "open_to_work_flag": true, "profile_views_received_30d": 76, "applications_submitted_30d": 10, "recruiter_response_rate": 0.47, "avg_response_time_hours": 159.0, "skill_assessment_scores": {"MLflow": 38.4}, "connection_count": 61, "endorsements_received": 19, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 18.5}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 179, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0089354", "profile": {"anonymized_name": "Neha Vora", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 3.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 3.6, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "SRM Chennai", "degree": "M.S.", "field_of_study": "Statistics", "start_year": 2005, "end_year": 2010, "grade": "6.94 CGPA", "tier": "tier_3"}, {"institution": "Chandigarh University", "degree": "B.E.", "field_of_study": "Computer Engineering", "start_year": 2006, "end_year": 2011, "grade": "8.55 CGPA", "tier": "tier_3"}], "skills": [{"name": "Apache Beam", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 14, "duration_months": 33}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Django", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 14, "duration_months": 34}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 3, "duration_months": 20}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 31.2, "signup_date": "2025-02-06", "last_active_date": "2026-04-25", "open_to_work_flag": false, "profile_views_received_30d": 34, "applications_submitted_30d": 3, "recruiter_response_rate": 0.51, "avg_response_time_hours": 54.4, "skill_assessment_scores": {}, "connection_count": 109, "endorsements_received": 39, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.9, "max": 19.6}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 74, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0070382", "profile": {"anonymized_name": "Vihaan Chatterjee", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 12.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 12.3, "current_title": "Project Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Project Manager", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Content Writer", "start_date": "2021-06-22", "end_date": "2024-09-04", "duration_months": 39, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2019-01-04", "end_date": "2021-04-23", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2016-10-16", "end_date": "2018-12-05", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "TCS", "title": "Project Manager", "start_date": "2015-05-25", "end_date": "2016-08-17", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2014-03-01", "end_date": "2015-05-25", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Generic State University", "degree": "B.Sc", "field_of_study": "Commerce", "start_year": 2013, "end_year": 2016, "grade": "84%", "tier": "tier_4"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 1, "duration_months": 3}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 0, "duration_months": 28}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 45, "duration_months": 25}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 12, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 56.6, "signup_date": "2023-08-10", "last_active_date": "2026-01-10", "open_to_work_flag": true, "profile_views_received_30d": 63, "applications_submitted_30d": 5, "recruiter_response_rate": 0.76, "avg_response_time_hours": 54.5, "skill_assessment_scores": {"Object Detection": 33.6}, "connection_count": 332, "endorsements_received": 3, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.7, "max": 23.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 14, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.4, "offer_acceptance_rate": 0.42, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0098420", "profile": {"anonymized_name": "Priya Vora", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 1.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 1.7, "current_title": "Mechanical Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Mechanical Engineer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2008, "end_year": 2011, "grade": "83%", "tier": "tier_4"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "Sales", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 8, "duration_months": 32}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2024}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 45.4, "signup_date": "2022-06-08", "last_active_date": "2025-10-03", "open_to_work_flag": false, "profile_views_received_30d": 65, "applications_submitted_30d": 4, "recruiter_response_rate": 0.3, "avg_response_time_hours": 87.6, "skill_assessment_scores": {}, "connection_count": 248, "endorsements_received": 20, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.3, "max": 13.6}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 66, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.62, "offer_acceptance_rate": 0.74, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0034974", "profile": {"anonymized_name": "Kavya Mittal", "headline": "Accountant | 14.6+ yrs experience", "summary": "Professional with 14.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Singapore", "country": "Singapore", "years_of_experience": 14.6, "current_title": "Accountant", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Accountant", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Operations Manager", "start_date": "2022-05-18", "end_date": "2024-06-06", "duration_months": 25, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Graphic Designer", "start_date": "2021-01-09", "end_date": "2022-05-04", "duration_months": 16, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2018-09-22", "end_date": "2020-12-10", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Operations Manager", "start_date": "2016-08-03", "end_date": "2018-09-22", "duration_months": 26, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "HR Manager", "start_date": "2015-01-04", "end_date": "2016-07-27", "duration_months": 19, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2011-12-14", "end_date": "2014-12-28", "duration_months": 37, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Christ University", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2008, "end_year": 2012, "grade": "7.73 CGPA", "tier": "tier_3"}, {"institution": "Lovely Professional University", "degree": "M.Tech", "field_of_study": "Statistics", "start_year": 2015, "end_year": 2018, "grade": "9.20 CGPA", "tier": "tier_3"}], "skills": [{"name": "Photoshop", "proficiency": "intermediate", "endorsements": 12, "duration_months": 27}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 11, "duration_months": 15}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 4, "duration_months": 30}, {"name": "Go", "proficiency": "beginner", "endorsements": 6, "duration_months": 13}, {"name": "Java", "proficiency": "intermediate", "endorsements": 5, "duration_months": 24}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 12, "duration_months": 18}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 50.9, "signup_date": "2025-12-26", "last_active_date": "2026-04-08", "open_to_work_flag": true, "profile_views_received_30d": 17, "applications_submitted_30d": 1, "recruiter_response_rate": 0.54, "avg_response_time_hours": 15.0, "skill_assessment_scores": {}, "connection_count": 478, "endorsements_received": 24, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.7, "max": 20.8}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 32.2, "search_appearance_30d": 128, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.68, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0084013", "profile": {"anonymized_name": "Pari Iyengar", "headline": "Cloud Engineer | Backend systems & APIs", "summary": "Software engineer with 2.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 2.1, "current_title": "Cloud Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Cloud Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Stark Industries", "title": "Full Stack Developer", "start_date": "2024-05-07", "end_date": "2025-02-01", "duration_months": 9, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2005, "end_year": 2010, "grade": "68%", "tier": "tier_3"}], "skills": [{"name": "scikit-learn", "proficiency": "advanced", "endorsements": 52, "duration_months": 60}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 8, "duration_months": 8}, {"name": "CSS", "proficiency": "beginner", "endorsements": 12, "duration_months": 8}, {"name": "HTML", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 9, "duration_months": 34}, {"name": "Go", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 12, "duration_months": 6}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.0, "signup_date": "2023-02-17", "last_active_date": "2025-12-08", "open_to_work_flag": false, "profile_views_received_30d": 100, "applications_submitted_30d": 7, "recruiter_response_rate": 0.44, "avg_response_time_hours": 82.6, "skill_assessment_scores": {}, "connection_count": 98, "endorsements_received": 57, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.0, "max": 31.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 42.7, "search_appearance_30d": 25, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0044588", "profile": {"anonymized_name": "Advaith Trivedi", "headline": "Java Developer | Full-stack development", "summary": "Software engineer with 6.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 6.7, "current_title": "Java Developer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Java Developer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Pied Piper", "title": "Cloud Engineer", "start_date": "2023-04-13", "end_date": "2025-04-02", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Wipro", "title": "Cloud Engineer", "start_date": "2019-10-24", "end_date": "2023-04-06", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "VIT Chennai", "degree": "M.S.", "field_of_study": "Commerce", "start_year": 2009, "end_year": 2012, "grade": "8.58 CGPA", "tier": "tier_3"}], "skills": [{"name": "Next.js", "proficiency": "intermediate", "endorsements": 13, "duration_months": 36}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 3, "duration_months": 24}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 11, "duration_months": 35}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 9, "duration_months": 30}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "Django", "proficiency": "intermediate", "endorsements": 5, "duration_months": 25}, {"name": "Angular", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 18, "duration_months": 37}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}, {"name": "NLP", "proficiency": "advanced", "endorsements": 32, "duration_months": 59}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 81.6, "signup_date": "2025-12-05", "last_active_date": "2026-02-05", "open_to_work_flag": false, "profile_views_received_30d": 72, "applications_submitted_30d": 8, "recruiter_response_rate": 0.78, "avg_response_time_hours": 39.6, "skill_assessment_scores": {}, "connection_count": 149, "endorsements_received": 29, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.1, "max": 12.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 44.9, "search_appearance_30d": 25, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0014622", "profile": {"anonymized_name": "Nikhil Chopra", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 1.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 1.9, "current_title": "Mechanical Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Mechanical Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2005, "end_year": 2009, "grade": "8.41 CGPA", "tier": "tier_4"}], "skills": [{"name": "Illustrator", "proficiency": "intermediate", "endorsements": 0, "duration_months": 26}, {"name": "Sales", "proficiency": "beginner", "endorsements": 0, "duration_months": 6}, {"name": "Django", "proficiency": "intermediate", "endorsements": 11, "duration_months": 30}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 11, "duration_months": 36}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 13, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 48.8, "signup_date": "2025-01-14", "last_active_date": "2026-05-10", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 8, "recruiter_response_rate": 0.44, "avg_response_time_hours": 115.6, "skill_assessment_scores": {}, "connection_count": 449, "endorsements_received": 9, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 11.0, "max": 25.2}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 70, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.69, "offer_acceptance_rate": 0.26, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0038470", "profile": {"anonymized_name": "Shreya Ghosh", "headline": "Customer Support | 10.3+ yrs experience", "summary": "Professional with 10.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 10.3, "current_title": "Customer Support", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Customer Support", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Mechanical Engineer", "start_date": "2022-04-04", "end_date": "2023-05-29", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Content Writer", "start_date": "2020-10-11", "end_date": "2022-04-04", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Content Writer", "start_date": "2016-04-05", "end_date": "2020-10-11", "duration_months": 55, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "M.Tech", "field_of_study": "Information Technology", "start_year": 2004, "end_year": 2007, "grade": "7.37 CGPA", "tier": "tier_4"}, {"institution": "Lovely Professional University", "degree": "B.E.", "field_of_study": "MBA", "start_year": 2007, "end_year": 2010, "grade": "7.30 CGPA", "tier": "tier_3"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 10, "duration_months": 17}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 20}, {"name": "Spark", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "Docker", "proficiency": "beginner", "endorsements": 11, "duration_months": 3}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 0, "duration_months": 18}, {"name": "AWS", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 1, "duration_months": 31}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 27.2, "signup_date": "2025-12-24", "last_active_date": "2026-03-26", "open_to_work_flag": true, "profile_views_received_30d": 11, "applications_submitted_30d": 2, "recruiter_response_rate": 0.63, "avg_response_time_hours": 109.6, "skill_assessment_scores": {}, "connection_count": 37, "endorsements_received": 13, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.0, "max": 10.4}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 23.6, "search_appearance_30d": 168, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0056986", "profile": {"anonymized_name": "Aryan Vora", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 6.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 6.8, "current_title": "Cloud Engineer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "Cloud Engineer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "TCS", "title": "DevOps Engineer", "start_date": "2019-09-24", "end_date": "2022-09-08", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "VJTI Mumbai", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2017, "end_year": 2020, "grade": "9.03 CGPA", "tier": "tier_2"}, {"institution": "COEP Pune", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2018, "end_year": 2021, "grade": "7.06 CGPA", "tier": "tier_2"}], "skills": [{"name": "pgvector", "proficiency": "advanced", "endorsements": 3, "duration_months": 59}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 4, "duration_months": 31}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 14, "duration_months": 32}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 6, "duration_months": 10}, {"name": "Django", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 5, "duration_months": 16}, {"name": "GCP", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 9, "duration_months": 9}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 5, "duration_months": 29}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 7, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 62.1, "signup_date": "2024-09-08", "last_active_date": "2026-05-07", "open_to_work_flag": true, "profile_views_received_30d": 76, "applications_submitted_30d": 10, "recruiter_response_rate": 0.31, "avg_response_time_hours": 140.7, "skill_assessment_scores": {}, "connection_count": 798, "endorsements_received": 26, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.7, "max": 13.9}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 44, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0020731", "profile": {"anonymized_name": "Saanvi Ghosh", "headline": "Civil Engineer | 13.7+ yrs experience", "summary": "Professional with 13.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 13.7, "current_title": "Civil Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2020-07-27", "end_date": "2024-10-04", "duration_months": 51, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Graphic Designer", "start_date": "2017-11-10", "end_date": "2020-07-27", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2016-02-05", "end_date": "2017-10-27", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2012-11-22", "end_date": "2016-02-05", "duration_months": 39, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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{"candidate_id": "CAND_0059471", "profile": {"anonymized_name": "Sanjay Banerjee", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 14.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 14.6, "current_title": "Customer Support", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Customer Support", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2019-06-03", "end_date": "2023-03-14", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2015-11-21", "end_date": "2019-06-03", "duration_months": 43, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2012-01-11", "end_date": "2015-11-21", "duration_months": 47, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "VIT Chennai", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2002, "end_year": 2006, "grade": "8.57 CGPA", "tier": "tier_3"}, {"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "MBA", "start_year": 2010, "end_year": 2014, "grade": "8.25 CGPA", "tier": "tier_4"}], "skills": [{"name": "Kafka", "proficiency": "intermediate", "endorsements": 10, "duration_months": 11}, {"name": "GCP", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 8, "duration_months": 24}, {"name": "Java", "proficiency": "beginner", "endorsements": 5, "duration_months": 4}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 9, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 80.5, "signup_date": "2022-09-03", "last_active_date": "2026-05-05", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 9, "recruiter_response_rate": 0.77, "avg_response_time_hours": 136.6, "skill_assessment_scores": {}, "connection_count": 270, "endorsements_received": 4, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 16.9, "max": 21.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 6, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.82, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0000426", "profile": {"anonymized_name": "Vikram Reddy", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 5.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 5.9, "current_title": "QA Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "QA Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Razorpay", "title": "Software Engineer", "start_date": "2022-12-30", "end_date": "2025-03-19", "duration_months": 27, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "HCL", "title": "QA Engineer", "start_date": "2020-09-11", "end_date": "2022-12-30", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "IIT Roorkee", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2005, "end_year": 2010, "grade": "6.56 CGPA", "tier": "tier_1"}], "skills": [{"name": "FAISS", "proficiency": "advanced", "endorsements": 51, "duration_months": 52}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 22, "duration_months": 58}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 12, "duration_months": 31}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 11, "duration_months": 35}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}, {"name": "Pinecone", "proficiency": "intermediate", "endorsements": 0, "duration_months": 10}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 4, "duration_months": 30}, {"name": "Angular", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 2, "duration_months": 31}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "Agile", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "Docker", "proficiency": "beginner", "endorsements": 10, "duration_months": 17}, {"name": "Spark", "proficiency": "beginner", "endorsements": 0, "duration_months": 6}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 57.5, "signup_date": "2023-10-15", "last_active_date": "2026-02-22", "open_to_work_flag": false, "profile_views_received_30d": 54, "applications_submitted_30d": 10, "recruiter_response_rate": 0.64, "avg_response_time_hours": 198.5, "skill_assessment_scores": {"FAISS": 74.0, "Data Science": 30.2}, "connection_count": 217, "endorsements_received": 74, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.3, "max": 12.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 87, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.46, "offer_acceptance_rate": 0.8, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0094647", "profile": {"anonymized_name": "Aditya Reddy", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 2.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 2.4, "current_title": "Marketing Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Marketing Manager", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2024-01-08", "end_date": "2025-01-02", "duration_months": 12, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "NIT Trichy", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2015, "end_year": 2019, "grade": "6.93 CGPA", "tier": "tier_1"}, {"institution": "VJTI Mumbai", "degree": "M.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2011, "end_year": 2015, "grade": "9.26 CGPA", "tier": "tier_2"}], "skills": [{"name": "Kubernetes", "proficiency": "beginner", "endorsements": 15, "duration_months": 14}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 12, "duration_months": 14}, {"name": "CSS", "proficiency": "beginner", "endorsements": 14, "duration_months": 11}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 3, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 62.0, "signup_date": "2025-08-03", "last_active_date": "2026-01-11", "open_to_work_flag": true, "profile_views_received_30d": 78, "applications_submitted_30d": 8, "recruiter_response_rate": 0.07, "avg_response_time_hours": 238.1, "skill_assessment_scores": {}, "connection_count": 281, "endorsements_received": 15, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.6, "max": 20.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 21, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0094330", "profile": {"anonymized_name": "Meera Nair", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 3.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 3.4, "current_title": "Marketing Manager", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Operations Manager", "start_date": "2023-09-10", "end_date": "2024-12-03", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2023-02-12", "end_date": "2023-09-10", "duration_months": 7, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "Mathematics", "start_year": 2017, "end_year": 2022, "grade": "81%", "tier": "tier_4"}, {"institution": "SRM Chennai", "degree": "B.E.", "field_of_study": "Electrical Engineering", "start_year": 2015, "end_year": 2018, "grade": "85%", "tier": "tier_3"}], "skills": [{"name": "Webpack", "proficiency": "beginner", "endorsements": 0, "duration_months": 10}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 13, "duration_months": 35}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}, {"name": "SAP", "proficiency": "beginner", "endorsements": 6, "duration_months": 18}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 6, "duration_months": 22}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 5, "duration_months": 6}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 4, "duration_months": 21}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 10, "duration_months": 3}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2021}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 59.8, "signup_date": "2023-02-26", "last_active_date": "2026-03-10", "open_to_work_flag": false, "profile_views_received_30d": 73, "applications_submitted_30d": 2, "recruiter_response_rate": 0.7, "avg_response_time_hours": 263.7, "skill_assessment_scores": {}, "connection_count": 244, "endorsements_received": 18, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 5.0, "max": 18.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 66, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.76, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0034523", "profile": {"anonymized_name": "Anjali Shah", "headline": "Civil Engineer | Exploring AI & GenAI applications", "summary": "Civil Engineer with 7.6+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 7.6, "current_title": "Civil Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Operations Manager", "start_date": "2020-10-18", "end_date": "2022-10-08", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Hooli", "title": "Business Analyst", "start_date": "2019-10-24", "end_date": "2020-10-18", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0065613", "profile": {"anonymized_name": "Mira Naidu", "headline": "Full Stack Developer | Backend systems & APIs", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0099872", "profile": {"anonymized_name": "Saanvi Banerjee", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 8.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 8.1, "current_title": "Accountant", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Accountant", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2020-05-28", "end_date": "2024-09-04", "duration_months": 52, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2018-08-07", "end_date": "2020-05-28", "duration_months": 22, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "SRM University", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2008, "end_year": 2012, "grade": "8.78 CGPA", "tier": "tier_2"}, {"institution": "VIT Vellore", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2016, "end_year": 2020, "grade": "8.65 CGPA", "tier": "tier_2"}], "skills": [{"name": "Six Sigma", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 10, "duration_months": 28}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 2, "duration_months": 8}, {"name": "SEO", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 54, "duration_months": 60}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 7, "duration_months": 28}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 8, "duration_months": 26}, {"name": "SAP", "proficiency": "beginner", "endorsements": 6, "duration_months": 5}, {"name": "React", "proficiency": "intermediate", "endorsements": 10, "duration_months": 24}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 79.4, "signup_date": "2023-02-25", "last_active_date": "2026-05-25", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 4, "recruiter_response_rate": 0.19, "avg_response_time_hours": 229.3, "skill_assessment_scores": {"Data Science": 56.8}, "connection_count": 424, "endorsements_received": 4, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.8, "max": 27.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 31.6, "search_appearance_30d": 40, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.77, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0023417", "profile": {"anonymized_name": "Divya Shah", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 2.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 2.8, "current_title": "Software Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Software Engineer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Generic State University", "degree": "M.S.", "field_of_study": "Commerce", "start_year": 2005, "end_year": 2008, "grade": "83%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2016, "end_year": 2020, "grade": "69%", "tier": "tier_4"}], "skills": [{"name": "ETL", "proficiency": "intermediate", "endorsements": 13, "duration_months": 16}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 11, "duration_months": 36}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "Figma", "proficiency": "beginner", "endorsements": 5, "duration_months": 4}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "React", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 6, "duration_months": 5}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 13, "duration_months": 17}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 6, "duration_months": 4}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 2, "duration_months": 33}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 44.0, "signup_date": "2024-09-26", "last_active_date": "2026-03-29", "open_to_work_flag": false, "profile_views_received_30d": 55, "applications_submitted_30d": 12, "recruiter_response_rate": 0.71, "avg_response_time_hours": 167.5, "skill_assessment_scores": {}, "connection_count": 540, "endorsements_received": 35, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 21.1, "max": 34.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 45.3, "search_appearance_30d": 138, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.61, "offer_acceptance_rate": 0.5, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0066543", "profile": {"anonymized_name": "Ayaan Chopra", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 2.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 2.4, "current_title": "Frontend Engineer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Frontend Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Thapar University", "degree": "B.E.", "field_of_study": "Statistics", "start_year": 2013, "end_year": 2016, "grade": "9.41 CGPA", "tier": "tier_2"}, {"institution": "Delhi College of Engineering", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2013, "end_year": 2017, "grade": "8.93 CGPA", "tier": "tier_2"}], "skills": [{"name": "Airflow", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "TensorFlow", "proficiency": "intermediate", "endorsements": 11, "duration_months": 33}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 11, "duration_months": 20}, {"name": "Tally", "proficiency": "beginner", "endorsements": 13, "duration_months": 12}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 14, "duration_months": 25}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 70.1, "signup_date": "2024-02-08", "last_active_date": "2026-04-09", "open_to_work_flag": false, "profile_views_received_30d": 22, "applications_submitted_30d": 8, "recruiter_response_rate": 0.4, "avg_response_time_hours": 139.4, "skill_assessment_scores": {}, "connection_count": 625, "endorsements_received": 4, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.3, "max": 19.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 62, "saved_by_recruiters_30d": 14, "interview_completion_rate": 0.41, "offer_acceptance_rate": 0.24, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0013948", "profile": {"anonymized_name": "Vikram Shah", "headline": ".NET Developer | Backend systems & APIs", "summary": "Software engineer with 5.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 5.0, "current_title": ".NET Developer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": ".NET Developer", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Capgemini", "title": "Frontend Engineer", "start_date": "2021-07-22", "end_date": "2024-05-07", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "SRM Chennai", "degree": "B.Tech", "field_of_study": "MBA", "start_year": 2010, "end_year": 2015, "grade": "7.36 CGPA", "tier": "tier_3"}], "skills": [{"name": "LangChain", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 0, "duration_months": 10}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 5, "duration_months": 3}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 56, "duration_months": 32}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Java", "proficiency": "beginner", "endorsements": 9, "duration_months": 17}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 0, "duration_months": 24}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 3, "duration_months": 34}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Docker", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 85.8, "signup_date": "2025-12-14", "last_active_date": "2025-12-10", "open_to_work_flag": false, "profile_views_received_30d": 15, "applications_submitted_30d": 9, "recruiter_response_rate": 0.19, "avg_response_time_hours": 60.1, "skill_assessment_scores": {}, "connection_count": 600, "endorsements_received": 44, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 13.3, "max": 30.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 31.9, "search_appearance_30d": 209, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.81, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0081960", "profile": {"anonymized_name": "Suresh Hegde", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 14.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 14.7, "current_title": "Content Writer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Content Writer", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2019-07-03", "end_date": "2023-02-12", "duration_months": 44, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "HR Manager", "start_date": "2018-05-09", "end_date": "2019-07-03", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2014-09-27", "end_date": "2018-05-09", "duration_months": 44, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2011-12-12", "end_date": "2014-08-28", "duration_months": 33, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Regional Technical Institute", "degree": "Ph.D", "field_of_study": "Computer Engineering", "start_year": 2010, "end_year": 2013, "grade": "9.07 CGPA", "tier": "tier_4"}], "skills": [{"name": "CI/CD", "proficiency": "intermediate", "endorsements": 14, "duration_months": 16}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 7, "duration_months": 10}, {"name": "SEO", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}, {"name": "ETL", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 5, "duration_months": 23}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 14, "duration_months": 29}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 47.8, "signup_date": "2023-08-29", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 4, "recruiter_response_rate": 0.69, "avg_response_time_hours": 61.9, "skill_assessment_scores": {}, "connection_count": 43, "endorsements_received": 29, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 7.1, "max": 8.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 16, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.36, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0039118", "profile": {"anonymized_name": "Ved Banerjee", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 12.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 12.9, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Content Writer", "start_date": "2020-12-10", "end_date": "2023-01-29", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "Sales Executive", "start_date": "2017-09-27", "end_date": "2020-12-10", "duration_months": 39, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2015-03-12", "end_date": "2017-09-27", "duration_months": 31, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2013-11-10", "end_date": "2015-03-05", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "KIIT University", "degree": "B.Tech", "field_of_study": "Civil Engineering", "start_year": 2002, "end_year": 2005, "grade": "8.30 CGPA", "tier": "tier_3"}], "skills": [{"name": "Illustrator", "proficiency": "intermediate", "endorsements": 11, "duration_months": 14}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "Django", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 38.1, "signup_date": "2025-09-02", "last_active_date": "2025-10-14", "open_to_work_flag": true, "profile_views_received_30d": 41, "applications_submitted_30d": 7, "recruiter_response_rate": 0.68, "avg_response_time_hours": 158.3, "skill_assessment_scores": {}, "connection_count": 163, "endorsements_received": 20, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.3, "max": 18.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 125, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.38, "offer_acceptance_rate": 0.69, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0083749", "profile": {"anonymized_name": "Ishaan Krishnan", "headline": "Marketing Manager | 7.5+ yrs experience", "summary": "Professional with 7.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 7.5, "current_title": "Marketing Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Stark Industries", "title": "Customer Support", "start_date": "2021-10-13", "end_date": "2024-01-31", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wipro", "title": "Content Writer", "start_date": "2019-02-26", "end_date": "2021-10-13", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "VJTI Mumbai", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2002, "end_year": 2006, "grade": "6.91 CGPA", "tier": "tier_2"}], "skills": [{"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 6, "duration_months": 26}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 35}, {"name": "Tally", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 9, "duration_months": 26}, {"name": "Go", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 18}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2024}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2023}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 28.7, "signup_date": "2025-02-21", "last_active_date": "2026-02-13", "open_to_work_flag": false, "profile_views_received_30d": 68, "applications_submitted_30d": 2, "recruiter_response_rate": 0.25, "avg_response_time_hours": 210.2, "skill_assessment_scores": {}, "connection_count": 275, "endorsements_received": 15, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.9, "max": 8.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 29, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.32, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0066541", "profile": {"anonymized_name": "Arnav Hegde", "headline": ".NET Developer | Cloud & DevOps", "summary": "Software engineer with 2.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 2.1, "current_title": ".NET Developer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": ".NET Developer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Hooli", "title": "Cloud Engineer", "start_date": "2024-05-07", "end_date": "2024-11-03", "duration_months": 6, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "VIT Chennai", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2001, "end_year": 2006, "grade": "8.63 CGPA", "tier": "tier_3"}, {"institution": "Thapar University", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2009, "end_year": 2012, "grade": "8.99 CGPA", "tier": "tier_2"}], "skills": [{"name": "Apache Flink", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "ASR", "proficiency": "advanced", "endorsements": 9, "duration_months": 42}, {"name": "Java", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 8}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}, {"name": "Spark", "proficiency": "beginner", "endorsements": 3, "duration_months": 9}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 2, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 64.8, "signup_date": "2026-03-04", "last_active_date": "2026-05-17", "open_to_work_flag": false, "profile_views_received_30d": 31, "applications_submitted_30d": 12, "recruiter_response_rate": 0.39, "avg_response_time_hours": 162.1, "skill_assessment_scores": {"ASR": 60.8}, "connection_count": 621, "endorsements_received": 40, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 27.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 154, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.91, "offer_acceptance_rate": 0.35, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0079819", "profile": {"anonymized_name": "Ishaan Sen", "headline": "DevOps Engineer | Full-stack development", "summary": "Software engineer with 3.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 3.8, "current_title": "DevOps Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "DevOps Engineer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "VIT Chennai", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2007, "end_year": 2010, "grade": "9.46 CGPA", "tier": "tier_3"}], "skills": [{"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 0, "duration_months": 7}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 2, "duration_months": 12}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 5, "duration_months": 6}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 51, "duration_months": 57}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 14, "duration_months": 22}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "Haystack", "proficiency": "intermediate", "endorsements": 11, "duration_months": 11}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 31, "duration_months": 43}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 10, "duration_months": 32}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 0, "duration_months": 23}, {"name": "Milvus", "proficiency": "advanced", "endorsements": 16, "duration_months": 50}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 2, "duration_months": 24}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 8, "duration_months": 12}, {"name": "Spark", "proficiency": "beginner", "endorsements": 5, "duration_months": 16}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 73.1, "signup_date": "2023-11-12", "last_active_date": "2026-04-20", "open_to_work_flag": true, "profile_views_received_30d": 95, "applications_submitted_30d": 2, "recruiter_response_rate": 0.17, "avg_response_time_hours": 74.8, "skill_assessment_scores": {}, "connection_count": 344, "endorsements_received": 63, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.1, "max": 17.9}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 35, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.42, "offer_acceptance_rate": 0.72, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0026072", "profile": {"anonymized_name": "Mira Pandey", "headline": "Project Manager | 14.3+ yrs experience", "summary": "Professional with 14.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 14.3, "current_title": "Project Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2020-08-12", "end_date": "2024-02-23", "duration_months": 43, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2017-07-29", "end_date": "2020-08-12", "duration_months": 37, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Content Writer", "start_date": "2013-07-20", "end_date": "2017-07-29", "duration_months": 49, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2012-05-26", "end_date": "2013-07-20", "duration_months": 14, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2014, "end_year": 2018, "grade": "8.31 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2006, "end_year": 2011, "grade": "8.10 CGPA", "tier": "tier_4"}], "skills": [{"name": "Vue.js", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "HTML", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 13, "duration_months": 21}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 11, "duration_months": 35}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 14}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2023}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 52.4, "signup_date": "2022-07-14", "last_active_date": "2026-01-30", "open_to_work_flag": false, "profile_views_received_30d": 63, "applications_submitted_30d": 7, "recruiter_response_rate": 0.44, "avg_response_time_hours": 112.1, "skill_assessment_scores": {}, "connection_count": 413, "endorsements_received": 48, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 3.5, "max": 7.3}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 21.8, "search_appearance_30d": 74, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.54, "offer_acceptance_rate": 0.55, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0020033", "profile": {"anonymized_name": "Rajesh Iyengar", "headline": "Accountant | Helping teams scale", "summary": "Professional with 8.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 8.6, "current_title": "Accountant", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Accountant", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Civil Engineer", "start_date": "2019-11-23", "end_date": "2023-06-05", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2017-11-03", "end_date": "2019-09-24", "duration_months": 23, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "SRM University", "degree": "M.Sc", "field_of_study": "Computer Engineering", "start_year": 2011, "end_year": 2014, "grade": "7.95 CGPA", "tier": "tier_2"}], "skills": [{"name": "Java", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "Redis", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 8, "duration_months": 18}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 16}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 11, "duration_months": 24}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 6, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 59.2, "signup_date": "2023-04-28", "last_active_date": "2026-02-23", "open_to_work_flag": true, "profile_views_received_30d": 40, "applications_submitted_30d": 7, "recruiter_response_rate": 0.73, "avg_response_time_hours": 148.2, "skill_assessment_scores": {}, "connection_count": 272, "endorsements_received": 38, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.8, "max": 23.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 29.0, "search_appearance_30d": 91, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0049010", "profile": {"anonymized_name": "Aryan Trivedi", "headline": "Software Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 4.5 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid — Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 4.5, "current_title": "Software Engineer", "current_company": "Zomato", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Zomato", "title": "Software Engineer", "start_date": "2021-12-19", "end_date": null, "duration_months": 54, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}], "education": [{"institution": "SRM Chennai", "degree": "M.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2007, "end_year": 2012, "grade": "80%", "tier": "tier_3"}, {"institution": "SRM University", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2016, "end_year": 2021, "grade": "68%", "tier": "tier_2"}], "skills": [{"name": "Data Science", "proficiency": "advanced", "endorsements": 51, "duration_months": 31}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 1, "duration_months": 23}, {"name": "Go", "proficiency": "intermediate", "endorsements": 13, "duration_months": 20}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 0, "duration_months": 28}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 2, "duration_months": 36}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "TTS", "proficiency": "advanced", "endorsements": 43, "duration_months": 59}, {"name": "Learning to Rank", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "LangChain", "proficiency": "intermediate", "endorsements": 0, "duration_months": 27}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 48, "duration_months": 23}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 8, "duration_months": 12}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 0, "duration_months": 25}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 80.8, "signup_date": "2023-09-08", "last_active_date": "2026-05-23", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 11, "recruiter_response_rate": 0.62, "avg_response_time_hours": 162.1, "skill_assessment_scores": {}, "connection_count": 887, "endorsements_received": 45, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.0, "max": 23.9}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 23.8, "search_appearance_30d": 84, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.97, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0099944", "profile": {"anonymized_name": "Riya Sethi", "headline": "Content Writer | Driving business outcomes", "summary": "Professional with 1.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 1.3, "current_title": "Content Writer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Content Writer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2016, "end_year": 2019, "grade": "8.87 CGPA", "tier": "tier_4"}], "skills": [{"name": "Kafka", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 13, "duration_months": 22}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 13}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 4, "duration_months": 17}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 0, "duration_months": 27}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 28}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 82.7, "signup_date": "2025-03-15", "last_active_date": "2026-01-27", "open_to_work_flag": false, "profile_views_received_30d": 33, "applications_submitted_30d": 7, "recruiter_response_rate": 0.58, "avg_response_time_hours": 138.6, "skill_assessment_scores": {}, "connection_count": 250, "endorsements_received": 12, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.2, "max": 26.6}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 114, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0021175", "profile": {"anonymized_name": "Siya Vora", "headline": "Graphic Designer | 12.4+ yrs experience", "summary": "Professional with 12.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Infosys", "title": "Business Analyst", "start_date": "2016-12-08", "end_date": "2019-11-23", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Sales Executive", "start_date": "2014-03-17", "end_date": "2016-12-01", "duration_months": 33, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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{"candidate_id": "CAND_0070698", "profile": {"anonymized_name": "Neha Chopra", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 2.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 2.1, "current_title": "Mobile Developer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "Mobile Developer", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Symbiosis International", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2002, "end_year": 2006, "grade": "92%", "tier": "tier_3"}], "skills": [{"name": "Redis", "proficiency": "intermediate", "endorsements": 3, "duration_months": 12}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "Go", "proficiency": "intermediate", "endorsements": 11, "duration_months": 20}, {"name": "Azure", "proficiency": "beginner", "endorsements": 6, "duration_months": 5}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 20, "duration_months": 58}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 4, "duration_months": 11}, {"name": "Sales", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "RAG", "proficiency": "advanced", "endorsements": 54, "duration_months": 27}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "ETL", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 8, "duration_months": 9}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 2, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 78.3, "signup_date": "2024-05-16", "last_active_date": "2026-01-17", "open_to_work_flag": false, "profile_views_received_30d": 42, "applications_submitted_30d": 5, "recruiter_response_rate": 0.57, "avg_response_time_hours": 68.1, "skill_assessment_scores": {"Computer Vision": 28.1, "RAG": 37.8}, "connection_count": 622, "endorsements_received": 27, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.9, "max": 26.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 139, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.67, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0069515", "profile": {"anonymized_name": "Pari Mittal", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 8.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 8.5, "current_title": "Content Writer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Content Writer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Sales Executive", "start_date": "2022-04-18", "end_date": "2025-01-02", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "Sales Executive", "start_date": "2018-02-08", "end_date": "2022-04-18", "duration_months": 51, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.S.", "field_of_study": "Electronics", "start_year": 2015, "end_year": 2020, "grade": "6.97 CGPA", "tier": "tier_4"}], "skills": [{"name": "Redux", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 8, "duration_months": 34}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 1, "duration_months": 17}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 13, "duration_months": 23}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}, {"name": "Tally", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 82.5, "signup_date": "2022-08-23", "last_active_date": "2025-12-21", "open_to_work_flag": false, "profile_views_received_30d": 77, "applications_submitted_30d": 0, "recruiter_response_rate": 0.12, "avg_response_time_hours": 148.0, "skill_assessment_scores": {}, "connection_count": 356, "endorsements_received": 15, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.2, "max": 27.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 40, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.26, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0000075", "profile": {"anonymized_name": "Kavya Nair", "headline": "Full Stack Developer | Full-stack development", "summary": "Software engineer with 5.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0078505", "profile": {"anonymized_name": "Aditya Malhotra", "headline": "Cloud Engineer | Backend systems & APIs", "summary": "Software engineer with 5.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0042488", "profile": {"anonymized_name": "Divya Hegde", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 9.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Strong on the infra and ops side; haven't done much application development."}, {"company": "Wipro", "title": "Mobile Developer", "start_date": "2016-10-02", "end_date": "2017-11-26", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. 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{"candidate_id": "CAND_0064043", "profile": {"anonymized_name": "Sanjay Kumar", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 11.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2016-06-18", "end_date": "2017-07-13", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Content Writer", "start_date": "2014-09-27", "end_date": "2016-06-18", "duration_months": 21, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0002553", "profile": {"anonymized_name": "Zara Sharma", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 8.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 8.6, "current_title": "Mobile Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Mobile Developer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "HCL", "title": ".NET Developer", "start_date": "2019-01-04", "end_date": "2023-02-12", "duration_months": 50, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Dunder Mifflin", "title": "Java Developer", "start_date": "2017-11-10", "end_date": "2019-01-04", "duration_months": 14, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Christ University", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2001, "end_year": 2005, "grade": "9.25 CGPA", "tier": "tier_3"}], "skills": [{"name": "Accounting", "proficiency": "beginner", "endorsements": 7, "duration_months": 2}, {"name": "LlamaIndex", "proficiency": "advanced", "endorsements": 36, "duration_months": 60}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 6, "duration_months": 27}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 0, "duration_months": 18}, {"name": "NLP", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 14, "duration_months": 27}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 29}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 7, "duration_months": 8}, {"name": "Java", "proficiency": "intermediate", "endorsements": 13, "duration_months": 9}, {"name": "SAP", "proficiency": "beginner", "endorsements": 11, "duration_months": 3}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 37.3, "signup_date": "2023-06-23", "last_active_date": "2026-05-25", "open_to_work_flag": false, "profile_views_received_30d": 58, "applications_submitted_30d": 4, "recruiter_response_rate": 0.25, "avg_response_time_hours": 212.4, "skill_assessment_scores": {"LlamaIndex": 44.4}, "connection_count": 378, "endorsements_received": 1, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.7, "max": 27.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 2, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.88, "offer_acceptance_rate": 0.49, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0014663", "profile": {"anonymized_name": "Manish Krishnan", "headline": "Accountant | Helping teams scale", "summary": "Professional with 12.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 12.3, "current_title": "Accountant", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Customer Support", "start_date": "2020-04-28", "end_date": "2023-04-13", "duration_months": 36, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2018-09-22", "end_date": "2020-04-14", "duration_months": 19, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Content Writer", "start_date": "2014-04-16", "end_date": "2018-09-22", "duration_months": 54, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. 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{"candidate_id": "CAND_0047577", "profile": {"anonymized_name": "Shreya Chatterjee", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 9.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 9.9, "current_title": "Customer Support", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Customer Support", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2020-10-25", "end_date": "2025-02-01", "duration_months": 52, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2019-04-04", "end_date": "2020-10-25", "duration_months": 19, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2016-06-18", "end_date": "2019-02-03", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "NIT Trichy", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2009, "end_year": 2014, "grade": "8.50 CGPA", "tier": "tier_1"}], "skills": [{"name": "React", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 12}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 11, "duration_months": 19}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 13, "duration_months": 35}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 46.9, "signup_date": "2023-08-13", "last_active_date": "2025-10-09", "open_to_work_flag": true, "profile_views_received_30d": 19, "applications_submitted_30d": 9, "recruiter_response_rate": 0.34, "avg_response_time_hours": 17.7, "skill_assessment_scores": {}, "connection_count": 535, "endorsements_received": 20, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 25.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 33, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0040307", "profile": {"anonymized_name": "Kavya Sen", "headline": "Content Writer | AI enthusiast | Building with LLMs", "summary": "Content Writer with 10.5+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 10.5, "current_title": "Content Writer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Content Writer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Content Writer", "start_date": "2020-10-18", "end_date": "2024-11-26", "duration_months": 50, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2017-08-28", "end_date": "2020-10-11", "duration_months": 38, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Operations Manager", "start_date": "2016-01-22", "end_date": "2017-08-14", "duration_months": 19, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Symbiosis International", "degree": "B.Tech", "field_of_study": "Mathematics", "start_year": 2001, "end_year": 2006, "grade": "7.51 CGPA", "tier": "tier_3"}], "skills": [{"name": "Snowflake", "proficiency": "beginner", "endorsements": 13, "duration_months": 18}, {"name": "GCP", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 10, "duration_months": 36}, {"name": "Tally", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "LangChain", "proficiency": "intermediate", "endorsements": 1, "duration_months": 6}, {"name": "Information Retrieval", "proficiency": "intermediate", "endorsements": 4, "duration_months": 16}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 1, "duration_months": 16}, {"name": "Pinecone", "proficiency": "advanced", "endorsements": 1, "duration_months": 11}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 2, "duration_months": 13}, {"name": "RAG", "proficiency": "intermediate", "endorsements": 0, "duration_months": 4}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 4, "duration_months": 4}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 1, "duration_months": 6}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 0, "duration_months": 7}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 2, "duration_months": 10}, {"name": "FAISS", "proficiency": "advanced", "endorsements": 0, "duration_months": 10}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 41.0, "signup_date": "2022-10-18", "last_active_date": "2026-02-28", "open_to_work_flag": false, "profile_views_received_30d": 9, "applications_submitted_30d": 10, "recruiter_response_rate": 0.39, "avg_response_time_hours": 266.9, "skill_assessment_scores": {}, "connection_count": 522, "endorsements_received": 4, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 10.3, "max": 14.5}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 139, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.74, "offer_acceptance_rate": 0.22, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0031386", "profile": {"anonymized_name": "Aarohi Desai", "headline": "Sales Executive | 1.7+ yrs experience", "summary": "Professional with 1.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 1.7, "current_title": "Sales Executive", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Sales Executive", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "KIIT University", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2013, "end_year": 2016, "grade": "7.28 CGPA", "tier": "tier_3"}], "skills": [{"name": "CI/CD", "proficiency": "intermediate", "endorsements": 8, "duration_months": 14}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}, {"name": "Azure", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "CSS", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 10, "duration_months": 14}, {"name": "Django", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 60.9, "signup_date": "2024-07-08", "last_active_date": "2026-05-01", "open_to_work_flag": false, "profile_views_received_30d": 25, "applications_submitted_30d": 7, "recruiter_response_rate": 0.31, "avg_response_time_hours": 259.5, "skill_assessment_scores": {}, "connection_count": 46, "endorsements_received": 19, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 16.9, "max": 26.6}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 161, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.62, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0007593", "profile": {"anonymized_name": "Nisha Saxena", "headline": "Content Writer | 9.6+ yrs experience", "summary": "Professional with 9.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2023-06-12", "end_date": "2024-12-03", "duration_months": 18, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2019-12-30", "end_date": "2023-06-12", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0031572", "profile": {"anonymized_name": "Divya Shah", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 7.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 7.6, "current_title": "Project Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Project Manager", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Business Analyst", "start_date": "2021-12-19", "end_date": "2023-10-10", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2019-02-03", "end_date": "2021-12-19", "duration_months": 35, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "KIIT University", "degree": "M.E.", "field_of_study": "MBA", "start_year": 2002, "end_year": 2007, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "GCP", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 11, "duration_months": 22}, {"name": "AWS", "proficiency": "beginner", "endorsements": 7, "duration_months": 11}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 50, "duration_months": 23}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}, {"name": "Redux", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 3, "duration_months": 27}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 50.1, "signup_date": "2025-05-30", "last_active_date": "2026-05-16", "open_to_work_flag": false, "profile_views_received_30d": 38, "applications_submitted_30d": 10, "recruiter_response_rate": 0.37, "avg_response_time_hours": 216.6, "skill_assessment_scores": {}, "connection_count": 252, "endorsements_received": 45, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 3.6, "max": 26.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 139, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0074365", "profile": {"anonymized_name": "Manish Patel", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 6.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "London", "country": "UK", "years_of_experience": 6.1, "current_title": "Content Writer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Content Writer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2022-03-19", "end_date": "2023-06-12", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2020-06-13", "end_date": "2022-03-05", "duration_months": 21, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "PES University", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2009, "end_year": 2012, "grade": "7.43 CGPA", "tier": "tier_2"}], "skills": [{"name": "Photoshop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 29}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 4, "duration_months": 6}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}, {"name": "Rust", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 15, "duration_months": 33}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 7, "duration_months": 6}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2020}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 76.5, "signup_date": "2025-02-04", "last_active_date": "2025-12-12", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 8, "recruiter_response_rate": 0.7, "avg_response_time_hours": 135.9, "skill_assessment_scores": {}, "connection_count": 232, "endorsements_received": 21, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.3, "max": 23.2}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 22.0, "search_appearance_30d": 91, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0010323", "profile": {"anonymized_name": "Aditya Bose", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 3.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 3.0, "current_title": "Civil Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Civil Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2023-07-12", "end_date": "2024-09-04", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "IIT Delhi", "degree": "B.Tech", "field_of_study": "Machine Learning", "start_year": 2006, "end_year": 2010, "grade": "8.70 CGPA", "tier": "tier_1"}], "skills": [{"name": "Microservices", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 7, "duration_months": 17}, {"name": "Agile", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 8, "duration_months": 10}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 1, "duration_months": 17}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 12, "duration_months": 36}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.9, "signup_date": "2025-03-12", "last_active_date": "2026-04-22", "open_to_work_flag": true, "profile_views_received_30d": 68, "applications_submitted_30d": 10, "recruiter_response_rate": 0.11, "avg_response_time_hours": 217.1, "skill_assessment_scores": {}, "connection_count": 403, "endorsements_received": 37, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 16.9, "max": 22.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 45.8, "search_appearance_30d": 22, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.31, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0011227", "profile": {"anonymized_name": "Aarohi Mishra", "headline": "Accountant | 10.2+ yrs experience", "summary": "Professional with 10.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 10.2, "current_title": "Accountant", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Accountant", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Sales Executive", "start_date": "2020-06-20", "end_date": "2024-03-31", "duration_months": 46, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2016-04-12", "end_date": "2020-04-21", "duration_months": 49, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Anna University", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2013, "end_year": 2018, "grade": "8.45 CGPA", "tier": "tier_2"}], "skills": [{"name": "Azure", "proficiency": "beginner", "endorsements": 2, "duration_months": 17}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 12, "duration_months": 32}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 1, "duration_months": 16}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 14, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 40.8, "signup_date": "2023-09-20", "last_active_date": "2026-05-13", "open_to_work_flag": false, "profile_views_received_30d": 16, "applications_submitted_30d": 3, "recruiter_response_rate": 0.2, "avg_response_time_hours": 69.4, "skill_assessment_scores": {}, "connection_count": 209, "endorsements_received": 0, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.1, "max": 13.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 55, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.67, "offer_acceptance_rate": 0.61, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0095933", "profile": {"anonymized_name": "Aanya Shah", "headline": "Software Engineer | Full-stack development", "summary": "Software engineer with 2.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 2.2, "current_title": "Software Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Software Engineer", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "RV College of Engineering", "degree": "Ph.D", "field_of_study": "MBA", "start_year": 2017, "end_year": 2021, "grade": "6.58 CGPA", "tier": "tier_2"}], "skills": [{"name": "ASR", "proficiency": "advanced", "endorsements": 23, "duration_months": 44}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 50, "duration_months": 43}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 1, "duration_months": 8}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "LlamaIndex", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 5, "duration_months": 30}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 18}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 5, "duration_months": 3}, {"name": "Spark", "proficiency": "beginner", "endorsements": 11, "duration_months": 6}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 1, "duration_months": 11}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 70.2, "signup_date": "2023-10-02", "last_active_date": "2026-03-10", "open_to_work_flag": true, "profile_views_received_30d": 43, "applications_submitted_30d": 12, "recruiter_response_rate": 0.25, "avg_response_time_hours": 127.0, "skill_assessment_scores": {"ASR": 43.5}, "connection_count": 429, "endorsements_received": 72, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.1, "max": 16.3}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 195, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.49, "offer_acceptance_rate": 0.74, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0063700", "profile": {"anonymized_name": "Pooja Krishnan", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 10.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 10.4, "current_title": "Marketing Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Marketing Manager", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2019-04-04", "end_date": "2023-09-10", "duration_months": 54, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Accountant", "start_date": "2016-01-20", "end_date": "2019-04-04", "duration_months": 39, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Delhi College of Engineering", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2012, "end_year": 2017, "grade": "6.52 CGPA", "tier": "tier_2"}], "skills": [{"name": "Java", "proficiency": "beginner", "endorsements": 2, "duration_months": 3}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 2, "duration_months": 28}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 16}, {"name": "Azure", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 9, "duration_months": 14}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 55, "duration_months": 47}, {"name": "Django", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 38.8, "signup_date": "2022-10-19", "last_active_date": "2026-01-09", "open_to_work_flag": true, "profile_views_received_30d": 25, "applications_submitted_30d": 5, "recruiter_response_rate": 0.38, "avg_response_time_hours": 257.3, "skill_assessment_scores": {"Time Series": 25.7}, "connection_count": 240, "endorsements_received": 49, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 6.1, "max": 11.1}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 130, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.36, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0009072", "profile": {"anonymized_name": "Aadhya Banerjee", "headline": "Sales Executive | 12.3+ yrs experience", "summary": "Professional with 12.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 12.3, "current_title": "Sales Executive", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Sales Executive", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2021-05-09", "end_date": "2024-01-24", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2018-09-22", "end_date": "2021-05-09", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2016-01-06", "end_date": "2018-09-22", "duration_months": 33, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Project Manager", "start_date": "2014-06-15", "end_date": "2016-01-06", "duration_months": 19, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0099694", "profile": {"anonymized_name": "Vikram Iyengar", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 5.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 5.0, "current_title": "HR Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "HR Manager", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2021-07-22", "end_date": "2024-05-07", "duration_months": 34, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "SRM Chennai", "degree": "B.Tech", "field_of_study": "Commerce", "start_year": 2015, "end_year": 2018, "grade": "82%", "tier": "tier_3"}, {"institution": "Christ University", "degree": "M.S.", "field_of_study": "Commerce", "start_year": 2014, "end_year": 2018, "grade": "83%", "tier": "tier_3"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}, {"name": "GCP", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 0, "duration_months": 11}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "React", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 25, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 71.8, "signup_date": "2025-09-23", "last_active_date": "2025-12-02", "open_to_work_flag": true, "profile_views_received_30d": 0, "applications_submitted_30d": 7, "recruiter_response_rate": 0.08, "avg_response_time_hours": 135.1, "skill_assessment_scores": {"Diffusion Models": 50.9}, "connection_count": 386, "endorsements_received": 22, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.1, "max": 12.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 171, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0069823", "profile": {"anonymized_name": "Ayaan Menon", "headline": "Graphic Designer | 6.5+ yrs experience", "summary": "Professional with 6.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 6.5, "current_title": "Graphic Designer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Graphic Designer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "TCS", "title": "Content Writer", "start_date": "2020-05-28", "end_date": "2024-09-04", "duration_months": 52, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2019-10-01", "end_date": "2020-03-29", "duration_months": 6, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Mathematics", "start_year": 2017, "end_year": 2021, "grade": "8.67 CGPA", "tier": "tier_4"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 11, "duration_months": 36}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 8}, {"name": "Rust", "proficiency": "beginner", "endorsements": 11, "duration_months": 12}, {"name": "Azure", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "dbt", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 75.4, "signup_date": "2026-02-03", "last_active_date": "2026-01-20", "open_to_work_flag": false, "profile_views_received_30d": 45, "applications_submitted_30d": 2, "recruiter_response_rate": 0.72, "avg_response_time_hours": 164.7, "skill_assessment_scores": {}, "connection_count": 287, "endorsements_received": 47, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 12.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 65, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.52, "offer_acceptance_rate": 0.29, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0016484", "profile": {"anonymized_name": "Advaith Reddy", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 4.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 4.9, "current_title": "Mobile Developer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Mobile Developer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "HCL", "title": "Software Engineer", "start_date": "2021-08-21", "end_date": "2022-10-15", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Amity University", "degree": "B.E.", "field_of_study": "Statistics", "start_year": 2002, "end_year": 2007, "grade": "8.60 CGPA", "tier": "tier_3"}, {"institution": "SRM Chennai", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2005, "end_year": 2010, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "Content Writing", "proficiency": "intermediate", "endorsements": 8, "duration_months": 17}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 44, "duration_months": 44}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 15, "duration_months": 36}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 9, "duration_months": 8}, {"name": "Python", "proficiency": "intermediate", "endorsements": 9, "duration_months": 21}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 10, "duration_months": 25}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 14, "duration_months": 11}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 47, "duration_months": 27}, {"name": "Haystack", "proficiency": "advanced", "endorsements": 57, "duration_months": 44}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.7, "signup_date": "2024-11-09", "last_active_date": "2026-05-01", "open_to_work_flag": false, "profile_views_received_30d": 47, "applications_submitted_30d": 0, "recruiter_response_rate": 0.41, "avg_response_time_hours": 148.3, "skill_assessment_scores": {"Weights & Biases": 46.3}, "connection_count": 779, "endorsements_received": 6, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.8, "max": 33.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 24.6, "search_appearance_30d": 31, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.53, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0016829", "profile": {"anonymized_name": "Naina Vora", "headline": "Content Writer | 9.2+ yrs experience", "summary": "Professional with 9.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0086475", "profile": {"anonymized_name": "Rajesh Menon", "headline": "Java Developer | Full-stack development", "summary": "Software engineer with 4.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 4.0, "current_title": "Java Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Java Developer", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Christ University", "degree": "M.E.", "field_of_study": "Chemical Engineering", "start_year": 2001, "end_year": 2006, "grade": "6.96 CGPA", "tier": "tier_3"}], "skills": [{"name": "Microservices", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 12, "duration_months": 25}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 57, "duration_months": 53}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 5, "duration_months": 25}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "Django", "proficiency": "beginner", "endorsements": 13, "duration_months": 14}, {"name": "Tally", "proficiency": "beginner", "endorsements": 6, "duration_months": 4}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 26}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}, {"name": "Machine Learning", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 38.9, "signup_date": "2023-04-04", "last_active_date": "2026-05-07", "open_to_work_flag": false, "profile_views_received_30d": 53, "applications_submitted_30d": 9, "recruiter_response_rate": 0.67, "avg_response_time_hours": 44.9, "skill_assessment_scores": {}, "connection_count": 416, "endorsements_received": 8, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 11.3, "max": 24.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 24.4, "search_appearance_30d": 233, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
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{"candidate_id": "CAND_0072064", "profile": {"anonymized_name": "Saanvi Ghosh", "headline": "Frontend Engineer | Full-stack development", "summary": "Software engineer with 1.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "New York", "country": "USA", "years_of_experience": 1.4, "current_title": "Frontend Engineer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "Frontend Engineer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2006, "end_year": 2009, "grade": "75%", "tier": "tier_4"}], "skills": [{"name": "AWS", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 13, "duration_months": 5}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 2, "duration_months": 20}, {"name": "Redux", "proficiency": "beginner", "endorsements": 1, "duration_months": 4}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 5, "duration_months": 26}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 9, "duration_months": 32}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 13, "duration_months": 29}, {"name": "GANs", "proficiency": "advanced", "endorsements": 7, "duration_months": 36}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 10, "duration_months": 17}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 58.2, "signup_date": "2024-01-07", "last_active_date": "2025-12-13", "open_to_work_flag": false, "profile_views_received_30d": 116, "applications_submitted_30d": 11, "recruiter_response_rate": 0.71, "avg_response_time_hours": 115.3, "skill_assessment_scores": {"GANs": 31.5}, "connection_count": 181, "endorsements_received": 13, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 18.3, "max": 15.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 101, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.63, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0021644", "profile": {"anonymized_name": "Shreya Menon", "headline": "Marketing Manager | 8.7+ yrs experience", "summary": "Professional with 8.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 8.7, "current_title": "Marketing Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2019-12-30", "end_date": "2022-03-19", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Project Manager", "start_date": "2017-11-10", "end_date": "2019-12-30", "duration_months": 26, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "COEP Pune", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2015, "end_year": 2018, "grade": "9.45 CGPA", "tier": "tier_2"}, {"institution": "Regional Technical Institute", "degree": "Ph.D", "field_of_study": "Commerce", "start_year": 2004, "end_year": 2008, "grade": "6.50 CGPA", "tier": "tier_4"}], "skills": [{"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 14, "duration_months": 3}, {"name": "ETL", "proficiency": "beginner", "endorsements": 5, "duration_months": 7}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 10, "duration_months": 14}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 6, "duration_months": 17}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 4, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 14, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 59.6, "signup_date": "2025-04-03", "last_active_date": "2026-05-17", "open_to_work_flag": false, "profile_views_received_30d": 44, "applications_submitted_30d": 1, "recruiter_response_rate": 0.52, "avg_response_time_hours": 95.7, "skill_assessment_scores": {}, "connection_count": 112, "endorsements_received": 15, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.2, "max": 25.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 1, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.33, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0034742", "profile": {"anonymized_name": "Aryan Chatterjee", "headline": "Software Engineer | Full-stack development", "summary": "Software engineer with 2.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 2.9, "current_title": "Software Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "Software Engineer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Amity University", "degree": "Ph.D", "field_of_study": "Mathematics", "start_year": 2008, "end_year": 2012, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "Figma", "proficiency": "beginner", "endorsements": 1, "duration_months": 16}, {"name": "Fine-tuning LLMs", "proficiency": "intermediate", "endorsements": 4, "duration_months": 35}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 10, "duration_months": 9}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 10, "duration_months": 8}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 14}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 0, "duration_months": 29}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 3, "duration_months": 26}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 55.0, "signup_date": "2025-07-01", "last_active_date": "2026-03-25", "open_to_work_flag": true, "profile_views_received_30d": 118, "applications_submitted_30d": 8, "recruiter_response_rate": 0.15, "avg_response_time_hours": 157.1, "skill_assessment_scores": {}, "connection_count": 219, "endorsements_received": 29, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.2, "max": 20.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 267, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.75, "offer_acceptance_rate": 0.56, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0069164", "profile": {"anonymized_name": "Rahul Mittal", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 6.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 6.3, "current_title": "Cloud Engineer", "current_company": "Accenture", "current_company_size": "10001+", "current_industry": "Consulting"}, "career_history": [{"company": "Accenture", "title": "Cloud Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Consulting", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Cognizant", "title": "Mobile Developer", "start_date": "2020-03-15", "end_date": "2024-11-19", "duration_months": 57, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2011, "end_year": 2016, "grade": "8.59 CGPA", "tier": "tier_4"}, {"institution": "PES University", "degree": "M.Tech", "field_of_study": "Electrical Engineering", "start_year": 2012, "end_year": 2016, "grade": "85%", "tier": "tier_2"}], "skills": [{"name": "Go", "proficiency": "beginner", "endorsements": 3, "duration_months": 12}, {"name": "Sales", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "pgvector", "proficiency": "intermediate", "endorsements": 7, "duration_months": 23}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 11, "duration_months": 34}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 4, "duration_months": 25}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "CSS", "proficiency": "beginner", "endorsements": 8, "duration_months": 3}, {"name": "Fine-tuning LLMs", "proficiency": "intermediate", "endorsements": 0, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 44.4, "signup_date": "2025-12-31", "last_active_date": "2026-04-26", "open_to_work_flag": false, "profile_views_received_30d": 116, "applications_submitted_30d": 8, "recruiter_response_rate": 0.68, "avg_response_time_hours": 163.0, "skill_assessment_scores": {}, "connection_count": 710, "endorsements_received": 69, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.5, "max": 31.7}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 46.9, "search_appearance_30d": 72, "saved_by_recruiters_30d": 19, "interview_completion_rate": 0.92, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0079508", "profile": {"anonymized_name": "Shaurya Rao", "headline": "Business Analyst | 9.5+ yrs experience", "summary": "Professional with 9.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 9.5, "current_title": "Business Analyst", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Business Analyst", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Accountant", "start_date": "2021-06-15", "end_date": "2024-11-26", "duration_months": 42, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2017-01-07", "end_date": "2021-06-15", "duration_months": 54, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2010, "end_year": 2014, "grade": "7.80 CGPA", "tier": "tier_4"}, {"institution": "Christ University", "degree": "M.E.", "field_of_study": "Artificial Intelligence", "start_year": 2006, "end_year": 2009, "grade": "68%", "tier": "tier_3"}], "skills": [{"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "Java", "proficiency": "intermediate", "endorsements": 2, "duration_months": 13}, {"name": "ETL", "proficiency": "beginner", "endorsements": 3, "duration_months": 14}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 7, "duration_months": 26}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 76.5, "signup_date": "2024-08-16", "last_active_date": "2026-05-12", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 9, "recruiter_response_rate": 0.19, "avg_response_time_hours": 186.6, "skill_assessment_scores": {}, "connection_count": 319, "endorsements_received": 12, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.2, "max": 8.1}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 32.7, "search_appearance_30d": 92, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.45, "offer_acceptance_rate": 0.74, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0055462", "profile": {"anonymized_name": "Deepak Patel", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 3.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 3.0, "current_title": "Mobile Developer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "Mobile Developer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Jadavpur University", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2015, "grade": "6.56 CGPA", "tier": "tier_2"}, {"institution": "VIT Chennai", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2002, "end_year": 2007, "grade": "7.02 CGPA", "tier": "tier_3"}], "skills": [{"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "AWS", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "Flask", "proficiency": "beginner", "endorsements": 1, "duration_months": 10}, {"name": "Redis", "proficiency": "beginner", "endorsements": 10, "duration_months": 8}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 3, "duration_months": 28}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "Figma", "proficiency": "beginner", "endorsements": 1, "duration_months": 15}, {"name": "CSS", "proficiency": "beginner", "endorsements": 6, "duration_months": 2}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 62.7, "signup_date": "2024-10-13", "last_active_date": "2026-01-22", "open_to_work_flag": true, "profile_views_received_30d": 61, "applications_submitted_30d": 7, "recruiter_response_rate": 0.7, "avg_response_time_hours": 64.5, "skill_assessment_scores": {}, "connection_count": 629, "endorsements_received": 1, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 20.6, "max": 27.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 44.0, "search_appearance_30d": 8, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.7, "offer_acceptance_rate": 0.24, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0027761", "profile": {"anonymized_name": "Tanvi Kumar", "headline": "HR Manager | 1.6+ yrs experience", "summary": "Professional with 1.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 1.6, "current_title": "HR Manager", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "HR Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "VJTI Mumbai", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2016, "end_year": 2021, "grade": "7.08 CGPA", "tier": "tier_2"}], "skills": [{"name": "MLflow", "proficiency": "advanced", "endorsements": 19, "duration_months": 20}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 12, "duration_months": 29}, {"name": "Go", "proficiency": "beginner", "endorsements": 9, "duration_months": 4}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 13, "duration_months": 36}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 9, "duration_months": 25}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 14, "duration_months": 13}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 11, "duration_months": 24}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 15, "duration_months": 17}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2024}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 33.2, "signup_date": "2026-04-25", "last_active_date": "2025-12-09", "open_to_work_flag": false, "profile_views_received_30d": 53, "applications_submitted_30d": 4, "recruiter_response_rate": 0.56, "avg_response_time_hours": 172.6, "skill_assessment_scores": {"MLflow": 70.6}, "connection_count": 76, "endorsements_received": 45, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.2, "max": 24.4}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 10.6, "search_appearance_30d": 73, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.62, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0070687", "profile": {"anonymized_name": "Dhruv Bose", "headline": "HR Manager | 12.1+ yrs experience", "summary": "Professional with 12.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 12.1, "current_title": "HR Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "HR Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2021-04-16", "end_date": "2024-10-27", "duration_months": 43, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2020-03-22", "end_date": "2021-03-17", "duration_months": 12, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2019-03-14", "end_date": "2020-03-08", "duration_months": 12, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Accountant", "start_date": "2015-10-31", "end_date": "2019-02-12", "duration_months": 40, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0098995", "profile": {"anonymized_name": "Manish Gupta", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 8.2+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 8.2, "current_title": "Customer Support", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Customer Support", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2020-01-15", "end_date": "2023-03-30", "duration_months": 39, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2018-04-25", "end_date": "2019-12-16", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2006, "end_year": 2009, "grade": "8.03 CGPA", "tier": "tier_4"}], "skills": [{"name": "Go", "proficiency": "beginner", "endorsements": 1, "duration_months": 8}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 14, "duration_months": 49}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}, {"name": "Django", "proficiency": "beginner", "endorsements": 5, "duration_months": 13}, {"name": "CSS", "proficiency": "beginner", "endorsements": 8, "duration_months": 8}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 5, "duration_months": 14}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 15, "duration_months": 19}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 69.9, "signup_date": "2024-03-12", "last_active_date": "2025-11-15", "open_to_work_flag": false, "profile_views_received_30d": 7, "applications_submitted_30d": 10, "recruiter_response_rate": 0.1, "avg_response_time_hours": 102.3, "skill_assessment_scores": {}, "connection_count": 432, "endorsements_received": 17, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.3, "max": 15.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 62, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.67, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0095674", "profile": {"anonymized_name": "Riya Sethi", "headline": "Senior Software Engineer | Data pipelines & analytics", "summary": "Software / data professional with 5.4 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 5.4, "current_title": "Senior Software Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "Senior Software Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}, {"company": "PharmEasy", "title": "Analytics Engineer", "start_date": "2021-02-22", "end_date": "2024-09-04", "duration_months": 43, "is_current": false, "industry": "HealthTech", "company_size": "5001-10000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Commerce", "start_year": 2012, "end_year": 2017, "grade": "6.67 CGPA", "tier": "tier_4"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 15, "duration_months": 9}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 46, "duration_months": 32}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "TTS", "proficiency": "advanced", "endorsements": 50, "duration_months": 60}, {"name": "Vector Search", "proficiency": "intermediate", "endorsements": 12, "duration_months": 10}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 34, "duration_months": 32}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2019}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 69.2, "signup_date": "2024-12-27", "last_active_date": "2026-01-29", "open_to_work_flag": true, "profile_views_received_30d": 70, "applications_submitted_30d": 4, "recruiter_response_rate": 0.69, "avg_response_time_hours": 139.6, "skill_assessment_scores": {"Kubeflow": 38.9}, "connection_count": 959, "endorsements_received": 32, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.7, "max": 34.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 95, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.61, "offer_acceptance_rate": 0.34, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0090423", "profile": {"anonymized_name": "Aarav Mukherjee", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 1.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 1.7, "current_title": "HR Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "HR Manager", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Civil Engineering", "start_year": 2005, "end_year": 2008, "grade": "7.42 CGPA", "tier": "tier_3"}, {"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Mathematics", "start_year": 2005, "end_year": 2008, "grade": "8.42 CGPA", "tier": "tier_4"}], "skills": [{"name": "GCP", "proficiency": "intermediate", "endorsements": 7, "duration_months": 17}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 5, "duration_months": 23}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 2, "duration_months": 35}, {"name": "Figma", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.8, "signup_date": "2023-07-28", "last_active_date": "2026-05-03", "open_to_work_flag": false, "profile_views_received_30d": 80, "applications_submitted_30d": 10, "recruiter_response_rate": 0.31, "avg_response_time_hours": 216.3, "skill_assessment_scores": {}, "connection_count": 355, "endorsements_received": 5, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.4, "max": 6.7}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 79, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0026366", "profile": {"anonymized_name": "Aanya Sethi", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 6.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 6.7, "current_title": "Business Analyst", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Business Analyst", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Sales Executive", "start_date": "2022-01-18", "end_date": "2023-04-13", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "Accountant", "start_date": "2019-10-01", "end_date": "2021-11-19", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Christ University", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2015, "end_year": 2018, "grade": "6.96 CGPA", "tier": "tier_3"}, {"institution": "Symbiosis International", "degree": "M.E.", "field_of_study": "MBA", "start_year": 2009, "end_year": 2014, "grade": "86%", "tier": "tier_3"}], "skills": [{"name": "Redis", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "React", "proficiency": "intermediate", "endorsements": 2, "duration_months": 19}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 7, "duration_months": 10}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 12, "duration_months": 20}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 49.6, "signup_date": "2024-01-23", "last_active_date": "2025-10-25", "open_to_work_flag": false, "profile_views_received_30d": 30, "applications_submitted_30d": 4, "recruiter_response_rate": 0.23, "avg_response_time_hours": 64.3, "skill_assessment_scores": {}, "connection_count": 118, "endorsements_received": 3, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.7, "max": 13.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 30.8, "search_appearance_30d": 9, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.61, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0093448", "profile": {"anonymized_name": "Pari Rao", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 13.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2012-12-15", "end_date": "2015-11-30", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. 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{"candidate_id": "CAND_0040858", "profile": {"anonymized_name": "Dhruv Trivedi", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 3.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 3.4, "current_title": "Graphic Designer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Lovely Professional University", "degree": "M.Sc", "field_of_study": "Data Science", "start_year": 2010, "end_year": 2015, "grade": "77%", "tier": "tier_3"}, {"institution": "COEP Pune", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2008, "end_year": 2011, "grade": "66%", "tier": "tier_2"}], "skills": [{"name": "Kubernetes", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 13, "duration_months": 10}, {"name": "ETL", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 5, "duration_months": 32}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2024}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 45.9, "signup_date": "2023-02-14", "last_active_date": "2026-04-14", "open_to_work_flag": true, "profile_views_received_30d": 30, "applications_submitted_30d": 6, "recruiter_response_rate": 0.21, "avg_response_time_hours": 152.2, "skill_assessment_scores": {}, "connection_count": 374, "endorsements_received": 35, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.5, "max": 17.4}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 46.3, "search_appearance_30d": 178, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.35, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0052297", "profile": {"anonymized_name": "Rahul Pillai", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 13.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 13.2, "current_title": "Civil Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "Project Manager", "start_date": "2015-12-21", "end_date": "2018-02-08", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2013-10-18", "end_date": "2015-12-07", "duration_months": 26, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Civil Engineer", "start_date": "2013-03-22", "end_date": "2013-10-18", "duration_months": 7, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.E.", "field_of_study": "Mechanical Engineering", "start_year": 2013, "end_year": 2017, "grade": "9.31 CGPA", "tier": "tier_4"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 9, "duration_months": 12}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 9, "duration_months": 12}, {"name": "Go", "proficiency": "intermediate", "endorsements": 6, "duration_months": 32}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 8, "duration_months": 27}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 50.6, "signup_date": "2025-03-18", "last_active_date": "2026-02-23", "open_to_work_flag": false, "profile_views_received_30d": 9, "applications_submitted_30d": 8, "recruiter_response_rate": 0.38, "avg_response_time_hours": 127.4, "skill_assessment_scores": {}, "connection_count": 356, "endorsements_received": 46, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 20.5}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 49.9, "search_appearance_30d": 173, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.61, "offer_acceptance_rate": 0.3, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0088040", "profile": {"anonymized_name": "Anil Malhotra", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 13.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 13.7, "current_title": "Sales Executive", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Sales Executive", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2023-11-09", "end_date": "2025-03-03", "duration_months": 16, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Project Manager", "start_date": "2020-11-17", "end_date": "2023-11-02", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Acme Corp", "title": "Business Analyst", "start_date": "2017-06-06", "end_date": "2020-11-17", "duration_months": 42, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Sales Executive", "start_date": "2014-03-24", "end_date": "2017-06-06", "duration_months": 39, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2013-01-21", "end_date": "2014-03-17", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Amity University", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2014, "end_year": 2018, "grade": "78%", "tier": "tier_3"}], "skills": [{"name": "CSS", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 12, "duration_months": 16}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 42, "duration_months": 45}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 0, "duration_months": 13}, {"name": "Figma", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 11, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 54.5, "signup_date": "2023-11-22", "last_active_date": "2025-11-17", "open_to_work_flag": true, "profile_views_received_30d": 22, "applications_submitted_30d": 10, "recruiter_response_rate": 0.16, "avg_response_time_hours": 140.4, "skill_assessment_scores": {"Forecasting": 44.5}, "connection_count": 401, "endorsements_received": 14, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 4.5, "max": 24.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 145, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.62, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0085181", "profile": {"anonymized_name": "Naina Menon", "headline": "Mechanical Engineer | AI enthusiast | Building with LLMs", "summary": "Mechanical Engineer with 2.7+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 2.7, "current_title": "Mechanical Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Mechanical Engineer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2017, "end_year": 2022, "grade": "8.56 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Information Technology", "start_year": 2008, "end_year": 2012, "grade": "6.58 CGPA", "tier": "tier_4"}], "skills": [{"name": "Flask", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Spark", "proficiency": "beginner", "endorsements": 6, "duration_months": 15}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 12}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 12, "duration_months": 35}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 2, "duration_months": 24}, {"name": "Pinecone", "proficiency": "advanced", "endorsements": 0, "duration_months": 10}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 4, "duration_months": 9}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 1, "duration_months": 13}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 1, "duration_months": 13}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 3, "duration_months": 14}, {"name": "Recommendation Systems", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "Sentence Transformers", "proficiency": "advanced", "endorsements": 4, "duration_months": 9}, {"name": "FAISS", "proficiency": "advanced", "endorsements": 0, "duration_months": 4}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 3, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 73.4, "signup_date": "2025-04-04", "last_active_date": "2025-11-20", "open_to_work_flag": false, "profile_views_received_30d": 45, "applications_submitted_30d": 0, "recruiter_response_rate": 0.45, "avg_response_time_hours": 210.1, "skill_assessment_scores": {}, "connection_count": 314, "endorsements_received": 13, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 9.4, "max": 26.1}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 85, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0048945", "profile": {"anonymized_name": "Yash Kapoor", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 12.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 12.5, "current_title": "Graphic Designer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Graphic Designer", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Graphic Designer", "start_date": "2021-04-23", "end_date": "2022-10-15", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2019-07-03", "end_date": "2021-04-23", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Content Writer", "start_date": "2016-07-18", "end_date": "2019-07-03", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Business Analyst", "start_date": "2013-12-31", "end_date": "2016-06-18", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0057423", "profile": {"anonymized_name": "Myra Dalal", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 12.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 12.5, "current_title": "Accountant", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Accountant", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2017-04-07", "end_date": "2019-06-26", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0067840", "profile": {"anonymized_name": "Shreya Reddy", "headline": "Mechanical Engineer | 7.7+ yrs experience", "summary": "Professional with 7.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 7.7, "current_title": "Mechanical Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Mechanical Engineer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2019-08-02", "end_date": "2022-11-14", "duration_months": 40, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Operations Manager", "start_date": "2018-11-05", "end_date": "2019-08-02", "duration_months": 9, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Christ University", "degree": "M.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2011, "end_year": 2015, "grade": "9.22 CGPA", "tier": "tier_3"}], "skills": [{"name": "GCP", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 9}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 12, "duration_months": 10}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 1, "duration_months": 18}, {"name": "Flask", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 18}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 5, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 50.1, "signup_date": "2025-08-05", "last_active_date": "2026-05-06", "open_to_work_flag": true, "profile_views_received_30d": 65, "applications_submitted_30d": 4, "recruiter_response_rate": 0.65, "avg_response_time_hours": 219.6, "skill_assessment_scores": {}, "connection_count": 87, "endorsements_received": 37, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.9, "max": 21.0}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 133, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.76, "offer_acceptance_rate": 0.53, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0059178", "profile": {"anonymized_name": "Vivaan Krishnan", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 3.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 3.0, "current_title": "Content Writer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Content Writer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2023-06-28", "end_date": "2024-01-24", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "Mechanical Engineering", "start_year": 2000, "end_year": 2005, "grade": "92%", "tier": "tier_4"}], "skills": [{"name": "CI/CD", "proficiency": "beginner", "endorsements": 11, "duration_months": 18}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "SQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 11}, {"name": "Sales", "proficiency": "beginner", "endorsements": 14, "duration_months": 7}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 11, "duration_months": 16}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 13, "duration_months": 24}, {"name": "Azure", "proficiency": "beginner", "endorsements": 5, "duration_months": 8}, {"name": "dbt", "proficiency": "beginner", "endorsements": 2, "duration_months": 12}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "SAP", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2021}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 60.8, "signup_date": "2022-10-16", "last_active_date": "2026-04-22", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 7, "recruiter_response_rate": 0.14, "avg_response_time_hours": 174.4, "skill_assessment_scores": {}, "connection_count": 283, "endorsements_received": 2, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 6.7, "max": 16.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 170, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.87, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0015861", "profile": {"anonymized_name": "Rohan Bhatia", "headline": "Backend Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 7.9 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "San Francisco", "country": "USA", "years_of_experience": 7.9, "current_title": "Backend Engineer", "current_company": "Nykaa", "current_company_size": "1001-5000", "current_industry": "E-commerce"}, "career_history": [{"company": "Nykaa", "title": "Backend Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "E-commerce", "company_size": "1001-5000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Infosys", "title": "Senior Data Engineer", "start_date": "2019-08-25", "end_date": "2022-10-08", "duration_months": 38, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Infosys", "title": "Data Engineer", "start_date": "2018-07-31", "end_date": "2019-07-26", "duration_months": 12, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}], "education": [{"institution": "Lovely Professional University", "degree": "B.E.", "field_of_study": "Mathematics", "start_year": 2009, "end_year": 2014, "grade": "7.66 CGPA", "tier": "tier_3"}], "skills": [{"name": "MLOps", "proficiency": "intermediate", "endorsements": 8, "duration_months": 19}, {"name": "TTS", "proficiency": "advanced", "endorsements": 38, "duration_months": 41}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 36, "duration_months": 44}, {"name": "CNN", "proficiency": "advanced", "endorsements": 10, "duration_months": 59}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 23, "duration_months": 59}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 5, "duration_months": 22}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 43, "duration_months": 56}, {"name": "Angular", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 81.2, "signup_date": "2023-10-09", "last_active_date": "2026-05-19", "open_to_work_flag": false, "profile_views_received_30d": 56, "applications_submitted_30d": 2, "recruiter_response_rate": 0.33, "avg_response_time_hours": 60.1, "skill_assessment_scores": {"TTS": 68.6, "Weights & Biases": 39.5, "CNN": 41.8, "Recommendation Systems": 52.3}, "connection_count": 518, "endorsements_received": 61, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 23.2, "max": 43.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 469, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.58, "offer_acceptance_rate": 0.63, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0032494", "profile": {"anonymized_name": "Tanya Verma", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 10.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 10.5, "current_title": "Mechanical Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Mechanical Engineer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2021-02-22", "end_date": "2023-08-11", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2018-12-05", "end_date": "2021-01-23", "duration_months": 26, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2017-09-04", "end_date": "2018-11-28", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2016-01-13", "end_date": "2017-08-05", "duration_months": 19, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0029452", "profile": {"anonymized_name": "Pranav Sen", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 7.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 7.4, "current_title": "Software Engineer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "Software Engineer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Capgemini", "title": "Frontend Engineer", "start_date": "2021-03-24", "end_date": "2023-06-12", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Hooli", "title": "Software Engineer", "start_date": "2019-01-04", "end_date": "2021-01-23", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Christ University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2011, "end_year": 2015, "grade": "76%", "tier": "tier_3"}, {"institution": "SRM Chennai", "degree": "B.Sc", "field_of_study": "Computer Science", "start_year": 2005, "end_year": 2008, "grade": "9.47 CGPA", "tier": "tier_3"}], "skills": [{"name": "Kafka", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 10, "duration_months": 8}, {"name": "Django", "proficiency": "intermediate", "endorsements": 11, "duration_months": 32}, {"name": "Sales", "proficiency": "beginner", "endorsements": 0, "duration_months": 13}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 48, "duration_months": 35}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "TTS", "proficiency": "advanced", "endorsements": 41, "duration_months": 57}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "SAP", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 32.7, "signup_date": "2023-09-29", "last_active_date": "2026-03-19", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 6, "recruiter_response_rate": 0.57, "avg_response_time_hours": 125.8, "skill_assessment_scores": {"MLOps": 51.6, "TTS": 63.4}, "connection_count": 359, "endorsements_received": 40, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 9.2, "max": 21.3}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 33.8, "search_appearance_30d": 206, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.91, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0008393", "profile": {"anonymized_name": "Anil Rao", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 10.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2020-04-14", "end_date": "2021-05-09", "duration_months": 13, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2017-08-21", "end_date": "2020-04-07", "duration_months": 32, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0044314", "profile": {"anonymized_name": "Anika Joshi", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 12.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 12.3, "current_title": "Marketing Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Customer Support", "start_date": "2019-06-03", "end_date": "2022-05-18", "duration_months": 36, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Project Manager", "start_date": "2015-08-23", "end_date": "2019-06-03", "duration_months": 46, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2014-05-16", "end_date": "2015-08-09", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Christ University", "degree": "M.S.", "field_of_study": "Computer Engineering", "start_year": 2005, "end_year": 2008, "grade": "81%", "tier": "tier_3"}], "skills": [{"name": "Microservices", "proficiency": "beginner", "endorsements": 15, "duration_months": 3}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 14, "duration_months": 17}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 7, "duration_months": 11}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 5, "duration_months": 30}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 18}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 73.9, "signup_date": "2023-02-11", "last_active_date": "2025-11-28", "open_to_work_flag": true, "profile_views_received_30d": 37, "applications_submitted_30d": 6, "recruiter_response_rate": 0.07, "avg_response_time_hours": 53.5, "skill_assessment_scores": {}, "connection_count": 93, "endorsements_received": 47, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 8.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 30.2, "search_appearance_30d": 4, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.75, "offer_acceptance_rate": 0.58, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0002758", "profile": {"anonymized_name": "Rajesh Kumar", "headline": "Sales Executive | 12.3+ yrs experience", "summary": "Professional with 12.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Customer Support", "start_date": "2023-08-11", "end_date": "2024-12-03", "duration_months": 16, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Mechanical Engineer", "start_date": "2021-07-22", "end_date": "2023-08-11", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2018-10-06", "end_date": "2021-05-23", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Stark Industries", "title": "Accountant", "start_date": "2016-03-20", "end_date": "2018-10-06", "duration_months": 31, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0077111", "profile": {"anonymized_name": "Vivaan Menon", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 3.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 3.1, "current_title": "Graphic Designer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Customer Support", "start_date": "2024-02-07", "end_date": "2025-02-01", "duration_months": 12, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Marketing Manager", "start_date": "2023-05-29", "end_date": "2024-01-24", "duration_months": 8, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "KIIT University", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2002, "end_year": 2005, "grade": "8.81 CGPA", "tier": "tier_3"}], "skills": [{"name": "CI/CD", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "React", "proficiency": "intermediate", "endorsements": 15, "duration_months": 36}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 6, "duration_months": 35}, {"name": "Spark", "proficiency": "beginner", "endorsements": 6, "duration_months": 18}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 4, "duration_months": 31}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 6, "duration_months": 7}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 13, "duration_months": 11}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 11, "duration_months": 18}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2024}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 48.3, "signup_date": "2024-02-20", "last_active_date": "2026-03-23", "open_to_work_flag": false, "profile_views_received_30d": 61, "applications_submitted_30d": 3, "recruiter_response_rate": 0.25, "avg_response_time_hours": 260.5, "skill_assessment_scores": {}, "connection_count": 283, "endorsements_received": 35, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 14.1, "max": 13.9}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 7.2, "search_appearance_30d": 42, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.31, "offer_acceptance_rate": 0.73, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0072604", "profile": {"anonymized_name": "Ananya Gupta", "headline": "Frontend Engineer | Full-stack development", "summary": "Software engineer with 1.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 1.2, "current_title": "Frontend Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Frontend Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "KIIT University", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2010, "end_year": 2013, "grade": "7.82 CGPA", "tier": "tier_3"}], "skills": [{"name": "Embeddings", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}, {"name": "Sales", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 53, "duration_months": 29}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 8, "duration_months": 11}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 32, "duration_months": 42}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "Django", "proficiency": "intermediate", "endorsements": 4, "duration_months": 15}, {"name": "Azure", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 3, "duration_months": 12}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 0, "duration_months": 13}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "Docker", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 62.6, "signup_date": "2025-07-28", "last_active_date": "2026-04-04", "open_to_work_flag": false, "profile_views_received_30d": 70, "applications_submitted_30d": 3, "recruiter_response_rate": 0.12, "avg_response_time_hours": 169.0, "skill_assessment_scores": {"YOLO": 26.3, "Recommendation Systems": 27.7}, "connection_count": 598, "endorsements_received": 61, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 11.4, "max": 15.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 9.5, "search_appearance_30d": 212, "saved_by_recruiters_30d": 14, "interview_completion_rate": 0.69, "offer_acceptance_rate": 0.64, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0030162", "profile": {"anonymized_name": "Neha Mukherjee", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 5.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 5.2, "current_title": "Civil Engineer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Civil Engineer", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2021-04-09", "end_date": "2022-04-04", "duration_months": 12, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Lovely Professional University", "degree": "Ph.D", "field_of_study": "Commerce", "start_year": 2007, "end_year": 2011, "grade": "69%", "tier": "tier_3"}], "skills": [{"name": "Terraform", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 7, "duration_months": 30}, {"name": "SQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 3, "duration_months": 36}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 4, "duration_months": 36}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 15, "duration_months": 22}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 52.6, "signup_date": "2023-03-09", "last_active_date": "2026-04-21", "open_to_work_flag": false, "profile_views_received_30d": 52, "applications_submitted_30d": 3, "recruiter_response_rate": 0.55, "avg_response_time_hours": 47.0, "skill_assessment_scores": {}, "connection_count": 353, "endorsements_received": 19, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 3.6, "max": 18.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 50, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.82, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0077129", "profile": {"anonymized_name": "Jay Iyengar", "headline": "Cloud Engineer | Backend systems & APIs", "summary": "Software engineer with 7.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "London", "country": "UK", "years_of_experience": 7.5, "current_title": "Cloud Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Cloud Engineer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Wipro", "title": "Cloud Engineer", "start_date": "2019-10-31", "end_date": "2023-06-12", "duration_months": 44, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "TCS", "title": ".NET Developer", "start_date": "2019-02-03", "end_date": "2019-10-31", "duration_months": 9, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2017, "end_year": 2021, "grade": "6.63 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "M.E.", "field_of_study": "Electronics", "start_year": 2009, "end_year": 2012, "grade": "66%", "tier": "tier_4"}], "skills": [{"name": "Illustrator", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 1, "duration_months": 15}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 14, "duration_months": 15}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 4, "duration_months": 18}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 0, "duration_months": 23}, {"name": "Redis", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 13, "duration_months": 16}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 8, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 67.8, "signup_date": "2025-04-15", "last_active_date": "2026-03-13", "open_to_work_flag": false, "profile_views_received_30d": 108, "applications_submitted_30d": 6, "recruiter_response_rate": 0.41, "avg_response_time_hours": 115.3, "skill_assessment_scores": {}, "connection_count": 606, "endorsements_received": 52, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.0, "max": 12.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 43.3, "search_appearance_30d": 55, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.55, "offer_acceptance_rate": 0.62, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0028865", "profile": {"anonymized_name": "Yash Pandey", "headline": "HR Manager | 14.9+ yrs experience", "summary": "Professional with 14.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 14.9, "current_title": "HR Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "HR Manager", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2021-07-22", "end_date": "2022-11-14", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "TCS", "title": "Marketing Manager", "start_date": "2020-05-28", "end_date": "2021-07-22", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wipro", "title": "Operations Manager", "start_date": "2017-10-11", "end_date": "2020-05-28", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Acme Corp", "title": "HR Manager", "start_date": "2015-02-24", "end_date": "2017-10-11", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2011-11-28", "end_date": "2015-02-10", "duration_months": 39, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "M.E.", "field_of_study": "Electrical Engineering", "start_year": 2005, "end_year": 2010, "grade": "8.23 CGPA", "tier": "tier_4"}], "skills": [{"name": "MongoDB", "proficiency": "intermediate", "endorsements": 12, "duration_months": 13}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 1, "duration_months": 32}, {"name": "Spark", "proficiency": "beginner", "endorsements": 14, "duration_months": 7}, {"name": "Sales", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 3, "duration_months": 16}, {"name": "Java", "proficiency": "beginner", "endorsements": 12, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 66.2, "signup_date": "2022-10-13", "last_active_date": "2026-05-27", "open_to_work_flag": false, "profile_views_received_30d": 76, "applications_submitted_30d": 7, "recruiter_response_rate": 0.42, "avg_response_time_hours": 240.9, "skill_assessment_scores": {}, "connection_count": 288, "endorsements_received": 7, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.3, "max": 8.7}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 97, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.84, "offer_acceptance_rate": 0.21, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0000943", "profile": {"anonymized_name": "Aadhya Mehta", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 5.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 5.3, "current_title": "Cloud Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Cloud Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Capgemini", "title": "Mobile Developer", "start_date": "2021-04-16", "end_date": "2024-07-29", "duration_months": 40, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Generic State University", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2003, "end_year": 2006, "grade": "76%", "tier": "tier_4"}, {"institution": "VIT Chennai", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2004, "end_year": 2009, "grade": "9.03 CGPA", "tier": "tier_3"}], "skills": [{"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 12, "duration_months": 29}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "Spark", "proficiency": "beginner", "endorsements": 3, "duration_months": 18}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}, {"name": "QLoRA", "proficiency": "advanced", "endorsements": 59, "duration_months": 35}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 10, "duration_months": 6}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}, {"name": "SEO", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 18, "duration_months": 42}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 0, "duration_months": 10}, {"name": "PEFT", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 31, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 49.4, "signup_date": "2024-03-20", "last_active_date": "2026-03-30", "open_to_work_flag": true, "profile_views_received_30d": 90, "applications_submitted_30d": 8, "recruiter_response_rate": 0.43, "avg_response_time_hours": 78.4, "skill_assessment_scores": {"QLoRA": 75.2}, "connection_count": 331, "endorsements_received": 38, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 18.2, "max": 20.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 164, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.73, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0009306", "profile": {"anonymized_name": "Karan Sethi", "headline": "Marketing Manager | 12.8+ yrs experience", "summary": "Professional with 12.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 12.8, "current_title": "Marketing Manager", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2021-03-24", "end_date": "2022-09-15", "duration_months": 18, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2017-06-29", "end_date": "2021-03-10", "duration_months": 45, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2016-04-28", "end_date": "2017-06-22", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Project Manager", "start_date": "2015-03-05", "end_date": "2016-04-28", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2013-12-03", "end_date": "2015-02-26", "duration_months": 15, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "B.Tech", "field_of_study": "Machine Learning", "start_year": 2017, "end_year": 2020, "grade": "7.65 CGPA", "tier": "tier_3"}], "skills": [{"name": "Redux", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 5, "duration_months": 3}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 13, "duration_months": 29}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 7, "duration_months": 14}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 12}, {"name": "React", "proficiency": "intermediate", "endorsements": 8, "duration_months": 13}, {"name": "GCP", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 36.9, "signup_date": "2026-02-13", "last_active_date": "2026-04-14", "open_to_work_flag": false, "profile_views_received_30d": 2, "applications_submitted_30d": 9, "recruiter_response_rate": 0.41, "avg_response_time_hours": 25.8, "skill_assessment_scores": {}, "connection_count": 344, "endorsements_received": 34, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.8, "max": 20.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 134, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.33, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0092779", "profile": {"anonymized_name": "Priya Shetty", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 11.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 11.6, "current_title": "Civil Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Civil Engineer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2023-02-12", "end_date": "2024-10-04", "duration_months": 20, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2019-04-04", "end_date": "2022-12-14", "duration_months": 45, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2015-07-24", "end_date": "2019-02-03", "duration_months": 43, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Operations Manager", "start_date": "2014-09-13", "end_date": "2015-07-10", "duration_months": 10, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. 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{"candidate_id": "CAND_0082720", "profile": {"anonymized_name": "Deepak Bhatia", "headline": "Java Developer | Full-stack development", "summary": "Software engineer with 8.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Seattle", "country": "USA", "years_of_experience": 8.0, "current_title": "Java Developer", "current_company": "CRED", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "CRED", "title": "Java Developer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Initech", "title": "Mobile Developer", "start_date": "2020-01-29", "end_date": "2022-10-15", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Capgemini", "title": "Full Stack Developer", "start_date": "2018-05-09", "end_date": "2019-12-30", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "SRM Chennai", "degree": "M.S.", "field_of_study": "Chemical Engineering", "start_year": 2015, "end_year": 2019, "grade": "7.78 CGPA", "tier": "tier_3"}], "skills": [{"name": "Computer Vision", "proficiency": "advanced", "endorsements": 10, "duration_months": 21}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}, {"name": "Flask", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 13, "duration_months": 17}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 1, "duration_months": 22}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 15, "duration_months": 28}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "Django", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "dbt", "proficiency": "beginner", "endorsements": 15, "duration_months": 17}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 12, "duration_months": 29}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 54.5, "signup_date": "2024-01-25", "last_active_date": "2026-05-05", "open_to_work_flag": false, "profile_views_received_30d": 43, "applications_submitted_30d": 0, "recruiter_response_rate": 0.71, "avg_response_time_hours": 116.2, "skill_assessment_scores": {"Computer Vision": 39.8}, "connection_count": 72, "endorsements_received": 19, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.1, "max": 31.5}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 30.8, "search_appearance_30d": 247, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.89, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0007717", "profile": {"anonymized_name": "Priya Hegde", "headline": "Marketing Manager | 8.8+ yrs experience", "summary": "Professional with 8.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 8.8, "current_title": "Marketing Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2023-07-12", "end_date": "2024-08-05", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Business Analyst", "start_date": "2019-06-03", "end_date": "2023-05-13", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2017-05-30", "end_date": "2019-05-20", "duration_months": 24, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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{"candidate_id": "CAND_0030008", "profile": {"anonymized_name": "Aarav Joshi", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 4.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 4.0, "current_title": "Cloud Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Cloud Engineer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Wayne Enterprises", "title": "Mobile Developer", "start_date": "2022-07-17", "end_date": "2023-11-09", "duration_months": 16, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "Commerce", "start_year": 2018, "end_year": 2022, "grade": "8.36 CGPA", "tier": "tier_4"}], "skills": [{"name": "SQL", "proficiency": "intermediate", "endorsements": 1, "duration_months": 25}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "Rust", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 15, "duration_months": 20}, {"name": "HTML", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 6, "duration_months": 31}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 17}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 4, "duration_months": 11}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 14, "duration_months": 22}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 50.5, "signup_date": "2026-02-17", "last_active_date": "2026-05-08", "open_to_work_flag": true, "profile_views_received_30d": 108, "applications_submitted_30d": 7, "recruiter_response_rate": 0.24, "avg_response_time_hours": 92.2, "skill_assessment_scores": {}, "connection_count": 441, "endorsements_received": 32, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 18.1, "max": 25.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 286, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.8, "offer_acceptance_rate": 0.78, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0008835", "profile": {"anonymized_name": "Shreya Khanna", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 9.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 9.7, "current_title": "Business Analyst", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Content Writer", "start_date": "2021-03-24", "end_date": "2022-11-14", "duration_months": 20, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Accountant", "start_date": "2019-07-03", "end_date": "2021-03-24", "duration_months": 21, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2016-10-16", "end_date": "2019-05-04", "duration_months": 31, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "COEP Pune", "degree": "Ph.D", "field_of_study": "Physics", "start_year": 2007, "end_year": 2012, "grade": "9.15 CGPA", "tier": "tier_2"}], "skills": [{"name": "JavaScript", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 33}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 9, "duration_months": 22}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 39.3, "signup_date": "2023-05-28", "last_active_date": "2026-01-20", "open_to_work_flag": false, "profile_views_received_30d": 29, "applications_submitted_30d": 5, "recruiter_response_rate": 0.17, "avg_response_time_hours": 225.6, "skill_assessment_scores": {}, "connection_count": 80, "endorsements_received": 20, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 16.1, "max": 17.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 31.5, "search_appearance_30d": 144, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.48, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0004118", "profile": {"anonymized_name": "Aarohi Chowdary", "headline": "Marketing Manager | 10.1+ yrs experience", "summary": "Professional with 10.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 10.1, "current_title": "Marketing Manager", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2019-12-30", "end_date": "2022-06-17", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2016-06-11", "end_date": "2019-12-23", "duration_months": 43, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "PES University", "degree": "M.Tech", "field_of_study": "Machine Learning", "start_year": 2007, "end_year": 2012, "grade": "78%", "tier": "tier_2"}, {"institution": "Chandigarh University", "degree": "B.Tech", "field_of_study": "Mathematics", "start_year": 2007, "end_year": 2010, "grade": "9.00 CGPA", "tier": "tier_3"}], "skills": [{"name": "Content Writing", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 3, "duration_months": 24}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 4, "duration_months": 36}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 8, "duration_months": 10}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 19}, {"name": "ETL", "proficiency": "beginner", "endorsements": 11, "duration_months": 12}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 0, "duration_months": 23}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Flask", "proficiency": "beginner", "endorsements": 6, "duration_months": 18}, {"name": "Django", "proficiency": "intermediate", "endorsements": 5, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 84.8, "signup_date": "2022-07-09", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 9, "applications_submitted_30d": 5, "recruiter_response_rate": 0.63, "avg_response_time_hours": 64.3, "skill_assessment_scores": {}, "connection_count": 446, "endorsements_received": 24, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 4.8, "max": 11.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 28, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.79, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0043310", "profile": {"anonymized_name": "Aadhya Tiwari", "headline": "HR Manager | 10.9+ yrs experience", "summary": "Professional with 10.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 10.9, "current_title": "HR Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "HR Manager", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "HR Manager", "start_date": "2022-09-15", "end_date": "2024-05-07", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2020-01-22", "end_date": "2022-09-08", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Business Analyst", "start_date": "2018-05-02", "end_date": "2019-12-23", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "VIT Chennai", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2004, "end_year": 2007, "grade": "76%", "tier": "tier_3"}, {"institution": "Amity University", "degree": "B.E.", "field_of_study": "Electrical Engineering", "start_year": 2010, "end_year": 2014, "grade": "87%", "tier": "tier_3"}], "skills": [{"name": "Figma", "proficiency": "beginner", "endorsements": 13, "duration_months": 10}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 11, "duration_months": 5}, {"name": "CSS", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 6, "duration_months": 11}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 9, "duration_months": 28}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 3, "duration_months": 39}, {"name": "Redux", "proficiency": "beginner", "endorsements": 10, "duration_months": 11}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 9, "duration_months": 13}, {"name": "Angular", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 78.4, "signup_date": "2025-10-31", "last_active_date": "2026-05-04", "open_to_work_flag": false, "profile_views_received_30d": 58, "applications_submitted_30d": 2, "recruiter_response_rate": 0.49, "avg_response_time_hours": 81.7, "skill_assessment_scores": {"Object Detection": 60.7}, "connection_count": 389, "endorsements_received": 0, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 3.0, "max": 21.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 144, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0009288", "profile": {"anonymized_name": "Aditya Khanna", "headline": "Civil Engineer | Exploring AI & GenAI applications", "summary": "Civil Engineer with 8.7+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 8.7, "current_title": "Civil Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Civil Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2020-04-14", "end_date": "2024-07-22", "duration_months": 52, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Accountant", "start_date": "2017-10-27", "end_date": "2020-02-14", "duration_months": 28, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. 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{"candidate_id": "CAND_0067392", "profile": {"anonymized_name": "Karan Singh", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 13.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0031196", "profile": {"anonymized_name": "Aarohi Subramanian", "headline": "Java Developer | Cloud & DevOps", "summary": "Software engineer with 4.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 4.6, "current_title": "Java Developer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Java Developer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Hooli", "title": ".NET Developer", "start_date": "2021-10-20", "end_date": "2023-09-10", "duration_months": 23, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Generic State University", "degree": "B.E.", "field_of_study": "MBA", "start_year": 2016, "end_year": 2019, "grade": "6.93 CGPA", "tier": "tier_4"}], "skills": [{"name": "Project Management", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 12, "duration_months": 10}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "dbt", "proficiency": "beginner", "endorsements": 10, "duration_months": 5}, {"name": "GCP", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2020}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 41.8, "signup_date": "2025-07-23", "last_active_date": "2026-03-28", "open_to_work_flag": false, "profile_views_received_30d": 21, "applications_submitted_30d": 8, "recruiter_response_rate": 0.37, "avg_response_time_hours": 164.2, "skill_assessment_scores": {}, "connection_count": 771, "endorsements_received": 71, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.3, "max": 22.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 128, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.84, "offer_acceptance_rate": 0.63, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036501", "profile": {"anonymized_name": "Zara Banerjee", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 10.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 10.6, "current_title": "HR Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "HR Manager", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "Project Manager", "start_date": "2020-08-26", "end_date": "2022-06-17", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2017-11-10", "end_date": "2020-06-27", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2015-12-21", "end_date": "2017-11-10", "duration_months": 23, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2008, "end_year": 2012, "grade": "7.95 CGPA", "tier": "tier_3"}], "skills": [{"name": "Project Management", "proficiency": "beginner", "endorsements": 1, "duration_months": 16}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 4, "duration_months": 31}, {"name": "Angular", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 14, "duration_months": 10}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 0, "duration_months": 18}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 5, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 74.7, "signup_date": "2022-10-17", "last_active_date": "2026-05-22", "open_to_work_flag": false, "profile_views_received_30d": 30, "applications_submitted_30d": 6, "recruiter_response_rate": 0.36, "avg_response_time_hours": 275.5, "skill_assessment_scores": {}, "connection_count": 259, "endorsements_received": 20, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.7, "max": 23.0}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 42, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.73, "offer_acceptance_rate": 0.33, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0087685", "profile": {"anonymized_name": "Ritu Sen", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 9.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 9.6, "current_title": "Marketing Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Accountant", "start_date": "2018-04-09", "end_date": "2022-06-17", "duration_months": 51, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Accountant", "start_date": "2017-01-14", "end_date": "2018-04-09", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2005, "end_year": 2009, "grade": "8.92 CGPA", "tier": "tier_4"}], "skills": [{"name": "AWS", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 52, "duration_months": 35}, {"name": "Redis", "proficiency": "beginner", "endorsements": 0, "duration_months": 3}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 41.4, "signup_date": "2024-03-21", "last_active_date": "2026-05-12", "open_to_work_flag": true, "profile_views_received_30d": 12, "applications_submitted_30d": 8, "recruiter_response_rate": 0.38, "avg_response_time_hours": 215.2, "skill_assessment_scores": {}, "connection_count": 598, "endorsements_received": 39, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.7, "max": 20.1}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 47.5, "search_appearance_30d": 177, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.37, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0063625", "profile": {"anonymized_name": "Shreya Desai", "headline": "Mechanical Engineer | 12.7+ yrs experience", "summary": "Professional with 12.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2019-07-03", "end_date": "2023-09-10", "duration_months": 51, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2018-01-09", "end_date": "2019-07-03", "duration_months": 18, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Amity University", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2012, "end_year": 2015, "grade": "6.60 CGPA", "tier": "tier_3"}, {"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Chemical Engineering", "start_year": 2015, "end_year": 2019, "grade": "6.99 CGPA", "tier": "tier_4"}], "skills": [{"name": "MLOps", "proficiency": "advanced", "endorsements": 4, "duration_months": 32}, {"name": "Java", "proficiency": "intermediate", "endorsements": 5, "duration_months": 18}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 10, "duration_months": 9}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 1, "duration_months": 18}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 6, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 80.4, "signup_date": "2023-09-21", "last_active_date": "2025-12-13", "open_to_work_flag": false, "profile_views_received_30d": 20, "applications_submitted_30d": 5, "recruiter_response_rate": 0.51, "avg_response_time_hours": 204.1, "skill_assessment_scores": {"MLOps": 70.3}, "connection_count": 567, "endorsements_received": 46, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.6, "max": 17.8}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 3.0, "search_appearance_30d": 165, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0028081", "profile": {"anonymized_name": "Zara Sethi", "headline": ".NET Developer | Full-stack development", "summary": "Software engineer with 9.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 9.1, "current_title": ".NET Developer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": ".NET Developer", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Mphasis", "title": "Java Developer", "start_date": "2018-09-06", "end_date": "2022-02-17", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Initech", "title": "Frontend Engineer", "start_date": "2017-07-06", "end_date": "2018-08-30", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "VIT Vellore", "degree": "M.S.", "field_of_study": "Artificial Intelligence", "start_year": 2010, "end_year": 2014, "grade": "70%", "tier": "tier_2"}], "skills": [{"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 0, "duration_months": 29}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}, {"name": "ETL", "proficiency": "beginner", "endorsements": 6, "duration_months": 2}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 5, "duration_months": 20}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "BM25", "proficiency": "advanced", "endorsements": 40, "duration_months": 28}, {"name": "Angular", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "Docker", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "Prompt Engineering", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "Redux", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Flask", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 2, "duration_months": 25}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 9}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 9}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2023}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 72.9, "signup_date": "2023-12-21", "last_active_date": "2026-05-05", "open_to_work_flag": true, "profile_views_received_30d": 53, "applications_submitted_30d": 2, "recruiter_response_rate": 0.59, "avg_response_time_hours": 19.0, "skill_assessment_scores": {}, "connection_count": 66, "endorsements_received": 72, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 20.6, "max": 24.9}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 119, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.41, "offer_acceptance_rate": 0.34, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0070679", "profile": {"anonymized_name": "Advik Mehta", "headline": "QA Engineer | Full-stack development", "summary": "Software engineer with 4.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 4.7, "current_title": "QA Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "QA Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Cognizant", "title": "QA Engineer", "start_date": "2023-07-12", "end_date": "2024-08-05", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "TCS", "title": "QA Engineer", "start_date": "2021-11-12", "end_date": "2023-07-05", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Symbiosis International", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2010, "end_year": 2014, "grade": "87%", "tier": "tier_3"}], "skills": [{"name": "TypeScript", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 6, "duration_months": 21}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Django", "proficiency": "intermediate", "endorsements": 9, "duration_months": 8}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 12, "duration_months": 2}, {"name": "SAP", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 12, "duration_months": 20}, {"name": "PEFT", "proficiency": "advanced", "endorsements": 29, "duration_months": 29}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 30}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 11, "duration_months": 25}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 21, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 66.5, "signup_date": "2024-08-21", "last_active_date": "2026-02-20", "open_to_work_flag": true, "profile_views_received_30d": 113, "applications_submitted_30d": 5, "recruiter_response_rate": 0.28, "avg_response_time_hours": 76.4, "skill_assessment_scores": {"PEFT": 45.4, "MLOps": 41.9}, "connection_count": 324, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 16.4, "max": 33.3}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 47.1, "search_appearance_30d": 99, "saved_by_recruiters_30d": 15, "interview_completion_rate": 0.53, "offer_acceptance_rate": 0.77, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0017343", "profile": {"anonymized_name": "Avni Patel", "headline": "Backend Engineer | Data pipelines & analytics", "summary": "Software / data professional with 6.7 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Austin", "country": "USA", "years_of_experience": 6.7, "current_title": "Backend Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Backend Engineer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Flipkart", "title": "Backend Engineer", "start_date": "2024-01-24", "end_date": "2025-01-18", "duration_months": 12, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}, {"company": "Infosys", "title": "Software Engineer", "start_date": "2021-07-31", "end_date": "2024-01-17", "duration_months": 30, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "Unacademy", "title": "Data Analyst", "start_date": "2019-11-02", "end_date": "2021-07-24", "duration_months": 21, "is_current": false, "industry": "EdTech", "company_size": "5001-10000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}], "education": [{"institution": "Lovely Professional University", "degree": "M.E.", "field_of_study": "Statistics", "start_year": 2007, "end_year": 2012, "grade": "8.71 CGPA", "tier": "tier_3"}], "skills": [{"name": "ETL", "proficiency": "beginner", "endorsements": 12, "duration_months": 3}, {"name": "Redis", "proficiency": "beginner", "endorsements": 3, "duration_months": 10}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 28, "duration_months": 19}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 17, "duration_months": 54}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "NLP", "proficiency": "advanced", "endorsements": 23, "duration_months": 57}, {"name": "Sales", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 38, "duration_months": 21}, {"name": "ASR", "proficiency": "advanced", "endorsements": 21, "duration_months": 28}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 61.1, "signup_date": "2024-07-28", "last_active_date": "2026-01-31", "open_to_work_flag": true, "profile_views_received_30d": 118, "applications_submitted_30d": 8, "recruiter_response_rate": 0.82, "avg_response_time_hours": 154.6, "skill_assessment_scores": {"Diffusion Models": 36.4, "Time Series": 48.0}, "connection_count": 507, "endorsements_received": 54, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 29.9, "max": 44.8}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 11.8, "search_appearance_30d": 141, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.86, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0094812", "profile": {"anonymized_name": "Zara Joshi", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 5.2+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 5.2, "current_title": "Project Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Project Manager", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "Graphic Designer", "start_date": "2022-08-16", "end_date": "2023-10-10", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2021-05-16", "end_date": "2022-08-09", "duration_months": 15, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "B.Tech", "field_of_study": "Information Technology", "start_year": 2012, "end_year": 2015, "grade": "8.60 CGPA", "tier": "tier_3"}], "skills": [{"name": "SAP", "proficiency": "intermediate", "endorsements": 12, "duration_months": 30}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 15, "duration_months": 17}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 5, "duration_months": 30}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 0, "duration_months": 32}, {"name": "GCP", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 10, "duration_months": 25}, {"name": "React", "proficiency": "intermediate", "endorsements": 15, "duration_months": 12}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 3, "duration_months": 2}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 58.9, "signup_date": "2025-05-27", "last_active_date": "2026-05-04", "open_to_work_flag": false, "profile_views_received_30d": 11, "applications_submitted_30d": 3, "recruiter_response_rate": 0.55, "avg_response_time_hours": 90.5, "skill_assessment_scores": {}, "connection_count": 246, "endorsements_received": 44, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 27.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 58, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.88, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0074848", "profile": {"anonymized_name": "Arnav Goyal", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 12.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 12.4, "current_title": "Project Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2020-03-29", "end_date": "2023-10-10", "duration_months": 43, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2017-04-14", "end_date": "2020-03-29", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2015-12-14", "end_date": "2017-04-07", "duration_months": 16, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. 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{"candidate_id": "CAND_0075526", "profile": {"anonymized_name": "Nikhil Shetty", "headline": "Graphic Designer | 5.8+ yrs experience", "summary": "Professional with 5.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 5.8, "current_title": "Graphic Designer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Graphic Designer", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2020-10-18", "end_date": "2022-02-10", "duration_months": 16, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Carnegie Mellon University", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2017, "end_year": 2020, "grade": "73%", "tier": "tier_1"}], "skills": [{"name": "Redis", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 19}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 13, "duration_months": 10}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 8, "duration_months": 5}, {"name": "Redux", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}, {"name": "Azure", "proficiency": "beginner", "endorsements": 4, "duration_months": 2}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 33.7, "signup_date": "2026-02-28", "last_active_date": "2026-04-02", "open_to_work_flag": false, "profile_views_received_30d": 48, "applications_submitted_30d": 10, "recruiter_response_rate": 0.54, "avg_response_time_hours": 58.7, "skill_assessment_scores": {}, "connection_count": 91, "endorsements_received": 12, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 14.2, "max": 9.8}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 138, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.69, "offer_acceptance_rate": 0.65, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0061954", "profile": {"anonymized_name": "Pooja Mittal", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 13.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 13.5, "current_title": "Civil Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Civil Engineer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2019-09-01", "end_date": "2023-02-12", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2017-03-15", "end_date": "2019-09-01", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Operations Manager", "start_date": "2013-12-31", "end_date": "2017-01-14", "duration_months": 37, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Initech", "title": "Graphic Designer", "start_date": "2013-01-28", "end_date": "2013-12-24", "duration_months": 11, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0031851", "profile": {"anonymized_name": "Suresh Kapoor", "headline": "Accountant | Helping teams scale", "summary": "Professional with 14.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 14.9, "current_title": "Accountant", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Accountant", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Civil Engineer", "start_date": "2020-08-26", "end_date": "2024-08-05", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Content Writer", "start_date": "2017-11-10", "end_date": "2020-08-26", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Accountant", "start_date": "2014-01-23", "end_date": "2017-11-03", "duration_months": 46, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2011-11-05", "end_date": "2013-12-24", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Sc", "field_of_study": "Statistics", "start_year": 2018, "end_year": 2022, "grade": "8.33 CGPA", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Mathematics", "start_year": 2003, "end_year": 2006, "grade": "80%", "tier": "tier_4"}], "skills": [{"name": "MongoDB", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Rust", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "Django", "proficiency": "intermediate", "endorsements": 3, "duration_months": 19}, {"name": "Sales", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 10, "duration_months": 17}, {"name": "React", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "Azure", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "ETL", "proficiency": "beginner", "endorsements": 3, "duration_months": 14}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 51.6, "signup_date": "2026-03-09", "last_active_date": "2025-11-14", "open_to_work_flag": false, "profile_views_received_30d": 59, "applications_submitted_30d": 0, "recruiter_response_rate": 0.26, "avg_response_time_hours": 137.2, "skill_assessment_scores": {}, "connection_count": 273, "endorsements_received": 36, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.7, "max": 21.1}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 40, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.77, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0061994", "profile": {"anonymized_name": "Pooja Mittal", "headline": "Software Engineer | Full-stack development", "summary": "Software engineer with 3.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 3.0, "current_title": "Software Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Software Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Zomato", "title": "Software Engineer", "start_date": "2023-06-12", "end_date": "2025-02-01", "duration_months": 20, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2012, "end_year": 2016, "grade": "8.86 CGPA", "tier": "tier_4"}], "skills": [{"name": "Snowflake", "proficiency": "beginner", "endorsements": 5, "duration_months": 5}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 2, "duration_months": 10}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 15, "duration_months": 30}, {"name": "AWS", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 15, "duration_months": 21}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 9, "duration_months": 22}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 2, "duration_months": 18}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 5, "duration_months": 36}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 14, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 38.4, "signup_date": "2026-02-24", "last_active_date": "2026-02-18", "open_to_work_flag": false, "profile_views_received_30d": 66, "applications_submitted_30d": 8, "recruiter_response_rate": 0.57, "avg_response_time_hours": 148.6, "skill_assessment_scores": {}, "connection_count": 799, "endorsements_received": 35, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 14.9, "max": 28.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 21.3, "search_appearance_30d": 62, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.47, "offer_acceptance_rate": 0.49, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0053355", "profile": {"anonymized_name": "Rajesh Iyengar", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 9.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 9.0, "current_title": "Business Analyst", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Business Analyst", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Hooli", "title": "Graphic Designer", "start_date": "2021-09-20", "end_date": "2023-01-13", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2018-09-06", "end_date": "2021-09-20", "duration_months": 37, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wipro", "title": "Civil Engineer", "start_date": "2017-07-13", "end_date": "2018-09-06", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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{"candidate_id": "CAND_0024958", "profile": {"anonymized_name": "Diya Shah", "headline": "Customer Support | 12.7+ yrs experience", "summary": "Professional with 12.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0012364", "profile": {"anonymized_name": "Jay Goyal", "headline": "Civil Engineer | 9.0+ yrs experience", "summary": "Professional with 9.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0012705", "profile": {"anonymized_name": "Anjali Krishnan", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 3.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 3.9, "current_title": "Mechanical Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Mechanical Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "HR Manager", "start_date": "2022-08-16", "end_date": "2024-08-05", "duration_months": 24, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2001, "end_year": 2005, "grade": "7.98 CGPA", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2003, "end_year": 2006, "grade": "7.59 CGPA", "tier": "tier_4"}], "skills": [{"name": "Azure", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "CSS", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "GCP", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "SQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 4, "duration_months": 8}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 13, "duration_months": 9}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 6, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.0, "signup_date": "2023-09-08", "last_active_date": "2025-12-01", "open_to_work_flag": false, "profile_views_received_30d": 39, "applications_submitted_30d": 3, "recruiter_response_rate": 0.74, "avg_response_time_hours": 157.3, "skill_assessment_scores": {}, "connection_count": 381, "endorsements_received": 12, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 14.7, "max": 8.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 32.8, "search_appearance_30d": 157, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.82, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0086375", "profile": {"anonymized_name": "Ayaan Banerjee", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 3.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 3.9, "current_title": "Mechanical Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Mechanical Engineer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Accountant", "start_date": "2022-06-17", "end_date": "2025-02-01", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "B.E.", "field_of_study": "Computer Engineering", "start_year": 2000, "end_year": 2005, "grade": "8.30 CGPA", "tier": "tier_3"}, {"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Physics", "start_year": 2017, "end_year": 2021, "grade": "6.59 CGPA", "tier": "tier_4"}], "skills": [{"name": "Snowflake", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 11}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 5, "duration_months": 34}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 3, "duration_months": 17}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 3, "duration_months": 27}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 12}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 65.6, "signup_date": "2024-01-18", "last_active_date": "2026-03-16", "open_to_work_flag": false, "profile_views_received_30d": 37, "applications_submitted_30d": 10, "recruiter_response_rate": 0.4, "avg_response_time_hours": 188.2, "skill_assessment_scores": {}, "connection_count": 12, "endorsements_received": 42, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.7, "max": 8.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 33.5, "search_appearance_30d": 111, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.37, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0056499", "profile": {"anonymized_name": "Om Menon", "headline": "Graphic Designer | 14.6+ yrs experience", "summary": "Professional with 14.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 14.6, "current_title": "Graphic Designer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Graphic Designer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "HR Manager", "start_date": "2018-02-08", "end_date": "2019-08-02", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wipro", "title": "Project Manager", "start_date": "2017-02-13", "end_date": "2018-02-08", "duration_months": 12, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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{"candidate_id": "CAND_0095562", "profile": {"anonymized_name": "Saanvi Bansal", "headline": "Accountant | Helping teams scale", "summary": "Professional with 9.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 9.6, "current_title": "Accountant", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Accountant", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2020-06-27", "end_date": "2024-06-06", "duration_months": 48, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2016-12-15", "end_date": "2020-06-27", "duration_months": 43, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Christ University", "degree": "B.Sc", "field_of_study": "Data Science", "start_year": 2015, "end_year": 2019, "grade": "84%", "tier": "tier_3"}], "skills": [{"name": "Redis", "proficiency": "intermediate", "endorsements": 9, "duration_months": 29}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 15, "duration_months": 31}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 3, "duration_months": 15}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 5, "duration_months": 21}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.5, "signup_date": "2026-01-27", "last_active_date": "2026-02-22", "open_to_work_flag": false, "profile_views_received_30d": 37, "applications_submitted_30d": 1, "recruiter_response_rate": 0.53, "avg_response_time_hours": 235.8, "skill_assessment_scores": {}, "connection_count": 422, "endorsements_received": 13, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.6, "max": 8.0}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 48.3, "search_appearance_30d": 97, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0007101", "profile": {"anonymized_name": "Ved Arora", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 2.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 2.6, "current_title": "Frontend Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Frontend Engineer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "KIIT University", "degree": "M.E.", "field_of_study": "Artificial Intelligence", "start_year": 2003, "end_year": 2008, "grade": "6.80 CGPA", "tier": "tier_3"}, {"institution": "Carnegie Mellon University", "degree": "M.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2015, "end_year": 2019, "grade": "8.29 CGPA", "tier": "tier_1"}], "skills": [{"name": "MLOps", "proficiency": "advanced", "endorsements": 4, "duration_months": 49}, {"name": "ASR", "proficiency": "advanced", "endorsements": 8, "duration_months": 29}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 13, "duration_months": 16}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 6, "duration_months": 24}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 11, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 58.7, "signup_date": "2025-11-03", "last_active_date": "2026-01-16", "open_to_work_flag": false, "profile_views_received_30d": 32, "applications_submitted_30d": 9, "recruiter_response_rate": 0.19, "avg_response_time_hours": 165.4, "skill_assessment_scores": {"MLOps": 33.5, "ASR": 39.1}, "connection_count": 90, "endorsements_received": 8, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 9.8, "max": 23.5}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 37.4, "search_appearance_30d": 65, "saved_by_recruiters_30d": 19, "interview_completion_rate": 0.79, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0088260", "profile": {"anonymized_name": "Vihaan Krishnan", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 10.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2021-05-23", "end_date": "2022-08-16", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "TCS", "title": "Project Manager", "start_date": "2020-04-14", "end_date": "2021-05-09", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2016-03-29", "end_date": "2020-04-07", "duration_months": 49, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2015-10-01", "end_date": "2016-03-29", "duration_months": 6, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. 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{"candidate_id": "CAND_0085650", "profile": {"anonymized_name": "Kabir Khanna", "headline": "Mobile Developer | Full-stack development", "summary": "Software engineer with 3.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Zomato", "title": "Full Stack Developer", "start_date": "2023-03-14", "end_date": "2025-05-02", "duration_months": 26, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Information Technology", "start_year": 2012, "end_year": 2017, "grade": "72%", "tier": "tier_4"}, {"institution": "Anna University", "degree": "B.Sc", "field_of_study": "Computer Engineering", "start_year": 2004, "end_year": 2009, "grade": "7.77 CGPA", "tier": "tier_2"}], "skills": [{"name": "Terraform", "proficiency": "intermediate", "endorsements": 11, "duration_months": 31}, {"name": "Agile", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "SQL", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 14, "duration_months": 15}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 16, "duration_months": 22}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 46, "duration_months": 46}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 0, "duration_months": 28}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 7, "duration_months": 22}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 14, "duration_months": 20}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 11, "duration_months": 16}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 32, "duration_months": 51}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "pgvector", "proficiency": "advanced", "endorsements": 30, "duration_months": 50}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 56.7, "signup_date": "2023-08-30", "last_active_date": "2026-01-08", "open_to_work_flag": true, "profile_views_received_30d": 78, "applications_submitted_30d": 5, "recruiter_response_rate": 0.72, "avg_response_time_hours": 177.7, "skill_assessment_scores": {"Learning to Rank": 57.5, "Computer Vision": 65.6}, "connection_count": 185, "endorsements_received": 1, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 10.9, "max": 30.8}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 27.5, "search_appearance_30d": 187, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.56, "offer_acceptance_rate": 0.48, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0084697", "profile": {"anonymized_name": "Amit Malhotra", "headline": "Frontend Engineer | Full-stack development", "summary": "Software engineer with 9.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0012900", "profile": {"anonymized_name": "Pranav Pillai", "headline": "Graphic Designer | Driving business outcomes", "summary": "Professional with 4.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 4.4, "current_title": "Graphic Designer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2022-02-17", "end_date": "2023-06-12", "duration_months": 16, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "SRM Chennai", "degree": "B.Sc", "field_of_study": "Mathematics", "start_year": 2017, "end_year": 2020, "grade": "7.49 CGPA", "tier": "tier_3"}, {"institution": "Lovely Professional University", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2003, "end_year": 2006, "grade": "6.96 CGPA", "tier": "tier_3"}], "skills": [{"name": "React", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 13, "duration_months": 14}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 6, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 83.8, "signup_date": "2022-09-28", "last_active_date": "2026-04-24", "open_to_work_flag": false, "profile_views_received_30d": 44, "applications_submitted_30d": 0, "recruiter_response_rate": 0.37, "avg_response_time_hours": 12.1, "skill_assessment_scores": {}, "connection_count": 17, "endorsements_received": 25, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.6, "max": 6.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 11.1, "search_appearance_30d": 64, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0007945", "profile": {"anonymized_name": "Reyansh Rao", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 4.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 4.6, "current_title": "Content Writer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Content Writer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "Project Manager", "start_date": "2022-10-08", "end_date": "2024-09-27", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2021-12-12", "end_date": "2022-10-08", "duration_months": 10, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Sc", "field_of_study": "Electrical Engineering", "start_year": 2004, "end_year": 2008, "grade": "85%", "tier": "tier_4"}], "skills": [{"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "Azure", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}, {"name": "Redux", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "Java", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "dbt", "proficiency": "beginner", "endorsements": 3, "duration_months": 10}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 6, "duration_months": 17}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 69.1, "signup_date": "2025-11-21", "last_active_date": "2025-11-21", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 5, "recruiter_response_rate": 0.62, "avg_response_time_hours": 35.6, "skill_assessment_scores": {}, "connection_count": 135, "endorsements_received": 25, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.5, "max": 10.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 38, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.72, "offer_acceptance_rate": 0.74, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0052773", "profile": {"anonymized_name": "Vihaan Sethi", "headline": "Graphic Designer | Driving business outcomes", "summary": "Professional with 10.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Project Manager", "start_date": "2020-04-28", "end_date": "2022-08-16", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2016-11-15", "end_date": "2020-04-28", "duration_months": 42, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2015-08-23", "end_date": "2016-11-15", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0095449", "profile": {"anonymized_name": "Shaurya Kapoor", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 2.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 2.4, "current_title": "QA Engineer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "QA Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Jadavpur University", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2017, "grade": "81%", "tier": "tier_2"}, {"institution": "IIIT Hyderabad", "degree": "M.Sc", "field_of_study": "Computer Engineering", "start_year": 2007, "end_year": 2011, "grade": "8.98 CGPA", "tier": "tier_1"}], "skills": [{"name": "Project Management", "proficiency": "intermediate", "endorsements": 14, "duration_months": 35}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 6, "duration_months": 59}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}, {"name": "Spark", "proficiency": "beginner", "endorsements": 4, "duration_months": 17}, {"name": "Java", "proficiency": "intermediate", "endorsements": 12, "duration_months": 33}, {"name": "Excel", "proficiency": "beginner", "endorsements": 15, "duration_months": 11}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 10, "duration_months": 8}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "Tally", "proficiency": "beginner", "endorsements": 1, "duration_months": 18}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 65.8, "signup_date": "2025-06-24", "last_active_date": "2025-12-08", "open_to_work_flag": false, "profile_views_received_30d": 22, "applications_submitted_30d": 3, "recruiter_response_rate": 0.7, "avg_response_time_hours": 142.5, "skill_assessment_scores": {}, "connection_count": 651, "endorsements_received": 0, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 9.4, "max": 26.9}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 264, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.95, "offer_acceptance_rate": 0.72, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0044474", "profile": {"anonymized_name": "Aarav Ghosh", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 7.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "London", "country": "UK", "years_of_experience": 7.3, "current_title": "Customer Support", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Customer Support", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Operations Manager", "start_date": "2019-04-04", "end_date": "2022-11-14", "duration_months": 44, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2002, "end_year": 2005, "grade": "71%", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2007, "end_year": 2010, "grade": "67%", "tier": "tier_4"}], "skills": [{"name": "Django", "proficiency": "intermediate", "endorsements": 11, "duration_months": 23}, {"name": "Rust", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 0, "duration_months": 28}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 8}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 19, "duration_months": 39}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 2, "duration_months": 11}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 45.6, "signup_date": "2023-08-17", "last_active_date": "2025-12-06", "open_to_work_flag": false, "profile_views_received_30d": 17, "applications_submitted_30d": 5, "recruiter_response_rate": 0.68, "avg_response_time_hours": 175.9, "skill_assessment_scores": {}, "connection_count": 377, "endorsements_received": 35, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 5.1, "max": 21.0}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 32.4, "search_appearance_30d": 165, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0014323", "profile": {"anonymized_name": "Aadhya Pandey", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 6.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 6.9, "current_title": "Customer Support", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2022-11-14", "end_date": null, "duration_months": 43, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "HR Manager", "start_date": "2021-11-19", "end_date": "2022-11-14", "duration_months": 12, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2019-09-01", "end_date": "2021-11-19", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Symbiosis International", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2009, "end_year": 2014, "grade": "90%", "tier": "tier_3"}, {"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2005, "end_year": 2009, "grade": "9.20 CGPA", "tier": "tier_4"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "Rust", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 10, "duration_months": 12}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 3, "duration_months": 10}, {"name": "Excel", "proficiency": "beginner", "endorsements": 0, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 38.1, "signup_date": "2023-10-09", "last_active_date": "2026-02-10", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 6, "recruiter_response_rate": 0.67, "avg_response_time_hours": 235.7, "skill_assessment_scores": {}, "connection_count": 290, "endorsements_received": 7, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 10.3, "max": 16.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 116, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.68, "offer_acceptance_rate": 0.28, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0032592", "profile": {"anonymized_name": "Ira Krishnan", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 7.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 7.4, "current_title": "Project Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Project Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2021-12-12", "end_date": "2024-11-26", "duration_months": 36, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wipro", "title": "Operations Manager", "start_date": "2019-01-27", "end_date": "2021-11-12", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Generic State University", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2009, "end_year": 2013, "grade": "6.71 CGPA", "tier": "tier_4"}], "skills": [{"name": "BigQuery", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 1, "duration_months": 9}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 10, "duration_months": 16}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 10, "duration_months": 5}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 1, "duration_months": 24}, {"name": "Django", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 14, "duration_months": 25}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 61.0, "signup_date": "2025-05-30", "last_active_date": "2025-12-31", "open_to_work_flag": false, "profile_views_received_30d": 58, "applications_submitted_30d": 7, "recruiter_response_rate": 0.09, "avg_response_time_hours": 79.8, "skill_assessment_scores": {}, "connection_count": 464, "endorsements_received": 44, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.5, "max": 12.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 160, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.61, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0025113", "profile": {"anonymized_name": "Siya Bhatia", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 12.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 12.6, "current_title": "Project Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Business Analyst", "start_date": "2022-03-19", "end_date": "2024-09-04", "duration_months": 30, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2019-12-30", "end_date": "2022-03-19", "duration_months": 27, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2018-12-21", "end_date": "2019-12-16", "duration_months": 12, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2016-10-02", "end_date": "2018-12-21", "duration_months": 27, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2015-06-10", "end_date": "2016-10-02", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2014-01-16", "end_date": "2015-04-11", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Jadavpur University", "degree": "Ph.D", "field_of_study": "Artificial Intelligence", "start_year": 2010, "end_year": 2015, "grade": "7.54 CGPA", "tier": "tier_2"}, {"institution": "SRM University", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2016, "end_year": 2019, "grade": "7.44 CGPA", "tier": "tier_2"}], "skills": [{"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 29, "duration_months": 48}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 8, "duration_months": 12}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 5, "duration_months": 6}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "Flask", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 26}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 27.8, "signup_date": "2022-10-09", "last_active_date": "2025-12-27", "open_to_work_flag": false, "profile_views_received_30d": 76, "applications_submitted_30d": 0, "recruiter_response_rate": 0.55, "avg_response_time_hours": 49.7, "skill_assessment_scores": {"Speech Recognition": 24.0}, "connection_count": 523, "endorsements_received": 10, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.0, "max": 25.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 163, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.68, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0024932", "profile": {"anonymized_name": "Priya Kumar", "headline": "Customer Support | AI enthusiast | Building with LLMs", "summary": "Customer Support with 6.2+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 6.2, "current_title": "Customer Support", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Customer Support", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Operations Manager", "start_date": "2023-10-10", "end_date": "2024-12-03", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Infosys", "title": "Sales Executive", "start_date": "2022-05-18", "end_date": "2023-08-11", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2020-03-15", "end_date": "2022-05-04", "duration_months": 26, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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{"candidate_id": "CAND_0070293", "profile": {"anonymized_name": "Nikhil Mittal", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 4.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 4.7, "current_title": "Mobile Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Mobile Developer", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Zomato", "title": "Mobile Developer", "start_date": "2021-10-20", "end_date": "2023-05-13", "duration_months": 19, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Computer Science", "start_year": 2018, "end_year": 2022, "grade": "82%", "tier": "tier_4"}], "skills": [{"name": "Databricks", "proficiency": "intermediate", "endorsements": 2, "duration_months": 35}, {"name": "Java", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "CSS", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "QLoRA", "proficiency": "advanced", "endorsements": 2, "duration_months": 35}, {"name": "Spark", "proficiency": "beginner", "endorsements": 4, "duration_months": 11}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 2, "duration_months": 20}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 11, "duration_months": 14}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 10, "duration_months": 22}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 2, "duration_months": 2}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 11, "duration_months": 58}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 7, "duration_months": 28}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 2, "duration_months": 8}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2021}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2019}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 61.0, "signup_date": "2024-04-25", "last_active_date": "2026-03-26", "open_to_work_flag": false, "profile_views_received_30d": 81, "applications_submitted_30d": 7, "recruiter_response_rate": 0.39, "avg_response_time_hours": 55.2, "skill_assessment_scores": {"QLoRA": 58.4}, "connection_count": 141, "endorsements_received": 46, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 13.6, "max": 21.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 24.7, "search_appearance_30d": 267, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0058801", "profile": {"anonymized_name": "Sneha Iyer", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 14.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 14.2, "current_title": "HR Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "HR Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "Content Writer", "start_date": "2021-10-20", "end_date": "2024-12-03", "duration_months": 38, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Dunder Mifflin", "title": "Operations Manager", "start_date": "2018-09-22", "end_date": "2021-10-06", "duration_months": 37, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Content Writer", "start_date": "2015-11-07", "end_date": "2018-07-24", "duration_months": 33, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2012-03-27", "end_date": "2015-10-08", "duration_months": 43, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Civil Engineering", "start_year": 2003, "end_year": 2007, "grade": "90%", "tier": "tier_4"}], "skills": [{"name": "REST APIs", "proficiency": "intermediate", "endorsements": 10, "duration_months": 19}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 13, "duration_months": 5}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 13, "duration_months": 12}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 12, "duration_months": 11}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 34}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 63.2, "signup_date": "2024-02-27", "last_active_date": "2025-11-16", "open_to_work_flag": false, "profile_views_received_30d": 1, "applications_submitted_30d": 0, "recruiter_response_rate": 0.51, "avg_response_time_hours": 252.8, "skill_assessment_scores": {}, "connection_count": 528, "endorsements_received": 20, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 5.4, "max": 20.9}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 21.4, "search_appearance_30d": 133, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.84, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0018374", "profile": {"anonymized_name": "Divya Gupta", "headline": ".NET Developer | Full-stack development", "summary": "Software engineer with 8.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 8.7, "current_title": ".NET Developer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": ".NET Developer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Hooli", "title": "Frontend Engineer", "start_date": "2023-09-10", "end_date": "2024-10-04", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Initech", "title": ".NET Developer", "start_date": "2020-07-20", "end_date": "2023-09-03", "duration_months": 38, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Acme Corp", "title": ".NET Developer", "start_date": "2017-09-20", "end_date": "2020-07-06", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). 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{"candidate_id": "CAND_0055297", "profile": {"anonymized_name": "Ayaan Arora", "headline": "Content Writer | Driving business outcomes", "summary": "Professional with 12.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 12.4, "current_title": "Content Writer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2023-10-10", "end_date": "2024-12-03", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2021-06-22", "end_date": "2023-10-10", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2017-09-11", "end_date": "2021-06-22", "duration_months": 46, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2014-05-23", "end_date": "2017-09-04", "duration_months": 40, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "IIT Hyderabad", "degree": "M.S.", "field_of_study": "Artificial Intelligence", "start_year": 2005, "end_year": 2008, "grade": "87%", "tier": "tier_1"}], "skills": [{"name": "Scrum", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "Flask", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 5, "duration_months": 17}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 8, "duration_months": 13}, {"name": "AWS", "proficiency": "beginner", "endorsements": 3, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.6, "signup_date": "2023-04-18", "last_active_date": "2025-11-10", "open_to_work_flag": true, "profile_views_received_30d": 29, "applications_submitted_30d": 6, "recruiter_response_rate": 0.54, "avg_response_time_hours": 81.3, "skill_assessment_scores": {}, "connection_count": 495, "endorsements_received": 41, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 4.6, "max": 10.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 150, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.73, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0024051", "profile": {"anonymized_name": "Ritu Nair", "headline": "Civil Engineer | 6.7+ yrs experience", "summary": "Professional with 6.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 6.7, "current_title": "Civil Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Hooli", "title": "Customer Support", "start_date": "2019-10-01", "end_date": "2023-11-09", "duration_months": 50, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "RV College of Engineering", "degree": "M.S.", "field_of_study": "Chemical Engineering", "start_year": 2011, "end_year": 2014, "grade": "7.72 CGPA", "tier": "tier_2"}, {"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Civil Engineering", "start_year": 2014, "end_year": 2019, "grade": "7.82 CGPA", "tier": "tier_3"}], "skills": [{"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}, {"name": "Flask", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 9, "duration_months": 25}, {"name": "Redux", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2021}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 82.2, "signup_date": "2022-08-03", "last_active_date": "2026-03-21", "open_to_work_flag": false, "profile_views_received_30d": 47, "applications_submitted_30d": 4, "recruiter_response_rate": 0.44, "avg_response_time_hours": 129.1, "skill_assessment_scores": {}, "connection_count": 568, "endorsements_received": 21, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 10.2, "max": 23.2}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 111, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.81, "offer_acceptance_rate": 0.27, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036510", "profile": {"anonymized_name": "Kabir Sen", "headline": "Operations Manager | Driving business outcomes", "summary": "Professional with 1.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 1.4, "current_title": "Operations Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Operations Manager", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Manipal Institute of Technology", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2018, "end_year": 2021, "grade": "7.29 CGPA", "tier": "tier_2"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 5, "duration_months": 10}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 6, "duration_months": 13}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 9, "duration_months": 23}, {"name": "Redux", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 4, "duration_months": 6}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 15, "duration_months": 32}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 0, "duration_months": 27}, {"name": "CNN", "proficiency": "advanced", "endorsements": 46, "duration_months": 50}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 34.4, "signup_date": "2023-11-29", "last_active_date": "2025-11-06", "open_to_work_flag": false, "profile_views_received_30d": 69, "applications_submitted_30d": 4, "recruiter_response_rate": 0.39, "avg_response_time_hours": 279.7, "skill_assessment_scores": {"CNN": 27.3}, "connection_count": 531, "endorsements_received": 11, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.2, "max": 6.7}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 67, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0060638", "profile": {"anonymized_name": "Sanjay Shah", "headline": "Java Developer | Backend systems & APIs", "summary": "Software engineer with 5.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Sydney", "country": "Australia", "years_of_experience": 5.9, "current_title": "Java Developer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "Java Developer", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "HCL", "title": "Cloud Engineer", "start_date": "2020-08-19", "end_date": "2022-02-10", "duration_months": 18, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Lovely Professional University", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2006, "end_year": 2009, "grade": "7.45 CGPA", "tier": "tier_3"}], "skills": [{"name": "Figma", "proficiency": "beginner", "endorsements": 14, "duration_months": 14}, {"name": "Agile", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 2, "duration_months": 28}, {"name": "Django", "proficiency": "intermediate", "endorsements": 13, "duration_months": 8}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 13, "duration_months": 26}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 8, "duration_months": 12}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 11, "duration_months": 26}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "React", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 34.2, "signup_date": "2024-04-23", "last_active_date": "2026-05-16", "open_to_work_flag": true, "profile_views_received_30d": 2, "applications_submitted_30d": 11, "recruiter_response_rate": 0.24, "avg_response_time_hours": 35.8, "skill_assessment_scores": {}, "connection_count": 751, "endorsements_received": 7, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.5, "max": 12.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 41.1, "search_appearance_30d": 123, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.91, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0032743", "profile": {"anonymized_name": "Arnav Iyengar", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 12.9+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Accountant", "start_date": "2021-01-23", "end_date": "2023-10-10", "duration_months": 33, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2019-03-05", "end_date": "2020-11-24", "duration_months": 21, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2017-02-13", "end_date": "2019-03-05", "duration_months": 25, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2013-10-02", "end_date": "2017-02-13", "duration_months": 41, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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{"candidate_id": "CAND_0009881", "profile": {"anonymized_name": "Advik Mishra", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 4.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 4.4, "current_title": "Cloud Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Cloud Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "CRED", "title": "Software Engineer", "start_date": "2022-08-16", "end_date": "2025-03-03", "duration_months": 31, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Infosys", "title": ".NET Developer", "start_date": "2022-02-17", "end_date": "2022-08-16", "duration_months": 6, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "KIIT University", "degree": "M.Tech", "field_of_study": "MBA", "start_year": 2010, "end_year": 2014, "grade": "8.20 CGPA", "tier": "tier_3"}, {"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2017, "end_year": 2022, "grade": "82%", "tier": "tier_3"}], "skills": [{"name": "CSS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "Python", "proficiency": "advanced", "endorsements": 16, "duration_months": 58}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 6, "duration_months": 19}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 8, "duration_months": 10}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 87.5, "signup_date": "2026-02-22", "last_active_date": "2026-02-27", "open_to_work_flag": false, "profile_views_received_30d": 117, "applications_submitted_30d": 10, "recruiter_response_rate": 0.29, "avg_response_time_hours": 180.1, "skill_assessment_scores": {}, "connection_count": 562, "endorsements_received": 30, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 17.3, "max": 22.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 42.1, "search_appearance_30d": 71, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0058083", "profile": {"anonymized_name": "Rajesh Iyengar", "headline": "Content Writer | 3.3+ yrs experience", "summary": "Professional with 3.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 3.3, "current_title": "Content Writer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Content Writer", "start_date": "2023-09-10", "end_date": null, "duration_months": 33, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "Accountant", "start_date": "2023-02-12", "end_date": "2023-08-11", "duration_months": 6, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Lovely Professional University", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2006, "end_year": 2011, "grade": "8.04 CGPA", "tier": "tier_3"}, {"institution": "Lovely Professional University", "degree": "Ph.D", "field_of_study": "Statistics", "start_year": 2004, "end_year": 2007, "grade": "6.68 CGPA", "tier": "tier_3"}], "skills": [{"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 0, "duration_months": 16}, {"name": "Django", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 14, "duration_months": 16}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 9, "duration_months": 34}, {"name": "Azure", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 8, "duration_months": 11}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 12, "duration_months": 29}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 10, "duration_months": 25}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 43.5, "signup_date": "2024-05-29", "last_active_date": "2025-10-23", "open_to_work_flag": false, "profile_views_received_30d": 21, "applications_submitted_30d": 6, "recruiter_response_rate": 0.49, "avg_response_time_hours": 24.2, "skill_assessment_scores": {}, "connection_count": 377, "endorsements_received": 4, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.1, "max": 26.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 159, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.83, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0072133", "profile": {"anonymized_name": "Om Arora", "headline": "Operations Manager | 1.4+ yrs experience", "summary": "Professional with 1.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 1.4, "current_title": "Operations Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Operations Manager", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Computer Science", "start_year": 2006, "end_year": 2011, "grade": "9.45 CGPA", "tier": "tier_4"}], "skills": [{"name": "Flask", "proficiency": "intermediate", "endorsements": 13, "duration_months": 25}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "SEO", "proficiency": "beginner", "endorsements": 13, "duration_months": 18}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 8, "duration_months": 8}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 1, "duration_months": 20}, {"name": "React", "proficiency": "intermediate", "endorsements": 3, "duration_months": 21}, {"name": "Java", "proficiency": "intermediate", "endorsements": 7, "duration_months": 26}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 60.4, "signup_date": "2024-09-16", "last_active_date": "2026-02-24", "open_to_work_flag": true, "profile_views_received_30d": 65, "applications_submitted_30d": 6, "recruiter_response_rate": 0.74, "avg_response_time_hours": 211.1, "skill_assessment_scores": {}, "connection_count": 244, "endorsements_received": 43, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 5.4, "max": 21.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 171, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.42, "offer_acceptance_rate": 0.19, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0012834", "profile": {"anonymized_name": "Naina Pillai", "headline": "Civil Engineer | 8.8+ yrs experience", "summary": "Professional with 8.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0006631", "profile": {"anonymized_name": "Karan Sen", "headline": "HR Manager | 8.4+ yrs experience", "summary": "Professional with 8.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0085478", "profile": {"anonymized_name": "Pari Trivedi", "headline": "Mechanical Engineer | 7.5+ yrs experience", "summary": "Professional with 7.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 7.5, "current_title": "Mechanical Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2020-08-26", "end_date": "2024-08-05", "duration_months": 48, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Customer Support", "start_date": "2019-01-04", "end_date": "2020-07-27", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "IIT Bombay", "degree": "B.Tech", "field_of_study": "Machine Learning", "start_year": 2004, "end_year": 2007, "grade": "8.92 CGPA", "tier": "tier_1"}], "skills": [{"name": "Agile", "proficiency": "intermediate", "endorsements": 8, "duration_months": 33}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 14, "duration_months": 10}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 4, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 57.6, "signup_date": "2022-07-09", "last_active_date": "2025-09-30", "open_to_work_flag": false, "profile_views_received_30d": 21, "applications_submitted_30d": 1, "recruiter_response_rate": 0.32, "avg_response_time_hours": 8.7, "skill_assessment_scores": {}, "connection_count": 100, "endorsements_received": 6, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 7.8}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 104, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0070856", "profile": {"anonymized_name": "Priya Khanna", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 7.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "San Francisco", "country": "USA", "years_of_experience": 7.0, "current_title": "Software Engineer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Software Engineer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Stark Industries", "title": "QA Engineer", "start_date": "2019-08-02", "end_date": "2022-09-15", "duration_months": 38, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Amity University", "degree": "B.Sc", "field_of_study": "Electronics", "start_year": 2005, "end_year": 2010, "grade": "9.02 CGPA", "tier": "tier_3"}, {"institution": "Chandigarh University", "degree": "Ph.D", "field_of_study": "Civil Engineering", "start_year": 2006, "end_year": 2009, "grade": "71%", "tier": "tier_3"}], "skills": [{"name": "GraphQL", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 15, "duration_months": 17}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 47, "duration_months": 21}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 55, "duration_months": 23}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 4, "duration_months": 10}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "Java", "proficiency": "beginner", "endorsements": 9, "duration_months": 7}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 8, "duration_months": 14}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 14, "duration_months": 17}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 39, "duration_months": 30}, {"name": "CSS", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 32.5, "signup_date": "2024-06-26", "last_active_date": "2026-03-08", "open_to_work_flag": false, "profile_views_received_30d": 54, "applications_submitted_30d": 6, "recruiter_response_rate": 0.58, "avg_response_time_hours": 92.1, "skill_assessment_scores": {"Image Classification": 31.2, "Prompt Engineering": 38.5}, "connection_count": 57, "endorsements_received": 48, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 21.3, "max": 20.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 111, "saved_by_recruiters_30d": 19, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0001935", "profile": {"anonymized_name": "Divya Saxena", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 9.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 9.4, "current_title": "Business Analyst", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Business Analyst", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Graphic Designer", "start_date": "2017-09-11", "end_date": "2021-08-21", "duration_months": 48, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Graphic Designer", "start_date": "2017-02-13", "end_date": "2017-09-11", "duration_months": 7, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Christ University", "degree": "M.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2004, "end_year": 2008, "grade": "7.51 CGPA", "tier": "tier_3"}], "skills": [{"name": "Data Science", "proficiency": "advanced", "endorsements": 21, "duration_months": 37}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 15, "duration_months": 19}, {"name": "SAP", "proficiency": "beginner", "endorsements": 14, "duration_months": 14}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 2, "duration_months": 23}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 8, "duration_months": 14}, {"name": "Go", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 36.4, "signup_date": "2026-01-30", "last_active_date": "2025-12-08", "open_to_work_flag": false, "profile_views_received_30d": 50, "applications_submitted_30d": 4, "recruiter_response_rate": 0.7, "avg_response_time_hours": 251.5, "skill_assessment_scores": {"Data Science": 23.1}, "connection_count": 125, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.7, "max": 19.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 155, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.84, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0012225", "profile": {"anonymized_name": "Aditya Gupta", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 6.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 6.2, "current_title": "Frontend Engineer", "current_company": "Capgemini", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Capgemini", "title": "Frontend Engineer", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Hooli", "title": "Java Developer", "start_date": "2020-05-28", "end_date": "2022-08-16", "duration_months": 27, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Symbiosis International", "degree": "M.E.", "field_of_study": "Physics", "start_year": 2004, "end_year": 2008, "grade": "7.29 CGPA", "tier": "tier_3"}], "skills": [{"name": "scikit-learn", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "CSS", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}, {"name": "Docker", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "SEO", "proficiency": "beginner", "endorsements": 12, "duration_months": 14}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 9, "duration_months": 11}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 9}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 5, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 77.5, "signup_date": "2025-02-13", "last_active_date": "2026-02-22", "open_to_work_flag": true, "profile_views_received_30d": 103, "applications_submitted_30d": 1, "recruiter_response_rate": 0.11, "avg_response_time_hours": 51.7, "skill_assessment_scores": {}, "connection_count": 348, "endorsements_received": 52, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 11.9, "max": 30.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 36.2, "search_appearance_30d": 17, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.86, "offer_acceptance_rate": 0.67, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0098772", "profile": {"anonymized_name": "Karan Subramanian", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 9.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 9.0, "current_title": "Mobile Developer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Mobile Developer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Initech", "title": "Full Stack Developer", "start_date": "2021-03-24", "end_date": "2024-11-03", "duration_months": 44, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Dunder Mifflin", "title": "Frontend Engineer", "start_date": "2019-02-03", "end_date": "2021-03-24", "duration_months": 26, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Wipro", "title": "Mobile Developer", "start_date": "2017-07-13", "end_date": "2019-02-03", "duration_months": 19, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2004, "end_year": 2007, "grade": "9.15 CGPA", "tier": "tier_4"}], "skills": [{"name": "Angular", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 5, "duration_months": 32}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 14, "duration_months": 17}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "BM25", "proficiency": "advanced", "endorsements": 16, "duration_months": 50}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 13, "duration_months": 14}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 9, "duration_months": 30}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 12, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 82.7, "signup_date": "2023-12-13", "last_active_date": "2026-03-20", "open_to_work_flag": false, "profile_views_received_30d": 87, "applications_submitted_30d": 5, "recruiter_response_rate": 0.79, "avg_response_time_hours": 57.6, "skill_assessment_scores": {}, "connection_count": 414, "endorsements_received": 1, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.7, "max": 33.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 28.9, "search_appearance_30d": 232, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.74, "offer_acceptance_rate": 0.8, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0030983", "profile": {"anonymized_name": "Sanjay Mittal", "headline": "Marketing Manager | 7.3+ yrs experience", "summary": "Professional with 7.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Worked closely with manufacturing partners on production scale-up."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2019-11-30", "end_date": "2021-06-22", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Content Writer", "start_date": "2019-05-04", "end_date": "2019-11-30", "duration_months": 7, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Jadavpur University", "degree": "Ph.D", "field_of_study": "Artificial Intelligence", "start_year": 2014, "end_year": 2017, "grade": "84%", "tier": "tier_2"}], "skills": [{"name": "ETL", "proficiency": "intermediate", "endorsements": 9, "duration_months": 10}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 20}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 8, "duration_months": 19}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 4, "duration_months": 21}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "dbt", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Redis", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 42.9, "signup_date": "2024-11-11", "last_active_date": "2026-01-27", "open_to_work_flag": true, "profile_views_received_30d": 0, "applications_submitted_30d": 5, "recruiter_response_rate": 0.19, "avg_response_time_hours": 211.8, "skill_assessment_scores": {}, "connection_count": 432, "endorsements_received": 5, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.8, "max": 14.6}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 145, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.43, "offer_acceptance_rate": 0.52, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0021799", "profile": {"anonymized_name": "Naina Trivedi", "headline": "Sales Executive | Generative AI explorer", "summary": "Sales Executive with 3.1+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0053270", "profile": {"anonymized_name": "Saanvi Hegde", "headline": ".NET Developer | Backend systems & APIs", "summary": "Software engineer with 1.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 1.9, "current_title": ".NET Developer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": ".NET Developer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Cognizant", "title": ".NET Developer", "start_date": "2024-07-22", "end_date": "2025-02-17", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "SRM Chennai", "degree": "M.Sc", "field_of_study": "Mechanical Engineering", "start_year": 2013, "end_year": 2018, "grade": "69%", "tier": "tier_3"}, {"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "Electronics", "start_year": 2014, "end_year": 2018, "grade": "7.78 CGPA", "tier": "tier_4"}], "skills": [{"name": "Redis", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "Go", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 4, "duration_months": 9}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 12, "duration_months": 16}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 4, "duration_months": 16}, {"name": "LLMs", "proficiency": "intermediate", "endorsements": 13, "duration_months": 30}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 6, "duration_months": 10}, {"name": "Qdrant", "proficiency": "advanced", "endorsements": 27, "duration_months": 23}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 61.7, "signup_date": "2024-03-10", "last_active_date": "2025-12-21", "open_to_work_flag": false, "profile_views_received_30d": 24, "applications_submitted_30d": 4, "recruiter_response_rate": 0.44, "avg_response_time_hours": 10.2, "skill_assessment_scores": {"Qdrant": 54.8}, "connection_count": 511, "endorsements_received": 29, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 17.1, "max": 28.5}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 24, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.93, "offer_acceptance_rate": 0.6, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0063654", "profile": {"anonymized_name": "Aadhya Iyer", "headline": "Civil Engineer | 13.6+ yrs experience", "summary": "Professional with 13.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 13.6, "current_title": "Civil Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2023-02-12", "end_date": null, "duration_months": 40, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Graphic Designer", "start_date": "2019-02-03", "end_date": "2023-02-12", "duration_months": 49, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Infosys", "title": "Sales Executive", "start_date": "2017-04-07", "end_date": "2019-01-27", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Graphic Designer", "start_date": "2015-04-11", "end_date": "2017-03-31", "duration_months": 24, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Content Writer", "start_date": "2013-02-20", "end_date": "2015-04-11", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0063093", "profile": {"anonymized_name": "Krishna Rao", "headline": "Content Writer | 1.0+ yrs experience", "summary": "Professional with 1.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 1.0, "current_title": "Content Writer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Content Writer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Symbiosis International", "degree": "B.Tech", "field_of_study": "Electrical Engineering", "start_year": 2004, "end_year": 2007, "grade": "6.87 CGPA", "tier": "tier_3"}], "skills": [{"name": "GraphQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 25}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}, {"name": "Redis", "proficiency": "beginner", "endorsements": 2, "duration_months": 4}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 4, "duration_months": 2}, {"name": "Django", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 7, "duration_months": 10}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 5, "duration_months": 7}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 2, "duration_months": 36}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}, {"name": "Go", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 36.3, "signup_date": "2022-07-10", "last_active_date": "2025-10-21", "open_to_work_flag": false, "profile_views_received_30d": 36, "applications_submitted_30d": 1, "recruiter_response_rate": 0.08, "avg_response_time_hours": 129.8, "skill_assessment_scores": {}, "connection_count": 298, "endorsements_received": 25, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.9, "max": 27.0}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 44.3, "search_appearance_30d": 9, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0028017", "profile": {"anonymized_name": "Om Arora", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 6.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Seattle", "country": "USA", "years_of_experience": 6.0, "current_title": "Mobile Developer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Mobile Developer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Mindtree", "title": "Frontend Engineer", "start_date": "2020-07-27", "end_date": "2024-08-05", "duration_months": 49, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "VIT Chennai", "degree": "B.Sc", "field_of_study": "Chemical Engineering", "start_year": 2012, "end_year": 2016, "grade": "73%", "tier": "tier_3"}, {"institution": "COEP Pune", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2011, "end_year": 2016, "grade": "65%", "tier": "tier_2"}], "skills": [{"name": "MLOps", "proficiency": "intermediate", "endorsements": 7, "duration_months": 25}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 0, "duration_months": 35}, {"name": "PEFT", "proficiency": "advanced", "endorsements": 26, "duration_months": 27}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 7, "duration_months": 30}, {"name": "Figma", "proficiency": "beginner", "endorsements": 4, "duration_months": 15}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 14}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 36}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 36.6, "signup_date": "2024-12-23", "last_active_date": "2026-04-07", "open_to_work_flag": false, "profile_views_received_30d": 9, "applications_submitted_30d": 9, "recruiter_response_rate": 0.26, "avg_response_time_hours": 64.0, "skill_assessment_scores": {"PEFT": 63.6}, "connection_count": 140, "endorsements_received": 53, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.3, "max": 32.5}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 193, "saved_by_recruiters_30d": 14, "interview_completion_rate": 0.62, "offer_acceptance_rate": 0.65, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0052566", "profile": {"anonymized_name": "Amit Bose", "headline": "Senior Data Engineer | Data pipelines & analytics", "summary": "Software / data professional with 6.2 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). 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Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Unacademy", "title": "Senior Software Engineer", "start_date": "2020-03-29", "end_date": "2022-10-15", "duration_months": 31, "is_current": false, "industry": "EdTech", "company_size": "5001-10000", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. 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{"candidate_id": "CAND_0007686", "profile": {"anonymized_name": "Neha Malhotra", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 12.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0021580", "profile": {"anonymized_name": "Reyansh Mukherjee", "headline": "Software Engineer | 3.3+ yrs in data engineering", "summary": "Software / data professional with 3.3 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid — Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Dubai", "country": "UAE", "years_of_experience": 3.3, "current_title": "Software Engineer", "current_company": "Nykaa", "current_company_size": "1001-5000", "current_industry": "E-commerce"}, "career_history": [{"company": "Nykaa", "title": "Software Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "E-commerce", "company_size": "1001-5000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}, {"company": "HCL", "title": "Backend Engineer", "start_date": "2023-01-13", "end_date": "2025-03-03", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}], "education": [{"institution": "PES University", "degree": "Ph.D", "field_of_study": "Information Technology", "start_year": 2013, "end_year": 2017, "grade": "8.13 CGPA", "tier": "tier_2"}], "skills": [{"name": "OpenCV", "proficiency": "intermediate", "endorsements": 12, "duration_months": 31}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 11, "duration_months": 10}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 23, "duration_months": 43}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 29, "duration_months": 60}, {"name": "Agile", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "TTS", "proficiency": "advanced", "endorsements": 18, "duration_months": 28}, {"name": "Azure", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}, {"name": "Deep Learning", "proficiency": "intermediate", "endorsements": 4, "duration_months": 20}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 15, "duration_months": 9}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 8, "duration_months": 11}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 3, "duration_months": 34}, {"name": "Reinforcement Learning", "proficiency": "intermediate", "endorsements": 10, "duration_months": 18}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 2, "duration_months": 25}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 33}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 4, "duration_months": 31}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 63.2, "signup_date": "2025-01-15", "last_active_date": "2026-05-16", "open_to_work_flag": false, "profile_views_received_30d": 94, "applications_submitted_30d": 9, "recruiter_response_rate": 0.19, "avg_response_time_hours": 25.7, "skill_assessment_scores": {}, "connection_count": 761, "endorsements_received": 4, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.3, "max": 23.3}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 5.4, "search_appearance_30d": 249, "saved_by_recruiters_30d": 30, "interview_completion_rate": 0.92, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0049673", "profile": {"anonymized_name": "Vivaan Khanna", "headline": "Customer Support | Driving business outcomes", "summary": "Professional with 10.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 10.0, "current_title": "Customer Support", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Customer Support", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2018-12-05", "end_date": "2023-05-13", "duration_months": 54, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2017-04-14", "end_date": "2018-12-05", "duration_months": 20, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2016-07-18", "end_date": "2017-03-15", "duration_months": 8, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Electrical Engineering", "start_year": 2010, "end_year": 2013, "grade": "7.88 CGPA", "tier": "tier_4"}], "skills": [{"name": "CSS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "GCP", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 2, "duration_months": 17}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 4, "duration_months": 7}, {"name": "Go", "proficiency": "beginner", "endorsements": 0, "duration_months": 15}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 13, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 52.3, "signup_date": "2026-03-09", "last_active_date": "2026-01-25", "open_to_work_flag": false, "profile_views_received_30d": 77, "applications_submitted_30d": 0, "recruiter_response_rate": 0.3, "avg_response_time_hours": 100.1, "skill_assessment_scores": {}, "connection_count": 169, "endorsements_received": 28, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 19.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 29, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.87, "offer_acceptance_rate": 0.41, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0000283", "profile": {"anonymized_name": "Rahul Arora", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 3.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 3.5, "current_title": "Project Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Project Manager", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "NIT Warangal", "degree": "B.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2011, "end_year": 2015, "grade": "7.72 CGPA", "tier": "tier_1"}, {"institution": "SRM University", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2005, "end_year": 2010, "grade": "8.57 CGPA", "tier": "tier_2"}], "skills": [{"name": "Content Writing", "proficiency": "intermediate", "endorsements": 12, "duration_months": 23}, {"name": "Object Detection", "proficiency": "advanced", "endorsements": 23, "duration_months": 42}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 6, "duration_months": 4}, {"name": "dbt", "proficiency": "beginner", "endorsements": 1, "duration_months": 13}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 2, "duration_months": 11}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 14, "duration_months": 25}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 58.1, "signup_date": "2025-04-05", "last_active_date": "2025-11-25", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 1, "recruiter_response_rate": 0.75, "avg_response_time_hours": 90.3, "skill_assessment_scores": {"Object Detection": 41.1}, "connection_count": 486, "endorsements_received": 38, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 10.3, "max": 7.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 107, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.69, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0051174", "profile": {"anonymized_name": "Tanya Verma", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 3.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 3.6, "current_title": "Sales Executive", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Sales Executive", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wayne Enterprises", "title": "Civil Engineer", "start_date": "2022-12-14", "end_date": "2025-04-02", "duration_months": 28, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Amity University", "degree": "M.E.", "field_of_study": "Computer Science", "start_year": 2011, "end_year": 2016, "grade": "7.42 CGPA", "tier": "tier_3"}], "skills": [{"name": "Databricks", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 3, "duration_months": 10}, {"name": "Django", "proficiency": "intermediate", "endorsements": 7, "duration_months": 15}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 6, "duration_months": 29}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 17}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 73.6, "signup_date": "2022-05-26", "last_active_date": "2025-12-16", "open_to_work_flag": false, "profile_views_received_30d": 75, "applications_submitted_30d": 4, "recruiter_response_rate": 0.23, "avg_response_time_hours": 101.4, "skill_assessment_scores": {}, "connection_count": 77, "endorsements_received": 10, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.4, "max": 13.8}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 29.1, "search_appearance_30d": 25, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.81, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0034761", "profile": {"anonymized_name": "Sai Chowdary", "headline": "Java Developer | Full-stack development", "summary": "Software engineer with 1.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 1.6, "current_title": "Java Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Java Developer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Anna University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2002, "end_year": 2007, "grade": "7.51 CGPA", "tier": "tier_2"}, {"institution": "VIT Chennai", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2006, "end_year": 2009, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "Tally", "proficiency": "beginner", "endorsements": 9, "duration_months": 17}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 11, "duration_months": 9}, {"name": "Figma", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 1, "duration_months": 13}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 1, "duration_months": 16}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 0, "duration_months": 11}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.3, "signup_date": "2025-03-04", "last_active_date": "2026-03-03", "open_to_work_flag": true, "profile_views_received_30d": 65, "applications_submitted_30d": 11, "recruiter_response_rate": 0.12, "avg_response_time_hours": 207.8, "skill_assessment_scores": {}, "connection_count": 71, "endorsements_received": 61, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.3, "max": 31.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 11.3, "search_appearance_30d": 236, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0059639", "profile": {"anonymized_name": "Myra Mehta", "headline": "Marketing Manager | 11.8+ yrs experience", "summary": "Professional with 11.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 11.8, "current_title": "Marketing Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2022-10-15", "end_date": "2024-08-05", "duration_months": 22, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2018-06-08", "end_date": "2022-09-15", "duration_months": 52, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Marketing Manager", "start_date": "2016-12-15", "end_date": "2018-04-09", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0037389", "profile": {"anonymized_name": "Vivaan Kapoor", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 6.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 6.9, "current_title": "Mechanical Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wipro", "title": "Graphic Designer", "start_date": "2020-11-24", "end_date": "2024-03-08", "duration_months": 40, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2019-10-01", "end_date": "2020-11-24", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2002, "end_year": 2006, "grade": "72%", "tier": "tier_4"}], "skills": [{"name": "Flask", "proficiency": "intermediate", "endorsements": 6, "duration_months": 26}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 0, "duration_months": 14}, {"name": "Java", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "SEO", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 13, "duration_months": 36}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 1, "duration_months": 8}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 43.9, "signup_date": "2022-07-28", "last_active_date": "2025-12-22", "open_to_work_flag": true, "profile_views_received_30d": 20, "applications_submitted_30d": 9, "recruiter_response_rate": 0.63, "avg_response_time_hours": 230.8, "skill_assessment_scores": {}, "connection_count": 276, "endorsements_received": 7, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 5.1, "max": 26.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 128, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.66, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0055445", "profile": {"anonymized_name": "Anika Chopra", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 6.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0091304", "profile": {"anonymized_name": "Rohan Joshi", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 11.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0095749", "profile": {"anonymized_name": "Aisha Rao", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 12.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "Customer Support", "start_date": "2015-08-23", "end_date": "2018-08-07", "duration_months": 36, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0072846", "profile": {"anonymized_name": "Divya Kapoor", "headline": "Sales Executive | Helping teams scale", "summary": "Professional with 1.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 1.8, "current_title": "Sales Executive", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Sales Executive", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Anna University", "degree": "M.Sc", "field_of_study": "Computer Science", "start_year": 2017, "end_year": 2022, "grade": "8.84 CGPA", "tier": "tier_2"}, {"institution": "Generic State University", "degree": "M.Tech", "field_of_study": "Physics", "start_year": 2017, "end_year": 2020, "grade": "70%", "tier": "tier_4"}], "skills": [{"name": "Databricks", "proficiency": "intermediate", "endorsements": 4, "duration_months": 25}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "Time Series", "proficiency": "intermediate", "endorsements": 5, "duration_months": 33}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 67.1, "signup_date": "2023-03-30", "last_active_date": "2025-11-30", "open_to_work_flag": false, "profile_views_received_30d": 68, "applications_submitted_30d": 3, "recruiter_response_rate": 0.24, "avg_response_time_hours": 268.3, "skill_assessment_scores": {}, "connection_count": 222, "endorsements_received": 23, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 8.2, "max": 8.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 4.9, "search_appearance_30d": 101, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0086753", "profile": {"anonymized_name": "Aisha Ghosh", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 1.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 1.2, "current_title": "Mobile Developer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Mobile Developer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "MBA", "start_year": 2011, "end_year": 2015, "grade": "6.72 CGPA", "tier": "tier_4"}], "skills": [{"name": "Information Retrieval", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 36}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 60, "duration_months": 25}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 22, "duration_months": 46}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 15, "duration_months": 30}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 7, "duration_months": 18}, {"name": "Azure", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "pgvector", "proficiency": "intermediate", "endorsements": 5, "duration_months": 32}, {"name": "Deep Learning", "proficiency": "advanced", "endorsements": 45, "duration_months": 22}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 0, "duration_months": 34}, {"name": "LlamaIndex", "proficiency": "intermediate", "endorsements": 2, "duration_months": 16}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 52, "duration_months": 50}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 0, "duration_months": 19}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 0, "duration_months": 31}, {"name": "PEFT", "proficiency": "intermediate", "endorsements": 2, "duration_months": 23}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 44.6, "signup_date": "2024-03-31", "last_active_date": "2026-01-23", "open_to_work_flag": false, "profile_views_received_30d": 18, "applications_submitted_30d": 6, "recruiter_response_rate": 0.11, "avg_response_time_hours": 127.2, "skill_assessment_scores": {}, "connection_count": 173, "endorsements_received": 12, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 11.0, "max": 20.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 104, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.69, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0094164", "profile": {"anonymized_name": "Shreya Menon", "headline": "Content Writer | Generative AI explorer", "summary": "Content Writer with 9.8+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Pied Piper", "title": "Civil Engineer", "start_date": "2019-03-05", "end_date": "2023-06-12", "duration_months": 52, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Stark Industries", "title": "Accountant", "start_date": "2017-09-11", "end_date": "2019-03-05", "duration_months": 18, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2016-11-15", "end_date": "2017-09-11", "duration_months": 10, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0063789", "profile": {"anonymized_name": "Rahul Verma", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 2.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 2.0, "current_title": "Software Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Software Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Christ University", "degree": "B.E.", "field_of_study": "Physics", "start_year": 2015, "end_year": 2020, "grade": "7.72 CGPA", "tier": "tier_3"}], "skills": [{"name": "Photoshop", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "Python", "proficiency": "intermediate", "endorsements": 11, "duration_months": 33}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 5, "duration_months": 28}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 15, "duration_months": 12}, {"name": "HTML", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2022}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2023}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 31.2, "signup_date": "2025-08-14", "last_active_date": "2025-12-17", "open_to_work_flag": false, "profile_views_received_30d": 111, "applications_submitted_30d": 11, "recruiter_response_rate": 0.27, "avg_response_time_hours": 58.4, "skill_assessment_scores": {}, "connection_count": 162, "endorsements_received": 16, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.7, "max": 16.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 284, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0020290", "profile": {"anonymized_name": "Suresh Saxena", "headline": "Marketing Manager | Exploring AI & GenAI applications", "summary": "Marketing Manager with 3.7+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Manipal Institute of Technology", "degree": "B.Tech", "field_of_study": "Data Science", "start_year": 2005, "end_year": 2009, "grade": "6.61 CGPA", "tier": "tier_2"}], "skills": [{"name": "HTML", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 2, "duration_months": 15}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 58, "duration_months": 60}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 3, "duration_months": 30}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 11, "duration_months": 15}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 15, "duration_months": 8}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 0, "duration_months": 11}, {"name": "RAG", "proficiency": "advanced", "endorsements": 3, "duration_months": 10}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 4, "duration_months": 8}, {"name": "FAISS", "proficiency": "advanced", "endorsements": 1, "duration_months": 18}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 2, "duration_months": 16}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 0, "duration_months": 17}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "LangChain", "proficiency": "advanced", "endorsements": 0, "duration_months": 8}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 0, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 82.8, "signup_date": "2022-07-17", "last_active_date": "2025-12-29", "open_to_work_flag": true, "profile_views_received_30d": 39, "applications_submitted_30d": 6, "recruiter_response_rate": 0.49, "avg_response_time_hours": 25.1, "skill_assessment_scores": {"Feature Engineering": 26.1}, "connection_count": 149, "endorsements_received": 38, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 15.7, "max": 23.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 19, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0024891", "profile": {"anonymized_name": "Advaith Desai", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 9.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 9.5, "current_title": "HR Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "HR Manager", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wipro", "title": "Civil Engineer", "start_date": "2018-12-05", "end_date": "2021-03-24", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2017-03-08", "end_date": "2018-11-28", "duration_months": 21, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. 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{"candidate_id": "CAND_0038891", "profile": {"anonymized_name": "Aisha Iyengar", "headline": "Content Writer | Driving business outcomes", "summary": "Professional with 12.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0028535", "profile": {"anonymized_name": "Atharv Joshi", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 7.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 7.3, "current_title": "Accountant", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Accountant", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2021-05-23", "end_date": "2022-07-17", "duration_months": 14, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Customer Support", "start_date": "2019-04-04", "end_date": "2021-05-23", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "VIT Chennai", "degree": "M.Tech", "field_of_study": "Electronics", "start_year": 2011, "end_year": 2015, "grade": "66%", "tier": "tier_3"}, {"institution": "PES University", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2011, "end_year": 2014, "grade": "7.25 CGPA", "tier": "tier_2"}], "skills": [{"name": "Vue.js", "proficiency": "intermediate", "endorsements": 12, "duration_months": 16}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 9, "duration_months": 14}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 3, "duration_months": 13}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 15, "duration_months": 26}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 3, "duration_months": 4}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 11, "duration_months": 22}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 8, "duration_months": 27}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 29.5, "signup_date": "2024-06-05", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 79, "applications_submitted_30d": 6, "recruiter_response_rate": 0.46, "avg_response_time_hours": 202.4, "skill_assessment_scores": {}, "connection_count": 121, "endorsements_received": 6, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 8.5, "max": 26.5}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 18.3, "search_appearance_30d": 50, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.46, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0007666", "profile": {"anonymized_name": "Meera Desai", "headline": "Accountant | Helping teams scale", "summary": "Professional with 7.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 7.6, "current_title": "Accountant", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Accountant", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2018-12-05", "end_date": "2022-12-14", "duration_months": 49, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Chandigarh University", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2009, "end_year": 2014, "grade": "7.67 CGPA", "tier": "tier_3"}], "skills": [{"name": "Spark", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 12, "duration_months": 6}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 8, "duration_months": 5}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 0, "duration_months": 3}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 15, "duration_months": 9}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 12, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 56.3, "signup_date": "2026-03-24", "last_active_date": "2026-02-11", "open_to_work_flag": true, "profile_views_received_30d": 34, "applications_submitted_30d": 2, "recruiter_response_rate": 0.13, "avg_response_time_hours": 66.0, "skill_assessment_scores": {}, "connection_count": 459, "endorsements_received": 2, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 25.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 85, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.85, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0075915", "profile": {"anonymized_name": "Ritu Krishnan", "headline": "Graphic Designer | 11.1+ yrs experience", "summary": "Professional with 11.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0096435", "profile": {"anonymized_name": "Myra Nair", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 4.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 4.4, "current_title": "Mobile Developer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Mobile Developer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "CRED", "title": ".NET Developer", "start_date": "2022-02-03", "end_date": "2022-11-30", "duration_months": 10, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Jadavpur University", "degree": "B.Sc", "field_of_study": "Computer Science", "start_year": 2005, "end_year": 2010, "grade": "7.75 CGPA", "tier": "tier_2"}], "skills": [{"name": "REST APIs", "proficiency": "beginner", "endorsements": 3, "duration_months": 2}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "Angular", "proficiency": "beginner", "endorsements": 10, "duration_months": 12}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 9, "duration_months": 24}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 1, "duration_months": 16}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 59, "duration_months": 42}, {"name": "Azure", "proficiency": "beginner", "endorsements": 0, "duration_months": 3}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 2, "duration_months": 10}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 69.2, "signup_date": "2024-11-03", "last_active_date": "2026-03-08", "open_to_work_flag": true, "profile_views_received_30d": 76, "applications_submitted_30d": 0, "recruiter_response_rate": 0.79, "avg_response_time_hours": 20.4, "skill_assessment_scores": {"Kubeflow": 38.7}, "connection_count": 219, "endorsements_received": 24, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.3, "max": 34.1}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 48.1, "search_appearance_30d": 239, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.44, "offer_acceptance_rate": 0.44, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0071067", "profile": {"anonymized_name": "Kiara Patel", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 14.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Delhi College of Engineering", "degree": "M.Tech", "field_of_study": "Computer Engineering", "start_year": 2011, "end_year": 2014, "grade": "7.88 CGPA", "tier": "tier_2"}, {"institution": "Thapar University", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2008, "end_year": 2011, "grade": "81%", "tier": "tier_2"}], "skills": [{"name": "GCP", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Figma", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 11, "duration_months": 24}, {"name": "HTML", "proficiency": "beginner", "endorsements": 12, "duration_months": 5}, {"name": "OpenCV", "proficiency": "advanced", "endorsements": 28, "duration_months": 34}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 3, "duration_months": 36}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 59.6, "signup_date": "2023-08-11", "last_active_date": "2026-04-18", "open_to_work_flag": true, "profile_views_received_30d": 14, "applications_submitted_30d": 3, "recruiter_response_rate": 0.24, "avg_response_time_hours": 164.8, "skill_assessment_scores": {"OpenCV": 57.9}, "connection_count": 478, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 7.3, "max": 9.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 65, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.67, "offer_acceptance_rate": 0.54, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0007990", "profile": {"anonymized_name": "Nisha Agarwal", "headline": "Frontend Engineer | Backend systems & APIs", "summary": "Software engineer with 8.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "TCS", "title": "QA Engineer", "start_date": "2021-11-12", "end_date": "2024-08-28", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Pied Piper", "title": "Cloud Engineer", "start_date": "2018-11-28", "end_date": "2021-11-12", "duration_months": 36, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Frontend engineering at a media company. 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{"candidate_id": "CAND_0098039", "profile": {"anonymized_name": "Manish Rao", "headline": "Mechanical Engineer | 7.9+ yrs experience", "summary": "Professional with 7.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 7.9, "current_title": "Mechanical Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Graphic Designer", "start_date": "2019-09-01", "end_date": "2023-11-09", "duration_months": 51, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Initech", "title": "Marketing Manager", "start_date": "2018-07-31", "end_date": "2019-08-25", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "VIT Chennai", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2013, "end_year": 2016, "grade": "7.86 CGPA", "tier": "tier_3"}, {"institution": "Chandigarh University", "degree": "B.Sc", "field_of_study": "Data Science", "start_year": 2008, "end_year": 2012, "grade": "7.75 CGPA", "tier": "tier_3"}], "skills": [{"name": "Tally", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}, {"name": "Excel", "proficiency": "beginner", "endorsements": 0, "duration_months": 6}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 59, "duration_months": 30}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 1, "duration_months": 21}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 11, "duration_months": 19}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 4, "duration_months": 9}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 15, "duration_months": 9}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 12, "duration_months": 31}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 41.1, "signup_date": "2025-05-07", "last_active_date": "2026-01-15", "open_to_work_flag": false, "profile_views_received_30d": 56, "applications_submitted_30d": 2, "recruiter_response_rate": 0.24, "avg_response_time_hours": 130.6, "skill_assessment_scores": {"Computer Vision": 57.0}, "connection_count": 384, "endorsements_received": 0, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.7, "max": 25.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 145, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0041105", "profile": {"anonymized_name": "Deepak Joshi", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 3.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 3.3, "current_title": "Marketing Manager", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2023-03-14", "end_date": "2024-04-07", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Statistics", "start_year": 2002, "end_year": 2005, "grade": "69%", "tier": "tier_4"}, {"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "MBA", "start_year": 2016, "end_year": 2019, "grade": "8.60 CGPA", "tier": "tier_4"}], "skills": [{"name": "FastAPI", "proficiency": "beginner", "endorsements": 8, "duration_months": 7}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 3, "duration_months": 3}, {"name": "Sales", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 6, "duration_months": 50}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 13}, {"name": "dbt", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 75.9, "signup_date": "2026-01-08", "last_active_date": "2026-02-20", "open_to_work_flag": true, "profile_views_received_30d": 38, "applications_submitted_30d": 8, "recruiter_response_rate": 0.49, "avg_response_time_hours": 154.2, "skill_assessment_scores": {"YOLO": 55.4}, "connection_count": 282, "endorsements_received": 31, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 13.3, "max": 21.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 31, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.38, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0007493", "profile": {"anonymized_name": "Tanya Mehta", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 4.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 4.4, "current_title": "Cloud Engineer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Cloud Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Dunder Mifflin", "title": "Frontend Engineer", "start_date": "2022-08-16", "end_date": "2024-12-03", "duration_months": 28, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Wipro", "title": "Frontend Engineer", "start_date": "2022-02-17", "end_date": "2022-08-16", "duration_months": 6, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). 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{"candidate_id": "CAND_0006573", "profile": {"anonymized_name": "Neha Banerjee", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 10.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 10.3, "current_title": "Project Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Project Manager", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Content Writer", "start_date": "2020-12-24", "end_date": "2022-08-16", "duration_months": 20, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "HR Manager", "start_date": "2016-05-19", "end_date": "2020-12-24", "duration_months": 56, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "SRM Chennai", "degree": "M.S.", "field_of_study": "Artificial Intelligence", "start_year": 2008, "end_year": 2011, "grade": "9.28 CGPA", "tier": "tier_3"}, {"institution": "Generic State University", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2000, "end_year": 2005, "grade": "8.20 CGPA", "tier": "tier_4"}], "skills": [{"name": "Tailwind", "proficiency": "intermediate", "endorsements": 1, "duration_months": 32}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 10, "duration_months": 22}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 15, "duration_months": 31}, {"name": "Docker", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 10, "duration_months": 14}, {"name": "GCP", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 4, "duration_months": 22}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 78.1, "signup_date": "2025-04-23", "last_active_date": "2026-03-04", "open_to_work_flag": false, "profile_views_received_30d": 28, "applications_submitted_30d": 2, "recruiter_response_rate": 0.05, "avg_response_time_hours": 51.6, "skill_assessment_scores": {}, "connection_count": 34, "endorsements_received": 23, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.9, "max": 7.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 24.0, "search_appearance_30d": 151, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0076570", "profile": {"anonymized_name": "Karan Shetty", "headline": "Mobile Developer | Cloud & DevOps", "summary": "Software engineer with 7.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "HCL", "title": ".NET Developer", "start_date": "2023-01-13", "end_date": "2025-01-02", "duration_months": 24, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Pied Piper", "title": ".NET Developer", "start_date": "2021-11-12", "end_date": "2023-01-06", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Initech", "title": "Full Stack Developer", "start_date": "2019-03-14", "end_date": "2021-10-29", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. 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{"candidate_id": "CAND_0062494", "profile": {"anonymized_name": "Krishna Dalal", "headline": "Sales Executive | Exploring AI & GenAI applications", "summary": "Sales Executive with 12.6+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0065910", "profile": {"anonymized_name": "Shreya Bose", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 1.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 1.1, "current_title": "Business Analyst", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "RV College of Engineering", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2011, "end_year": 2016, "grade": "85%", "tier": "tier_2"}], "skills": [{"name": "Databricks", "proficiency": "beginner", "endorsements": 10, "duration_months": 14}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 11, "duration_months": 23}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 46, "duration_months": 51}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 9, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 27.1, "signup_date": "2025-03-10", "last_active_date": "2025-10-17", "open_to_work_flag": false, "profile_views_received_30d": 31, "applications_submitted_30d": 10, "recruiter_response_rate": 0.51, "avg_response_time_hours": 189.9, "skill_assessment_scores": {}, "connection_count": 543, "endorsements_received": 31, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.1, "max": 25.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 40, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.44, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0069616", "profile": {"anonymized_name": "Shreya Chowdary", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 5.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 5.3, "current_title": "Software Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Software Engineer", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "HCL", "title": "DevOps Engineer", "start_date": "2021-03-24", "end_date": "2022-04-18", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "VIT Vellore", "degree": "B.Tech", "field_of_study": "Information Technology", "start_year": 2000, "end_year": 2005, "grade": "7.43 CGPA", "tier": "tier_2"}, {"institution": "VJTI Mumbai", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2015, "end_year": 2018, "grade": "77%", "tier": "tier_2"}], "skills": [{"name": "Kubernetes", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 5, "duration_months": 9}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 12, "duration_months": 9}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}, {"name": "TensorFlow", "proficiency": "advanced", "endorsements": 4, "duration_months": 48}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 8, "duration_months": 14}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "Redis", "proficiency": "beginner", "endorsements": 3, "duration_months": 6}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 3, "duration_months": 19}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 0, "duration_months": 15}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 9, "duration_months": 21}, {"name": "Java", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 52.7, "signup_date": "2023-05-11", "last_active_date": "2026-01-22", "open_to_work_flag": false, "profile_views_received_30d": 99, "applications_submitted_30d": 12, "recruiter_response_rate": 0.42, "avg_response_time_hours": 135.0, "skill_assessment_scores": {}, "connection_count": 275, "endorsements_received": 16, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.0, "max": 22.8}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 28.5, "search_appearance_30d": 64, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.43, "offer_acceptance_rate": 0.46, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0020636", "profile": {"anonymized_name": "Anjali Singh", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 3.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 3.5, "current_title": "Cloud Engineer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Cloud Engineer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Cognizant", "title": "Java Developer", "start_date": "2023-01-13", "end_date": "2024-10-04", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Amity University", "degree": "B.Tech", "field_of_study": "Civil Engineering", "start_year": 2003, "end_year": 2007, "grade": "8.87 CGPA", "tier": "tier_3"}], "skills": [{"name": "Apache Beam", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "GCP", "proficiency": "beginner", "endorsements": 1, "duration_months": 7}, {"name": "Haystack", "proficiency": "intermediate", "endorsements": 15, "duration_months": 8}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 14, "duration_months": 15}, {"name": "ASR", "proficiency": "advanced", "endorsements": 1, "duration_months": 22}, {"name": "Rust", "proficiency": "beginner", "endorsements": 5, "duration_months": 13}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 1, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 69.4, "signup_date": "2023-09-02", "last_active_date": "2026-03-17", "open_to_work_flag": false, "profile_views_received_30d": 46, "applications_submitted_30d": 3, "recruiter_response_rate": 0.2, "avg_response_time_hours": 142.9, "skill_assessment_scores": {}, "connection_count": 473, "endorsements_received": 64, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 20.8, "max": 28.3}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 82, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.9, "offer_acceptance_rate": 0.78, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0007456", "profile": {"anonymized_name": "Vihaan Singh", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 12.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wipro", "title": "Project Manager", "start_date": "2016-10-16", "end_date": "2020-04-28", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Acme Corp", "title": "Customer Support", "start_date": "2013-11-01", "end_date": "2016-08-17", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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{"candidate_id": "CAND_0066563", "profile": {"anonymized_name": "Om Chowdary", "headline": "Software Engineer | Cloud & DevOps", "summary": "Software engineer with 9.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 9.2, "current_title": "Software Engineer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Software Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Cognizant", "title": "QA Engineer", "start_date": "2022-12-14", "end_date": "2024-12-03", "duration_months": 24, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Zomato", "title": "Mobile Developer", "start_date": "2019-11-30", "end_date": "2022-12-14", "duration_months": 37, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Cognizant", "title": ".NET Developer", "start_date": "2017-05-07", "end_date": "2019-11-23", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "M.Tech", "field_of_study": "MBA", "start_year": 2013, "end_year": 2016, "grade": "9.29 CGPA", "tier": "tier_3"}], "skills": [{"name": "LoRA", "proficiency": "advanced", "endorsements": 24, "duration_months": 53}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 1, "duration_months": 21}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 2, "duration_months": 10}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "Rust", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 4, "duration_months": 12}, {"name": "ASR", "proficiency": "advanced", "endorsements": 59, "duration_months": 43}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 5, "duration_months": 21}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "Java", "proficiency": "intermediate", "endorsements": 11, "duration_months": 24}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 43.7, "signup_date": "2023-09-28", "last_active_date": "2026-01-28", "open_to_work_flag": false, "profile_views_received_30d": 75, "applications_submitted_30d": 1, "recruiter_response_rate": 0.39, "avg_response_time_hours": 127.2, "skill_assessment_scores": {}, "connection_count": 280, "endorsements_received": 41, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 8.4, "max": 21.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 60, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.64, "offer_acceptance_rate": 0.6, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0010501", "profile": {"anonymized_name": "Mira Menon", "headline": "Project Manager | Driving business outcomes", "summary": "Professional with 11.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 11.5, "current_title": "Project Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Project Manager", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "Content Writer", "start_date": "2022-02-17", "end_date": "2023-11-09", "duration_months": 21, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2015-02-24", "end_date": "2017-09-11", "duration_months": 31, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. 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{"candidate_id": "CAND_0024357", "profile": {"anonymized_name": "Om Shah", "headline": "Backend Engineer | Data pipelines & analytics", "summary": "Software / data professional with 4.4 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 4.4, "current_title": "Backend Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "Backend Engineer", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "TCS", "title": "Data Analyst", "start_date": "2022-02-17", "end_date": "2024-05-07", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Physics", "start_year": 2017, "end_year": 2020, "grade": "6.98 CGPA", "tier": "tier_4"}], "skills": [{"name": "Redux", "proficiency": "beginner", "endorsements": 4, "duration_months": 4}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 4, "duration_months": 23}, {"name": "ASR", "proficiency": "advanced", "endorsements": 35, "duration_months": 53}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 13, "duration_months": 20}, {"name": "AWS", "proficiency": "beginner", "endorsements": 4, "duration_months": 12}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 13, "duration_months": 8}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 16, "duration_months": 37}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 31, "duration_months": 37}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 5, "duration_months": 8}, {"name": "Angular", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 56, "duration_months": 59}, {"name": "Sentence Transformers", "proficiency": "advanced", "endorsements": 10, "duration_months": 32}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2024}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.0, "signup_date": "2025-05-20", "last_active_date": "2026-05-01", "open_to_work_flag": true, "profile_views_received_30d": 26, "applications_submitted_30d": 5, "recruiter_response_rate": 0.58, "avg_response_time_hours": 133.7, "skill_assessment_scores": {"ASR": 78.0, "Diffusion Models": 66.2, "Machine Learning": 72.7}, "connection_count": 354, "endorsements_received": 58, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 24.8, "max": 35.4}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 365, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0008982", "profile": {"anonymized_name": "Siya Mishra", "headline": "Accountant | 2.7+ yrs experience", "summary": "Professional with 2.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 2.7, "current_title": "Accountant", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Accountant", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Delhi College of Engineering", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2011, "end_year": 2016, "grade": "66%", "tier": "tier_2"}, {"institution": "Chandigarh University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2009, "end_year": 2014, "grade": "9.29 CGPA", "tier": "tier_3"}], "skills": [{"name": "Terraform", "proficiency": "beginner", "endorsements": 13, "duration_months": 8}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 12}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 15, "duration_months": 28}, {"name": "Spark", "proficiency": "beginner", "endorsements": 2, "duration_months": 3}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 12, "duration_months": 18}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 14, "duration_months": 8}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 3, "duration_months": 30}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 65.8, "signup_date": "2023-11-10", "last_active_date": "2026-01-01", "open_to_work_flag": true, "profile_views_received_30d": 68, "applications_submitted_30d": 8, "recruiter_response_rate": 0.44, "avg_response_time_hours": 31.5, "skill_assessment_scores": {}, "connection_count": 229, "endorsements_received": 4, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.7, "max": 12.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 125, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.71, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0077993", "profile": {"anonymized_name": "Pari Mittal", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 3.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Austin", "country": "USA", "years_of_experience": 3.8, "current_title": "QA Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "QA Engineer", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2005, "end_year": 2009, "grade": "6.62 CGPA", "tier": "tier_4"}], "skills": [{"name": "Spark", "proficiency": "beginner", "endorsements": 11, "duration_months": 16}, {"name": "Django", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 31}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 9, "duration_months": 12}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 6, "duration_months": 12}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 6, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 46.6, "signup_date": "2024-04-29", "last_active_date": "2026-01-16", "open_to_work_flag": false, "profile_views_received_30d": 13, "applications_submitted_30d": 1, "recruiter_response_rate": 0.17, "avg_response_time_hours": 54.8, "skill_assessment_scores": {}, "connection_count": 115, "endorsements_received": 21, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 20.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 23.2, "search_appearance_30d": 52, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.25, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0008908", "profile": {"anonymized_name": "Neha Chowdary", "headline": "Business Analyst | Exploring AI & GenAI applications", "summary": "Business Analyst with 9.0+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 9.0, "current_title": "Business Analyst", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Business Analyst", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "Customer Support", "start_date": "2021-02-22", "end_date": "2023-04-13", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2019-10-31", "end_date": "2021-02-22", "duration_months": 16, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Project Manager", "start_date": "2018-02-01", "end_date": "2019-10-24", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0088502", "profile": {"anonymized_name": "Aarav Khanna", "headline": "Operations Manager | 7.6+ yrs experience", "summary": "Professional with 7.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 7.6, "current_title": "Operations Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Operations Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Infosys", "title": "Project Manager", "start_date": "2022-07-17", "end_date": "2024-04-07", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2020-04-28", "end_date": "2022-07-17", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. 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{"candidate_id": "CAND_0030829", "profile": {"anonymized_name": "Dhruv Patel", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 11.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 11.6, "current_title": "Marketing Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Marketing Manager", "start_date": "2022-08-16", "end_date": null, "duration_months": 46, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Business Analyst", "start_date": "2015-09-22", "end_date": "2019-10-01", "duration_months": 49, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Civil Engineer", "start_date": "2014-12-26", "end_date": "2015-07-24", "duration_months": 7, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0052924", "profile": {"anonymized_name": "Pari Reddy", "headline": "HR Manager | AI enthusiast | Building with LLMs", "summary": "HR Manager with 13.6+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 13.6, "current_title": "HR Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "HR Manager", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Operations Manager", "start_date": "2022-07-03", "end_date": "2024-04-23", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2018-01-25", "end_date": "2022-07-03", "duration_months": 54, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "HR Manager", "start_date": "2014-11-12", "end_date": "2018-01-25", "duration_months": 39, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. 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Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2000, "end_year": 2005, "grade": "71%", "tier": "tier_4"}], "skills": [{"name": "Scrum", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 15, "duration_months": 30}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 10, "duration_months": 28}, {"name": "Go", "proficiency": "intermediate", "endorsements": 15, "duration_months": 35}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 15, "duration_months": 18}, {"name": "Prompt Engineering", "proficiency": "intermediate", "endorsements": 2, "duration_months": 17}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 3, "duration_months": 5}, {"name": "RAG", "proficiency": "advanced", "endorsements": 4, "duration_months": 13}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 1, "duration_months": 7}, {"name": "Recommendation Systems", "proficiency": "intermediate", "endorsements": 2, "duration_months": 6}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 4, "duration_months": 10}, {"name": "Pinecone", "proficiency": "advanced", "endorsements": 2, "duration_months": 15}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 2, "duration_months": 17}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2025}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2021}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 72.3, "signup_date": "2023-04-08", "last_active_date": "2025-12-09", "open_to_work_flag": true, "profile_views_received_30d": 22, "applications_submitted_30d": 10, "recruiter_response_rate": 0.35, "avg_response_time_hours": 224.7, "skill_assessment_scores": {}, "connection_count": 227, "endorsements_received": 47, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.4, "max": 23.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 78, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.54, "offer_acceptance_rate": 0.37, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0015714", "profile": {"anonymized_name": "Rajesh Vora", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 9.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Singapore", "country": "Singapore", "years_of_experience": 9.4, "current_title": "QA Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "QA Engineer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Globex Inc", "title": "DevOps Engineer", "start_date": "2019-12-30", "end_date": "2023-10-10", "duration_months": 46, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Pied Piper", "title": "Full Stack Developer", "start_date": "2018-03-10", "end_date": "2019-12-30", "duration_months": 22, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Wayne Enterprises", "title": "Software Engineer", "start_date": "2017-01-14", "end_date": "2018-01-09", "duration_months": 12, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. 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{"candidate_id": "CAND_0074669", "profile": {"anonymized_name": "Dhruv Dutta", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 9.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0032272", "profile": {"anonymized_name": "Om Chopra", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 12.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Mechanical Engineer", "start_date": "2020-01-29", "end_date": "2022-11-14", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0075881", "profile": {"anonymized_name": "Siya Desai", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 4.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 4.6, "current_title": "Sales Executive", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Sales Executive", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2021-11-19", "end_date": "2022-06-17", "duration_months": 7, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Chandigarh University", "degree": "B.Tech", "field_of_study": "Statistics", "start_year": 2007, "end_year": 2011, "grade": "8.45 CGPA", "tier": "tier_3"}], "skills": [{"name": "Scrum", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 0, "duration_months": 6}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 11, "duration_months": 9}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 1, "duration_months": 16}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 5, "duration_months": 3}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 0, "duration_months": 7}, {"name": "Sales", "proficiency": "beginner", "endorsements": 1, "duration_months": 10}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "dbt", "proficiency": "beginner", "endorsements": 3, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 70.7, "signup_date": "2024-03-09", "last_active_date": "2026-02-16", "open_to_work_flag": false, "profile_views_received_30d": 40, "applications_submitted_30d": 6, "recruiter_response_rate": 0.74, "avg_response_time_hours": 189.9, "skill_assessment_scores": {}, "connection_count": 259, "endorsements_received": 17, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 10.0, "max": 11.2}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 90, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.45, "offer_acceptance_rate": 0.66, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0077925", "profile": {"anonymized_name": "Arjun Goyal", "headline": "Content Writer | Helping teams scale", "summary": "Professional with 12.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0005210", "profile": {"anonymized_name": "Aarohi Sethi", "headline": "Customer Support | 11.4+ yrs experience", "summary": "Professional with 11.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 11.4, "current_title": "Customer Support", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Customer Support", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2021-04-09", "end_date": "2024-05-23", "duration_months": 38, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2015-04-11", "end_date": "2018-12-21", "duration_months": 45, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0081184", "profile": {"anonymized_name": "Ved Trivedi", "headline": "Mechanical Engineer | Driving business outcomes", "summary": "Professional with 2.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 2.3, "current_title": "Mechanical Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2024-02-07", "end_date": "2024-11-03", "duration_months": 9, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Chemical Engineering", "start_year": 2002, "end_year": 2005, "grade": "6.79 CGPA", "tier": "tier_4"}], "skills": [{"name": "Photoshop", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 2, "duration_months": 36}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 5, "duration_months": 16}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 12, "duration_months": 10}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 57, "duration_months": 29}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 77.6, "signup_date": "2026-03-07", "last_active_date": "2025-10-16", "open_to_work_flag": false, "profile_views_received_30d": 1, "applications_submitted_30d": 10, "recruiter_response_rate": 0.49, "avg_response_time_hours": 203.0, "skill_assessment_scores": {}, "connection_count": 90, "endorsements_received": 12, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 10.1, "max": 15.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 180, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0010746", "profile": {"anonymized_name": "Sneha Mehta", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 4.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 4.5, "current_title": "QA Engineer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "QA Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Tech Mahindra", "title": "Mobile Developer", "start_date": "2021-11-19", "end_date": "2024-06-06", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Anna University", "degree": "M.Tech", "field_of_study": "Information Technology", "start_year": 2005, "end_year": 2010, "grade": "8.63 CGPA", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "B.Sc", "field_of_study": "Data Science", "start_year": 2009, "end_year": 2014, "grade": "8.29 CGPA", "tier": "tier_3"}], "skills": [{"name": "Terraform", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 11, "duration_months": 26}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 17, "duration_months": 46}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 12, "duration_months": 13}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 13, "duration_months": 48}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 5, "duration_months": 8}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 5, "duration_months": 8}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "GCP", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 0, "duration_months": 32}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.7, "signup_date": "2023-06-24", "last_active_date": "2026-01-31", "open_to_work_flag": false, "profile_views_received_30d": 80, "applications_submitted_30d": 6, "recruiter_response_rate": 0.12, "avg_response_time_hours": 64.8, "skill_assessment_scores": {"Embeddings": 32.5, "YOLO": 58.4}, "connection_count": 699, "endorsements_received": 9, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 14.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 188, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.61, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0054949", "profile": {"anonymized_name": "Ira Verma", "headline": "Civil Engineer | 4.9+ yrs experience", "summary": "Professional with 4.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 4.9, "current_title": "Civil Engineer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2021-08-14", "end_date": "2023-04-06", "duration_months": 20, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Statistics", "start_year": 2006, "end_year": 2009, "grade": "68%", "tier": "tier_4"}, {"institution": "Amity University", "degree": "B.Tech", "field_of_study": "Commerce", "start_year": 2003, "end_year": 2006, "grade": "7.94 CGPA", "tier": "tier_3"}], "skills": [{"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "React", "proficiency": "beginner", "endorsements": 3, "duration_months": 18}, {"name": "Agile", "proficiency": "beginner", "endorsements": 9, "duration_months": 8}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 1, "duration_months": 23}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 17, "duration_months": 50}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Java", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 12, "duration_months": 23}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 68.1, "signup_date": "2024-10-12", "last_active_date": "2026-03-24", "open_to_work_flag": false, "profile_views_received_30d": 59, "applications_submitted_30d": 3, "recruiter_response_rate": 0.54, "avg_response_time_hours": 179.6, "skill_assessment_scores": {}, "connection_count": 157, "endorsements_received": 36, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 12.0}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 11.6, "search_appearance_30d": 129, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.48, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0086164", "profile": {"anonymized_name": "Neha Sethi", "headline": "Senior Software Engineer | 4.9+ yrs in data engineering", "summary": "Software / data professional with 4.9 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 4.9, "current_title": "Senior Software Engineer", "current_company": "Mindtree", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mindtree", "title": "Senior Software Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Implemented streaming data pipelines on Kafka and Spark Streaming for a real-time user-activity processing platform. Designed the schema-registry integration, the watermark/state management approach, and the deduplication logic for late-arriving events. Worked closely with the data science team to make sure feature pipelines aligned with what their models needed. Most of my career has been data engineering, with some adjacent ML exposure."}, {"company": "Mindtree", "title": "Senior Software Engineer", "start_date": "2021-07-22", "end_date": "2022-09-15", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "Thapar University", "degree": "M.S.", "field_of_study": "Computer Engineering", "start_year": 2012, "end_year": 2017, "grade": "7.05 CGPA", "tier": "tier_2"}, {"institution": "NIT Trichy", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2001, "end_year": 2006, "grade": "90%", "tier": "tier_1"}], "skills": [{"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 8, "duration_months": 21}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 1, "duration_months": 24}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 22}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 9, "duration_months": 28}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 5, "duration_months": 56}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "Docker", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 12, "duration_months": 20}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 2, "duration_months": 31}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 12, "duration_months": 10}, {"name": "QLoRA", "proficiency": "intermediate", "endorsements": 0, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 76.6, "signup_date": "2026-02-02", "last_active_date": "2026-01-30", "open_to_work_flag": true, "profile_views_received_30d": 120, "applications_submitted_30d": 12, "recruiter_response_rate": 0.59, "avg_response_time_hours": 67.0, "skill_assessment_scores": {"Weights & Biases": 46.8}, "connection_count": 178, "endorsements_received": 67, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.3, "max": 39.7}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 14.6, "search_appearance_30d": 352, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.77, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0076504", "profile": {"anonymized_name": "Aarav Chopra", "headline": ".NET Developer | Full-stack development", "summary": "Software engineer with 7.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "HCL", "title": ".NET Developer", "start_date": "2022-04-18", "end_date": "2025-02-01", "duration_months": 34, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "HCL", "title": "DevOps Engineer", "start_date": "2019-02-03", "end_date": "2022-04-18", "duration_months": 39, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. 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{"candidate_id": "CAND_0074086", "profile": {"anonymized_name": "Deepak Menon", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 10.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 10.1, "current_title": "Business Analyst", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Business Analyst", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "HR Manager", "start_date": "2018-05-09", "end_date": "2022-02-17", "duration_months": 46, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Customer Support", "start_date": "2016-06-04", "end_date": "2018-04-25", "duration_months": 23, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Anna University", "degree": "M.S.", "field_of_study": "Electronics", "start_year": 2015, "end_year": 2019, "grade": "70%", "tier": "tier_2"}], "skills": [{"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 10, "duration_months": 20}, {"name": "Redis", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 11, "duration_months": 11}, {"name": "Agile", "proficiency": "beginner", "endorsements": 4, "duration_months": 8}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 13, "duration_months": 10}, {"name": "Excel", "proficiency": "beginner", "endorsements": 8, "duration_months": 18}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 13, "duration_months": 10}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 13, "duration_months": 20}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 7, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 76.2, "signup_date": "2024-12-06", "last_active_date": "2025-12-13", "open_to_work_flag": false, "profile_views_received_30d": 43, "applications_submitted_30d": 9, "recruiter_response_rate": 0.41, "avg_response_time_hours": 160.9, "skill_assessment_scores": {}, "connection_count": 592, "endorsements_received": 4, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 11.5, "max": 19.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 42.2, "search_appearance_30d": 150, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.72, "offer_acceptance_rate": 0.19, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0068523", "profile": {"anonymized_name": "Ananya Mittal", "headline": "Sales Executive | 6.7+ yrs experience", "summary": "Professional with 6.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Berlin", "country": "Germany", "years_of_experience": 6.7, "current_title": "Sales Executive", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Sales Executive", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Sales Executive", "start_date": "2019-10-31", "end_date": "2022-08-16", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "PES University", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2008, "end_year": 2013, "grade": "9.44 CGPA", "tier": "tier_2"}], "skills": [{"name": "Vue.js", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 14, "duration_months": 18}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 5, "duration_months": 33}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 8, "duration_months": 25}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 47.9, "signup_date": "2024-10-31", "last_active_date": "2026-03-11", "open_to_work_flag": false, "profile_views_received_30d": 36, "applications_submitted_30d": 6, "recruiter_response_rate": 0.33, "avg_response_time_hours": 18.8, "skill_assessment_scores": {}, "connection_count": 289, "endorsements_received": 30, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 16.0, "max": 14.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 29, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0041468", "profile": {"anonymized_name": "Karan Chopra", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 6.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 6.7, "current_title": "Marketing Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Marketing Manager", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2022-02-17", "end_date": "2024-08-05", "duration_months": 30, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Project Manager", "start_date": "2019-11-30", "end_date": "2022-02-17", "duration_months": 27, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2015, "grade": "6.62 CGPA", "tier": "tier_4"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 4, "duration_months": 4}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 7, "duration_months": 14}, {"name": "Java", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 8, "duration_months": 36}, {"name": "ETL", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 6, "duration_months": 29}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 3, "duration_months": 35}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 84.2, "signup_date": "2026-01-21", "last_active_date": "2025-11-19", "open_to_work_flag": false, "profile_views_received_30d": 31, "applications_submitted_30d": 6, "recruiter_response_rate": 0.78, "avg_response_time_hours": 202.8, "skill_assessment_scores": {}, "connection_count": 51, "endorsements_received": 3, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 6.4, "max": 15.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 35.8, "search_appearance_30d": 60, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.56, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0034180", "profile": {"anonymized_name": "Ira Verma", "headline": "Software Engineer | Backend systems & APIs", "summary": "Software engineer with 9.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 9.3, "current_title": "Software Engineer", "current_company": "Capgemini", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Capgemini", "title": "Software Engineer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Cognizant", "title": "Frontend Engineer", "start_date": "2022-01-11", "end_date": "2024-07-29", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Cognizant", "title": "Java Developer", "start_date": "2018-11-14", "end_date": "2021-12-28", "duration_months": 38, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Pied Piper", "title": ".NET Developer", "start_date": "2017-02-22", "end_date": "2018-09-15", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "KIIT University", "degree": "Ph.D", "field_of_study": "Chemical Engineering", "start_year": 2019, "end_year": 2022, "grade": "6.89 CGPA", "tier": "tier_3"}], "skills": [{"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 30, "duration_months": 52}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Agile", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 7, "duration_months": 18}, {"name": "Flask", "proficiency": "beginner", "endorsements": 11, "duration_months": 2}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 12, "duration_months": 10}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 10, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 58.7, "signup_date": "2024-12-30", "last_active_date": "2026-05-16", "open_to_work_flag": false, "profile_views_received_30d": 98, "applications_submitted_30d": 1, "recruiter_response_rate": 0.1, "avg_response_time_hours": 215.1, "skill_assessment_scores": {}, "connection_count": 241, "endorsements_received": 64, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.0, "max": 27.7}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 53.5, "search_appearance_30d": 43, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.45, "offer_acceptance_rate": 0.56, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0026773", "profile": {"anonymized_name": "Neha Mishra", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 7.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 7.8, "current_title": "QA Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "QA Engineer", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Wayne Enterprises", "title": "Cloud Engineer", "start_date": "2019-11-30", "end_date": "2024-03-08", "duration_months": 52, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Swiggy", "title": "DevOps Engineer", "start_date": "2018-08-30", "end_date": "2019-11-23", "duration_months": 15, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.E.", "field_of_study": "Physics", "start_year": 2013, "end_year": 2016, "grade": "8.90 CGPA", "tier": "tier_4"}, {"institution": "Chandigarh University", "degree": "M.E.", "field_of_study": "Civil Engineering", "start_year": 2008, "end_year": 2013, "grade": "8.89 CGPA", "tier": "tier_3"}], "skills": [{"name": "AWS", "proficiency": "intermediate", "endorsements": 3, "duration_months": 11}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 1, "duration_months": 19}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "CSS", "proficiency": "beginner", "endorsements": 2, "duration_months": 16}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 45, "duration_months": 50}, {"name": "Java", "proficiency": "intermediate", "endorsements": 0, "duration_months": 22}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 13, "duration_months": 32}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 13, "duration_months": 8}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 3, "duration_months": 8}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 43.4, "signup_date": "2023-10-11", "last_active_date": "2025-12-20", "open_to_work_flag": false, "profile_views_received_30d": 101, "applications_submitted_30d": 4, "recruiter_response_rate": 0.45, "avg_response_time_hours": 76.9, "skill_assessment_scores": {}, "connection_count": 696, "endorsements_received": 25, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 18.8, "max": 17.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 12.9, "search_appearance_30d": 141, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.61, "offer_acceptance_rate": 0.25, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0087783", "profile": {"anonymized_name": "Ritu Gupta", "headline": "Senior Software Engineer (ML) | Building ML-powered solutions", "summary": "Data scientist / ML engineer with 6.7 years of experience in applied machine learning. Worked across predictive modeling, NLP, analytics, and lightweight deployment workflows. Most of my recent work has been on predictive modeling for customer-facing problems — churn, conversion, lifetime value. I'm strongest at the modeling and analysis side; comfortable with Python, scikit-learn, pandas, and standard MLOps tooling, but I'm still building depth on the engineering and infra side of production ML. I want to grow into senior AI engineering — get serious about LLMs and retrieval beyond the surface level.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 6.7, "current_title": "Senior Software Engineer (ML)", "current_company": "Meesho", "current_company_size": "1001-5000", "current_industry": "E-commerce"}, "career_history": [{"company": "Meesho", "title": "Senior Software Engineer (ML)", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "E-commerce", "company_size": "1001-5000", "description": "Built computer vision models for our product's image moderation feature using PyTorch — fine-tuned ResNet variants on a labeled dataset of ~200K images. Set up the training pipeline (data loading, augmentation, evaluation) and the inference service. Most of my project work has been in CV; I'm now interested in transitioning toward NLP/LLM work but my professional experience there is limited."}, {"company": "Flipkart", "title": "Computer Vision Engineer", "start_date": "2020-09-25", "end_date": "2023-06-12", "duration_months": 33, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Contributed to ML feature engineering and model deployment for a fraud-detection product. My main role was engineering: building the Flask-based prediction API, integrating with the feature store, and writing the model-serving observability layer. I worked closely with senior data scientists but my own modeling work was secondary — I was the production-side engineer."}, {"company": "Paytm", "title": "Junior ML Engineer", "start_date": "2019-11-16", "end_date": "2020-09-11", "duration_months": 10, "is_current": false, "industry": "Fintech", "company_size": "10001+", "description": "Built computer vision models for our product's image moderation feature using PyTorch — fine-tuned ResNet variants on a labeled dataset of ~200K images. Set up the training pipeline (data loading, augmentation, evaluation) and the inference service. Most of my project work has been in CV; I'm now interested in transitioning toward NLP/LLM work but my professional experience there is limited."}], "education": [{"institution": "Chandigarh University", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2005, "end_year": 2010, "grade": "8.08 CGPA", "tier": "tier_3"}, {"institution": "Jadavpur University", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2002, "end_year": 2007, "grade": "7.28 CGPA", "tier": "tier_2"}], "skills": [{"name": "Embeddings", "proficiency": "advanced", "endorsements": 47, "duration_months": 57}, {"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}, {"name": "LLMs", "proficiency": "advanced", "endorsements": 24, "duration_months": 32}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 56, "duration_months": 45}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 0, "duration_months": 29}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 3, "duration_months": 17}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 8, "duration_months": 33}, {"name": "TTS", "proficiency": "advanced", "endorsements": 56, "duration_months": 35}, {"name": "Qdrant", "proficiency": "advanced", "endorsements": 26, "duration_months": 48}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 45, "duration_months": 34}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}, {"name": "BM25", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 31}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 15, "duration_months": 18}, {"name": "PEFT", "proficiency": "advanced", "endorsements": 12, "duration_months": 42}, {"name": "LoRA", "proficiency": "advanced", "endorsements": 36, "duration_months": 49}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 54.6, "signup_date": "2025-10-04", "last_active_date": "2026-03-11", "open_to_work_flag": false, "profile_views_received_30d": 217, "applications_submitted_30d": 15, "recruiter_response_rate": 0.52, "avg_response_time_hours": 14.5, "skill_assessment_scores": {"Embeddings": 55.9, "LLMs": 58.0}, "connection_count": 138, "endorsements_received": 98, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 28.2, "max": 29.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 72.0, "search_appearance_30d": 577, "saved_by_recruiters_30d": 21, "interview_completion_rate": 0.68, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0093873", "profile": {"anonymized_name": "Riya Sen", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 2.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 2.9, "current_title": "Mechanical Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Mechanical Engineer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Sales Executive", "start_date": "2023-07-28", "end_date": "2024-02-23", "duration_months": 7, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Lovely Professional University", "degree": "M.Tech", "field_of_study": "Mathematics", "start_year": 2014, "end_year": 2018, "grade": "9.48 CGPA", "tier": "tier_3"}, {"institution": "Amity University", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2015, "end_year": 2019, "grade": "7.43 CGPA", "tier": "tier_3"}], "skills": [{"name": "Kubernetes", "proficiency": "beginner", "endorsements": 12, "duration_months": 16}, {"name": "Sales", "proficiency": "beginner", "endorsements": 4, "duration_months": 2}, {"name": "Rust", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 9, "duration_months": 17}, {"name": "BentoML", "proficiency": "advanced", "endorsements": 19, "duration_months": 30}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 36.5, "signup_date": "2023-04-19", "last_active_date": "2025-10-12", "open_to_work_flag": false, "profile_views_received_30d": 21, "applications_submitted_30d": 4, "recruiter_response_rate": 0.24, "avg_response_time_hours": 259.2, "skill_assessment_scores": {"BentoML": 42.0}, "connection_count": 177, "endorsements_received": 38, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 23.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 4.3, "search_appearance_30d": 45, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.79, "offer_acceptance_rate": 0.56, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0041181", "profile": {"anonymized_name": "Ananya Pillai", "headline": "Software Engineer | Data pipelines & analytics", "summary": "Software / data professional with 4.7 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 4.7, "current_title": "Software Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Software Engineer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "Capgemini", "title": "Senior Data Engineer", "start_date": "2021-08-21", "end_date": "2023-04-13", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "COEP Pune", "degree": "B.Sc", "field_of_study": "Computer Science", "start_year": 2016, "end_year": 2021, "grade": "7.82 CGPA", "tier": "tier_2"}], "skills": [{"name": "LangChain", "proficiency": "intermediate", "endorsements": 6, "duration_months": 36}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 0, "duration_months": 22}, {"name": "TensorFlow", "proficiency": "intermediate", "endorsements": 6, "duration_months": 33}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 13, "duration_months": 26}, {"name": "ETL", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 12, "duration_months": 3}, {"name": "QLoRA", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 11, "duration_months": 26}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 9, "duration_months": 10}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 49, "duration_months": 24}, {"name": "OpenCV", "proficiency": "advanced", "endorsements": 15, "duration_months": 20}, {"name": "ASR", "proficiency": "intermediate", "endorsements": 5, "duration_months": 36}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 78.3, "signup_date": "2024-05-09", "last_active_date": "2026-03-01", "open_to_work_flag": false, "profile_views_received_30d": 24, "applications_submitted_30d": 4, "recruiter_response_rate": 0.68, "avg_response_time_hours": 23.7, "skill_assessment_scores": {"Statistical Modeling": 70.8}, "connection_count": 937, "endorsements_received": 94, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 21.7, "max": 38.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 74, "saved_by_recruiters_30d": 30, "interview_completion_rate": 0.65, "offer_acceptance_rate": 0.55, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0031286", "profile": {"anonymized_name": "Zara Mittal", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 2.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 2.3, "current_title": "Operations Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Operations Manager", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Computer Engineering", "start_year": 2004, "end_year": 2009, "grade": "6.69 CGPA", "tier": "tier_4"}], "skills": [{"name": "Content Writing", "proficiency": "intermediate", "endorsements": 15, "duration_months": 16}, {"name": "TTS", "proficiency": "advanced", "endorsements": 22, "duration_months": 42}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 14, "duration_months": 17}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 4, "duration_months": 13}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 13, "duration_months": 12}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 5, "duration_months": 17}, {"name": "Angular", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "SQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 41.3, "signup_date": "2023-09-28", "last_active_date": "2026-02-08", "open_to_work_flag": true, "profile_views_received_30d": 71, "applications_submitted_30d": 3, "recruiter_response_rate": 0.75, "avg_response_time_hours": 243.6, "skill_assessment_scores": {"TTS": 65.2}, "connection_count": 165, "endorsements_received": 14, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 9.0, "max": 17.1}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": 11.1, "search_appearance_30d": 46, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.47, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0034815", "profile": {"anonymized_name": "Vihaan Iyer", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 6.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 6.5, "current_title": "Mechanical Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Mechanical Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2023-04-13", "end_date": "2024-12-03", "duration_months": 20, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2021-12-19", "end_date": "2023-02-12", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Initech", "title": "Marketing Manager", "start_date": "2019-11-30", "end_date": "2021-12-19", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Sc", "field_of_study": "Chemical Engineering", "start_year": 2003, "end_year": 2008, "grade": "7.38 CGPA", "tier": "tier_4"}], "skills": [{"name": "SAP", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 0, "duration_months": 4}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 0, "duration_months": 33}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 2, "duration_months": 34}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 7, "duration_months": 20}, {"name": "SQL", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 10, "duration_months": 10}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2022}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 37.7, "signup_date": "2025-04-18", "last_active_date": "2026-01-17", "open_to_work_flag": false, "profile_views_received_30d": 13, "applications_submitted_30d": 10, "recruiter_response_rate": 0.18, "avg_response_time_hours": 13.2, "skill_assessment_scores": {}, "connection_count": 523, "endorsements_received": 42, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.1, "max": 25.1}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 6, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.5, "offer_acceptance_rate": 0.72, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0051877", "profile": {"anonymized_name": "Arjun Mishra", "headline": "Project Manager | Helping teams scale", "summary": "Professional with 10.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 10.8, "current_title": "Project Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Sales Executive", "start_date": "2022-10-15", "end_date": "2024-08-05", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "TCS", "title": "Accountant", "start_date": "2020-08-26", "end_date": "2022-10-15", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Graphic Designer", "start_date": "2017-08-12", "end_date": "2020-08-26", "duration_months": 37, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2015-12-14", "end_date": "2017-08-05", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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{"candidate_id": "CAND_0017155", "profile": {"anonymized_name": "Yash Desai", "headline": "Civil Engineer | 6.6+ yrs experience", "summary": "Professional with 6.6+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0084608", "profile": {"anonymized_name": "Neha Joshi", "headline": "Marketing Manager | AI enthusiast | Building with LLMs", "summary": "Marketing Manager with 9.6+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2023-11-09", "end_date": "2025-02-01", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Customer Support", "start_date": "2022-08-16", "end_date": "2023-11-09", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. 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{"candidate_id": "CAND_0039322", "profile": {"anonymized_name": "Meera Malhotra", "headline": "Content Writer | Driving business outcomes", "summary": "Professional with 14.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 14.5, "current_title": "Content Writer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Content Writer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2020-09-25", "end_date": "2022-10-15", "duration_months": 25, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Infosys", "title": "Graphic Designer", "start_date": "2018-07-08", "end_date": "2020-09-25", "duration_months": 27, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Customer Support", "start_date": "2015-05-25", "end_date": "2018-07-08", "duration_months": 38, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. 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{"candidate_id": "CAND_0059930", "profile": {"anonymized_name": "Riya Sharma", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 2.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 2.0, "current_title": "Civil Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "PES University", "degree": "B.E.", "field_of_study": "MBA", "start_year": 2016, "end_year": 2019, "grade": "92%", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Data Science", "start_year": 2008, "end_year": 2011, "grade": "9.23 CGPA", "tier": "tier_3"}], "skills": [{"name": "React", "proficiency": "intermediate", "endorsements": 7, "duration_months": 33}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 15, "duration_months": 21}, {"name": "Java", "proficiency": "beginner", "endorsements": 11, "duration_months": 14}, {"name": "ETL", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 8, "duration_months": 17}, {"name": "Figma", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 4, "duration_months": 9}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 21}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 6, "duration_months": 12}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 27.0, "signup_date": "2025-01-18", "last_active_date": "2026-01-19", "open_to_work_flag": true, "profile_views_received_30d": 76, "applications_submitted_30d": 7, "recruiter_response_rate": 0.19, "avg_response_time_hours": 44.7, "skill_assessment_scores": {}, "connection_count": 236, "endorsements_received": 48, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 10.3, "max": 22.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 30.3, "search_appearance_30d": 101, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.52, "offer_acceptance_rate": 0.17, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0041442", "profile": {"anonymized_name": "Nikhil Kumar", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 8.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 8.2, "current_title": "Frontend Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "Frontend Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Pied Piper", "title": "Java Developer", "start_date": "2019-11-16", "end_date": "2024-01-24", "duration_months": 51, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Globex Inc", "title": "Full Stack Developer", "start_date": "2018-06-24", "end_date": "2019-11-16", "duration_months": 17, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Thapar University", "degree": "B.E.", "field_of_study": "Artificial Intelligence", "start_year": 2016, "end_year": 2021, "grade": "9.50 CGPA", "tier": "tier_2"}], "skills": [{"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 0, "duration_months": 32}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 2, "duration_months": 13}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 23, "duration_months": 51}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 11, "duration_months": 22}, {"name": "Prompt Engineering", "proficiency": "advanced", "endorsements": 12, "duration_months": 58}, {"name": "Django", "proficiency": "intermediate", "endorsements": 9, "duration_months": 26}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 0, "duration_months": 26}, {"name": "Haystack", "proficiency": "intermediate", "endorsements": 5, "duration_months": 13}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 2, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 40.3, "signup_date": "2026-03-24", "last_active_date": "2026-02-15", "open_to_work_flag": false, "profile_views_received_30d": 15, "applications_submitted_30d": 9, "recruiter_response_rate": 0.32, "avg_response_time_hours": 103.7, "skill_assessment_scores": {"Diffusion Models": 66.8}, "connection_count": 783, "endorsements_received": 63, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.1, "max": 20.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 232, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.92, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0098549", "profile": {"anonymized_name": "Diya Sharma", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 12.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2019-05-04", "end_date": "2022-10-15", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Operations Manager", "start_date": "2015-07-24", "end_date": "2019-05-04", "duration_months": 46, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Dunder Mifflin", "title": "Operations Manager", "start_date": "2014-03-31", "end_date": "2015-07-24", "duration_months": 16, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. 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{"candidate_id": "CAND_0009509", "profile": {"anonymized_name": "Advaith Saxena", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 5.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 5.7, "current_title": "DevOps Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "DevOps Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Accenture", "title": "Software Engineer", "start_date": "2020-11-24", "end_date": "2024-02-07", "duration_months": 39, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "SRM University", "degree": "Ph.D", "field_of_study": "Computer Science", "start_year": 2017, "end_year": 2022, "grade": "91%", "tier": "tier_2"}], "skills": [{"name": "HTML", "proficiency": "intermediate", "endorsements": 8, "duration_months": 36}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 23, "duration_months": 31}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "Excel", "proficiency": "beginner", "endorsements": 9, "duration_months": 10}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 3, "duration_months": 35}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 12, "duration_months": 5}, {"name": "Milvus", "proficiency": "intermediate", "endorsements": 8, "duration_months": 13}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 15, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 80.7, "signup_date": "2023-11-30", "last_active_date": "2026-03-28", "open_to_work_flag": true, "profile_views_received_30d": 99, "applications_submitted_30d": 8, "recruiter_response_rate": 0.82, "avg_response_time_hours": 146.4, "skill_assessment_scores": {}, "connection_count": 726, "endorsements_received": 33, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 20.4, "max": 15.6}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 18, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.59, "offer_acceptance_rate": 0.69, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0001221", "profile": {"anonymized_name": "Sai Tiwari", "headline": "Accountant | Helping teams scale", "summary": "Professional with 3.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 3.8, "current_title": "Accountant", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2022-09-15", "end_date": null, "duration_months": 45, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Delhi College of Engineering", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2004, "end_year": 2008, "grade": "9.24 CGPA", "tier": "tier_2"}], "skills": [{"name": "Accounting", "proficiency": "intermediate", "endorsements": 10, "duration_months": 29}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 8, "duration_months": 11}, {"name": "Figma", "proficiency": "beginner", "endorsements": 0, "duration_months": 15}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 1, "duration_months": 5}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 77.0, "signup_date": "2024-05-30", "last_active_date": "2026-01-09", "open_to_work_flag": false, "profile_views_received_30d": 50, "applications_submitted_30d": 5, "recruiter_response_rate": 0.45, "avg_response_time_hours": 194.9, "skill_assessment_scores": {}, "connection_count": 597, "endorsements_received": 13, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 3.9, "max": 16.0}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 16, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.5, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0060069", "profile": {"anonymized_name": "Tanvi Menon", "headline": "Accountant | Helping teams scale", "summary": "Professional with 4.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 4.0, "current_title": "Accountant", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Accountant", "start_date": "2022-06-17", "end_date": null, "duration_months": 48, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2015, "end_year": 2018, "grade": "7.08 CGPA", "tier": "tier_4"}, {"institution": "Christ University", "degree": "B.Sc", "field_of_study": "Data Science", "start_year": 2016, "end_year": 2021, "grade": "9.29 CGPA", "tier": "tier_3"}], "skills": [{"name": "Java", "proficiency": "intermediate", "endorsements": 7, "duration_months": 28}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 0, "duration_months": 22}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 14, "duration_months": 18}, {"name": "Django", "proficiency": "beginner", "endorsements": 0, "duration_months": 18}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 0, "duration_months": 22}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 7, "duration_months": 12}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 10, "duration_months": 36}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 83.6, "signup_date": "2024-07-14", "last_active_date": "2025-12-25", "open_to_work_flag": false, "profile_views_received_30d": 45, "applications_submitted_30d": 8, "recruiter_response_rate": 0.62, "avg_response_time_hours": 28.5, "skill_assessment_scores": {}, "connection_count": 96, "endorsements_received": 1, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 3.0, "max": 23.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 70, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0081417", "profile": {"anonymized_name": "Sneha Mehta", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 14.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Business Analyst", "start_date": "2014-07-29", "end_date": "2018-10-06", "duration_months": 51, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). 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{"candidate_id": "CAND_0073793", "profile": {"anonymized_name": "Kiara Pillai", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 4.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 4.4, "current_title": "Marketing Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Marketing Manager", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Lovely Professional University", "degree": "B.Sc", "field_of_study": "MBA", "start_year": 2012, "end_year": 2015, "grade": "9.10 CGPA", "tier": "tier_3"}], "skills": [{"name": "Content Writing", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 14, "duration_months": 10}, {"name": "AWS", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 10, "duration_months": 33}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 6, "duration_months": 10}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 14, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 82.6, "signup_date": "2025-01-29", "last_active_date": "2026-02-02", "open_to_work_flag": false, "profile_views_received_30d": 41, "applications_submitted_30d": 8, "recruiter_response_rate": 0.16, "avg_response_time_hours": 146.9, "skill_assessment_scores": {}, "connection_count": 175, "endorsements_received": 1, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 9.2, "max": 20.2}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 119, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.35, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0013105", "profile": {"anonymized_name": "Meera Sethi", "headline": "Business Analyst | Driving business outcomes", "summary": "Professional with 10.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "Marketing Manager", "start_date": "2020-11-24", "end_date": "2024-09-04", "duration_months": 46, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Accountant", "start_date": "2019-11-30", "end_date": "2020-11-24", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Sales Executive", "start_date": "2017-03-08", "end_date": "2019-11-23", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0009603", "profile": {"anonymized_name": "Nikhil Dalal", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 4.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 4.6, "current_title": "Sales Executive", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Sales Executive", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Accountant", "start_date": "2023-01-06", "end_date": "2024-08-28", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Graphic Designer", "start_date": "2021-12-12", "end_date": "2023-01-06", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Mathematics", "start_year": 2006, "end_year": 2009, "grade": "70%", "tier": "tier_4"}], "skills": [{"name": "Node.js", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 11, "duration_months": 25}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 19, "duration_months": 36}, {"name": "Spark", "proficiency": "beginner", "endorsements": 12, "duration_months": 11}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 27}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 4, "duration_months": 2}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 15, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.9, "signup_date": "2025-01-23", "last_active_date": "2026-03-29", "open_to_work_flag": false, "profile_views_received_30d": 33, "applications_submitted_30d": 3, "recruiter_response_rate": 0.69, "avg_response_time_hours": 32.1, "skill_assessment_scores": {}, "connection_count": 516, "endorsements_received": 13, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.1, "max": 17.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 130, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.37, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0070469", "profile": {"anonymized_name": "Arjun Agarwal", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 6.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 6.0, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2022-12-14", "end_date": "2024-03-08", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2020-06-13", "end_date": "2022-11-30", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Christ University", "degree": "B.Tech", "field_of_study": "Electronics", "start_year": 2012, "end_year": 2016, "grade": "90%", "tier": "tier_3"}, {"institution": "Lovely Professional University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2003, "end_year": 2008, "grade": "8.00 CGPA", "tier": "tier_3"}], "skills": [{"name": "Java", "proficiency": "intermediate", "endorsements": 12, "duration_months": 18}, {"name": "Go", "proficiency": "intermediate", "endorsements": 11, "duration_months": 17}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 6, "duration_months": 12}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 11, "duration_months": 8}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 56, "duration_months": 49}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 9, "duration_months": 5}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 10, "duration_months": 5}, {"name": "Django", "proficiency": "beginner", "endorsements": 11, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 38.5, "signup_date": "2024-12-02", "last_active_date": "2025-12-22", "open_to_work_flag": true, "profile_views_received_30d": 28, "applications_submitted_30d": 8, "recruiter_response_rate": 0.16, "avg_response_time_hours": 250.8, "skill_assessment_scores": {}, "connection_count": 209, "endorsements_received": 14, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.7, "max": 23.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 11.4, "search_appearance_30d": 156, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.56, "offer_acceptance_rate": 0.29, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0027939", "profile": {"anonymized_name": "Aarohi Iyer", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 4.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "London", "country": "UK", "years_of_experience": 4.5, "current_title": "Marketing Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Marketing Manager", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2022-01-04", "end_date": "2025-04-18", "duration_months": 40, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "MBA", "start_year": 2008, "end_year": 2011, "grade": "9.04 CGPA", "tier": "tier_3"}, {"institution": "Bharati Vidyapeeth", "degree": "M.Tech", "field_of_study": "MBA", "start_year": 2008, "end_year": 2011, "grade": "65%", "tier": "tier_3"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 0, "duration_months": 18}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 12, "duration_months": 35}, {"name": "ETL", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Flask", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 4, "duration_months": 21}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 12, "duration_months": 29}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 31, "duration_months": 38}, {"name": "Agile", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 41.5, "signup_date": "2022-09-18", "last_active_date": "2026-05-10", "open_to_work_flag": true, "profile_views_received_30d": 35, "applications_submitted_30d": 1, "recruiter_response_rate": 0.58, "avg_response_time_hours": 221.4, "skill_assessment_scores": {}, "connection_count": 49, "endorsements_received": 40, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.6, "max": 22.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 10.7, "search_appearance_30d": 53, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.58, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0066308", "profile": {"anonymized_name": "Kavya Desai", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 5.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 5.3, "current_title": "DevOps Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "DevOps Engineer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Infosys", "title": "Cloud Engineer", "start_date": "2021-03-24", "end_date": "2023-10-10", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Symbiosis International", "degree": "B.E.", "field_of_study": "Artificial Intelligence", "start_year": 2017, "end_year": 2022, "grade": "77%", "tier": "tier_3"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 23}, {"name": "Go", "proficiency": "intermediate", "endorsements": 14, "duration_months": 26}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 51, "duration_months": 21}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 5, "duration_months": 8}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 11, "duration_months": 10}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 13, "duration_months": 18}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 10, "duration_months": 11}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 10, "duration_months": 53}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 5, "duration_months": 25}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 62.2, "signup_date": "2023-12-06", "last_active_date": "2026-03-09", "open_to_work_flag": true, "profile_views_received_30d": 31, "applications_submitted_30d": 6, "recruiter_response_rate": 0.75, "avg_response_time_hours": 29.9, "skill_assessment_scores": {"Feature Engineering": 51.0}, "connection_count": 129, "endorsements_received": 39, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 18.6, "max": 23.9}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 203, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0017362", "profile": {"anonymized_name": "Kavya Iyengar", "headline": "Operations Manager | Generative AI explorer", "summary": "Operations Manager with 5.1+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 5.1, "current_title": "Operations Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Operations Manager", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Project Manager", "start_date": "2021-12-05", "end_date": "2024-02-23", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2021-06-08", "end_date": "2021-12-05", "duration_months": 6, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. 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{"candidate_id": "CAND_0045746", "profile": {"anonymized_name": "Sai Naidu", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 10.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "San Francisco", "country": "USA", "years_of_experience": 10.1, "current_title": "HR Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "HR Manager", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "Accountant", "start_date": "2019-04-20", "end_date": "2022-10-01", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "Sales Executive", "start_date": "2017-03-31", "end_date": "2019-04-20", "duration_months": 25, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "Accountant", "start_date": "2016-07-04", "end_date": "2017-03-31", "duration_months": 9, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "RV College of Engineering", "degree": "Ph.D", "field_of_study": "Mechanical Engineering", "start_year": 2011, "end_year": 2014, "grade": "90%", "tier": "tier_2"}], "skills": [{"name": "Photoshop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 31}, {"name": "Sales", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "Rust", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "SEO", "proficiency": "beginner", "endorsements": 6, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 26.6, "signup_date": "2022-12-12", "last_active_date": "2026-05-09", "open_to_work_flag": true, "profile_views_received_30d": 57, "applications_submitted_30d": 0, "recruiter_response_rate": 0.36, "avg_response_time_hours": 52.4, "skill_assessment_scores": {}, "connection_count": 293, "endorsements_received": 8, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.0, "max": 18.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 156, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.33, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0009017", "profile": {"anonymized_name": "Jay Agarwal", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 2.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 2.3, "current_title": "Operations Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Operations Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Accountant", "start_date": "2024-02-07", "end_date": "2024-11-03", "duration_months": 9, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "SRM Chennai", "degree": "M.E.", "field_of_study": "Mechanical Engineering", "start_year": 2015, "end_year": 2018, "grade": "9.47 CGPA", "tier": "tier_3"}], "skills": [{"name": "Hadoop", "proficiency": "intermediate", "endorsements": 6, "duration_months": 32}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 11, "duration_months": 9}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 9, "duration_months": 31}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 11, "duration_months": 16}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 4, "duration_months": 16}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 7, "duration_months": 15}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 30.3, "signup_date": "2025-02-27", "last_active_date": "2025-12-13", "open_to_work_flag": true, "profile_views_received_30d": 60, "applications_submitted_30d": 6, "recruiter_response_rate": 0.59, "avg_response_time_hours": 108.1, "skill_assessment_scores": {}, "connection_count": 447, "endorsements_received": 26, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 7.0}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 23.2, "search_appearance_30d": 36, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.34, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0032019", "profile": {"anonymized_name": "Suresh Mittal", "headline": "Customer Support | AI enthusiast | Building with LLMs", "summary": "Customer Support with 13.8+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0048435", "profile": {"anonymized_name": "Sneha Desai", "headline": "Mobile Developer | Backend systems & APIs", "summary": "Software engineer with 7.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "London", "country": "UK", "years_of_experience": 7.5, "current_title": "Mobile Developer", "current_company": "Swiggy", "current_company_size": "5001-10000", "current_industry": "Food Delivery"}, "career_history": [{"company": "Swiggy", "title": "Mobile Developer", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Wipro", "title": ".NET Developer", "start_date": "2019-02-03", "end_date": "2022-04-18", "duration_months": 39, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "IIT Guwahati", "degree": "B.Tech", "field_of_study": "Data Science", "start_year": 2006, "end_year": 2010, "grade": "75%", "tier": "tier_1"}], "skills": [{"name": "Flask", "proficiency": "intermediate", "endorsements": 15, "duration_months": 15}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 5, "duration_months": 27}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 9, "duration_months": 17}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 12, "duration_months": 7}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 23, "duration_months": 51}, {"name": "GCP", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "Angular", "proficiency": "beginner", "endorsements": 8, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 44.8, "signup_date": "2023-08-21", "last_active_date": "2026-01-08", "open_to_work_flag": true, "profile_views_received_30d": 13, "applications_submitted_30d": 10, "recruiter_response_rate": 0.47, "avg_response_time_hours": 144.4, "skill_assessment_scores": {}, "connection_count": 332, "endorsements_received": 75, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.5, "max": 22.7}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 115, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0037354", "profile": {"anonymized_name": "Ela Patel", "headline": "Java Developer | Full-stack development", "summary": "Software engineer with 3.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 3.6, "current_title": "Java Developer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Java Developer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Pied Piper", "title": "Software Engineer", "start_date": "2022-11-14", "end_date": "2024-11-03", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2012, "end_year": 2015, "grade": "6.55 CGPA", "tier": "tier_3"}, {"institution": "Symbiosis International", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2005, "end_year": 2010, "grade": "7.22 CGPA", "tier": "tier_3"}], "skills": [{"name": "SEO", "proficiency": "intermediate", "endorsements": 14, "duration_months": 34}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 6, "duration_months": 16}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 0, "duration_months": 15}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 14, "duration_months": 19}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 60.9, "signup_date": "2025-04-21", "last_active_date": "2026-04-02", "open_to_work_flag": false, "profile_views_received_30d": 12, "applications_submitted_30d": 6, "recruiter_response_rate": 0.35, "avg_response_time_hours": 105.7, "skill_assessment_scores": {}, "connection_count": 283, "endorsements_received": 37, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 10.7, "max": 33.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 46, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0020677", "profile": {"anonymized_name": "Sai Bansal", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 7.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. 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{"candidate_id": "CAND_0057434", "profile": {"anonymized_name": "Manish Mukherjee", "headline": "Accountant | Helping teams scale", "summary": "Professional with 13.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Globex Inc", "title": "Operations Manager", "start_date": "2018-11-05", "end_date": "2021-01-23", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. 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{"candidate_id": "CAND_0071201", "profile": {"anonymized_name": "Nikhil Vora", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 5.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 5.3, "current_title": "Mechanical Engineer", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Acme Corp", "title": "Project Manager", "start_date": "2021-03-24", "end_date": "2022-10-15", "duration_months": 19, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2012, "end_year": 2017, "grade": "8.62 CGPA", "tier": "tier_4"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 8, "duration_months": 16}, {"name": "Terraform", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 3, "duration_months": 4}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 15, "duration_months": 12}, {"name": "Redis", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 12, "duration_months": 14}, {"name": "ETL", "proficiency": "beginner", "endorsements": 3, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 48.5, "signup_date": "2022-10-24", "last_active_date": "2025-09-29", "open_to_work_flag": true, "profile_views_received_30d": 18, "applications_submitted_30d": 2, "recruiter_response_rate": 0.07, "avg_response_time_hours": 168.7, "skill_assessment_scores": {}, "connection_count": 57, "endorsements_received": 45, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.0, "max": 24.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 23.1, "search_appearance_30d": 79, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0092215", "profile": {"anonymized_name": "Dhruv Hegde", "headline": "Operations Manager | AI enthusiast | Building with LLMs", "summary": "Operations Manager with 7.0+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 7.0, "current_title": "Operations Manager", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Operations Manager", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Pied Piper", "title": "Mechanical Engineer", "start_date": "2020-08-26", "end_date": "2022-08-16", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Stark Industries", "title": "Customer Support", "start_date": "2019-04-04", "end_date": "2020-06-27", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Civil Engineering", "start_year": 2001, "end_year": 2005, "grade": "7.93 CGPA", "tier": "tier_4"}], "skills": [{"name": "Accounting", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 10, "duration_months": 18}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 2, "duration_months": 28}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 8, "duration_months": 27}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}, {"name": "Rust", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 1, "duration_months": 9}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}, {"name": "Figma", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 1, "duration_months": 36}, {"name": "Fine-tuning LLMs", "proficiency": "advanced", "endorsements": 2, "duration_months": 8}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 3, "duration_months": 4}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 2, "duration_months": 10}, {"name": "Prompt Engineering", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 2, "duration_months": 11}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 4, "duration_months": 8}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 4, "duration_months": 11}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 1, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 74.0, "signup_date": "2025-10-15", "last_active_date": "2026-05-23", "open_to_work_flag": false, "profile_views_received_30d": 13, "applications_submitted_30d": 6, "recruiter_response_rate": 0.65, "avg_response_time_hours": 183.1, "skill_assessment_scores": {}, "connection_count": 322, "endorsements_received": 31, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.3, "max": 7.5}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 75, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.63, "offer_acceptance_rate": 0.6, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0039652", "profile": {"anonymized_name": "Sunil Dalal", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 7.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 7.1, "current_title": "Customer Support", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Customer Support", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2020-04-28", "end_date": "2022-02-17", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Project Manager", "start_date": "2019-06-03", "end_date": "2020-04-28", "duration_months": 11, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Civil Engineering", "start_year": 2019, "end_year": 2022, "grade": "74%", "tier": "tier_4"}], "skills": [{"name": "Excel", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 4, "duration_months": 31}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}, {"name": "React", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 1, "duration_months": 13}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 9, "duration_months": 21}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 13, "duration_months": 29}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 35.2, "signup_date": "2025-04-27", "last_active_date": "2026-04-11", "open_to_work_flag": false, "profile_views_received_30d": 73, "applications_submitted_30d": 7, "recruiter_response_rate": 0.25, "avg_response_time_hours": 250.1, "skill_assessment_scores": {}, "connection_count": 596, "endorsements_received": 18, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 10.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 100, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.42, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0080174", "profile": {"anonymized_name": "Tanya Goyal", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 14.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 14.3, "current_title": "Sales Executive", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Sales Executive", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Acme Corp", "title": "HR Manager", "start_date": "2020-12-24", "end_date": "2023-08-11", "duration_months": 32, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2018-12-05", "end_date": "2020-12-24", "duration_months": 25, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2014-04-30", "end_date": "2018-10-06", "duration_months": 54, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Project Manager", "start_date": "2012-02-10", "end_date": "2014-03-01", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "VJTI Mumbai", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2013, "end_year": 2017, "grade": "7.96 CGPA", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "B.Sc", "field_of_study": "Computer Science", "start_year": 2010, "end_year": 2013, "grade": "6.84 CGPA", "tier": "tier_3"}], "skills": [{"name": "Apache Beam", "proficiency": "beginner", "endorsements": 8, "duration_months": 11}, {"name": "GCP", "proficiency": "intermediate", "endorsements": 6, "duration_months": 21}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 1, "duration_months": 32}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 15}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 13, "duration_months": 15}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 3, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 60.1, "signup_date": "2024-02-27", "last_active_date": "2025-11-28", "open_to_work_flag": false, "profile_views_received_30d": 23, "applications_submitted_30d": 9, "recruiter_response_rate": 0.2, "avg_response_time_hours": 60.5, "skill_assessment_scores": {}, "connection_count": 459, "endorsements_received": 33, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.1, "max": 27.0}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 47, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0085718", "profile": {"anonymized_name": "Sunil Singh", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 10.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 10.0, "current_title": "HR Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "HR Manager", "start_date": "2024-04-07", "end_date": null, "duration_months": 26, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "TCS", "title": "Civil Engineer", "start_date": "2023-03-14", "end_date": "2024-04-07", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2021-05-23", "end_date": "2023-02-12", "duration_months": 21, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Operations Manager", "start_date": "2020-03-29", "end_date": "2021-04-23", "duration_months": 13, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2016-07-18", "end_date": "2020-03-29", "duration_months": 45, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0069330", "profile": {"anonymized_name": "Ela Krishnan", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 6.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 6.0, "current_title": "Graphic Designer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "HR Manager", "start_date": "2021-08-21", "end_date": "2025-02-01", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Accountant", "start_date": "2020-07-27", "end_date": "2021-08-21", "duration_months": 13, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Jadavpur University", "degree": "B.E.", "field_of_study": "Machine Learning", "start_year": 2015, "end_year": 2020, "grade": "9.42 CGPA", "tier": "tier_2"}], "skills": [{"name": "Hadoop", "proficiency": "intermediate", "endorsements": 4, "duration_months": 31}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 11, "duration_months": 16}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}, {"name": "CNN", "proficiency": "advanced", "endorsements": 27, "duration_months": 52}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 4, "duration_months": 28}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 10, "duration_months": 32}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 14, "duration_months": 28}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 26.1, "signup_date": "2026-05-07", "last_active_date": "2025-10-03", "open_to_work_flag": false, "profile_views_received_30d": 14, "applications_submitted_30d": 6, "recruiter_response_rate": 0.6, "avg_response_time_hours": 243.8, "skill_assessment_scores": {"CNN": 50.9}, "connection_count": 565, "endorsements_received": 13, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 5.2, "max": 12.8}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 178, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.73, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0001026", "profile": {"anonymized_name": "Rahul Trivedi", "headline": "Customer Support | 8.9+ yrs experience", "summary": "Professional with 8.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 8.9, "current_title": "Customer Support", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Customer Support", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Initech", "title": "HR Manager", "start_date": "2019-11-30", "end_date": "2023-11-09", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2017-09-11", "end_date": "2019-11-30", "duration_months": 27, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2017, "end_year": 2021, "grade": "7.59 CGPA", "tier": "tier_4"}], "skills": [{"name": "Scrum", "proficiency": "intermediate", "endorsements": 8, "duration_months": 14}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 12, "duration_months": 5}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 7, "duration_months": 10}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 25}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 0, "duration_months": 33}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 13, "duration_months": 12}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 8, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 81.9, "signup_date": "2023-01-21", "last_active_date": "2025-12-24", "open_to_work_flag": true, "profile_views_received_30d": 44, "applications_submitted_30d": 0, "recruiter_response_rate": 0.35, "avg_response_time_hours": 191.9, "skill_assessment_scores": {}, "connection_count": 251, "endorsements_received": 25, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.2, "max": 11.0}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 158, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.48, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0087539", "profile": {"anonymized_name": "Shreya Bose", "headline": "Graphic Designer | 1.9+ yrs experience", "summary": "Professional with 1.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 1.9, "current_title": "Graphic Designer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Graphic Designer", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "B.Sc", "field_of_study": "MBA", "start_year": 2014, "end_year": 2018, "grade": "7.61 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "M.E.", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2017, "grade": "7.44 CGPA", "tier": "tier_4"}], "skills": [{"name": "Kafka", "proficiency": "beginner", "endorsements": 14, "duration_months": 6}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 57, "duration_months": 25}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 0, "duration_months": 27}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2024}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 57.6, "signup_date": "2023-01-20", "last_active_date": "2026-01-20", "open_to_work_flag": true, "profile_views_received_30d": 30, "applications_submitted_30d": 3, "recruiter_response_rate": 0.18, "avg_response_time_hours": 110.8, "skill_assessment_scores": {"Reinforcement Learning": 42.5}, "connection_count": 122, "endorsements_received": 25, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 4.6, "max": 11.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 169, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0072693", "profile": {"anonymized_name": "Pooja Verma", "headline": "Business Analyst | Generative AI explorer", "summary": "Business Analyst with 2.6+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0039241", "profile": {"anonymized_name": "Ela Patel", "headline": "HR Manager | 8.6+ yrs experience", "summary": "Professional with 8.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 8.6, "current_title": "HR Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "HR Manager", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "Marketing Manager", "start_date": "2019-12-30", "end_date": "2023-10-10", "duration_months": 46, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Dunder Mifflin", "title": "Mechanical Engineer", "start_date": "2017-12-10", "end_date": "2019-10-31", "duration_months": 23, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2012, "end_year": 2015, "grade": "75%", "tier": "tier_4"}, {"institution": "VIT Vellore", "degree": "M.Sc", "field_of_study": "Mechanical Engineering", "start_year": 2014, "end_year": 2019, "grade": "73%", "tier": "tier_2"}], "skills": [{"name": "Content Writing", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "SQL", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "Sales", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 14, "duration_months": 13}, {"name": "Data Science", "proficiency": "advanced", "endorsements": 0, "duration_months": 40}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "Figma", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 78.3, "signup_date": "2025-10-22", "last_active_date": "2026-05-20", "open_to_work_flag": false, "profile_views_received_30d": 62, "applications_submitted_30d": 7, "recruiter_response_rate": 0.58, "avg_response_time_hours": 18.5, "skill_assessment_scores": {"Data Science": 48.0}, "connection_count": 471, "endorsements_received": 2, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 13.5, "max": 9.0}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 72, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.81, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0086952", "profile": {"anonymized_name": "Aarohi Banerjee", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 2.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 2.1, "current_title": "Accountant", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Accountant", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Statistics", "start_year": 2007, "end_year": 2010, "grade": "6.55 CGPA", "tier": "tier_4"}], "skills": [{"name": "Go", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 6, "duration_months": 19}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 13, "duration_months": 32}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "AWS", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 8, "duration_months": 22}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 2, "duration_months": 4}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 72.9, "signup_date": "2023-12-13", "last_active_date": "2026-02-21", "open_to_work_flag": false, "profile_views_received_30d": 3, "applications_submitted_30d": 10, "recruiter_response_rate": 0.7, "avg_response_time_hours": 176.8, "skill_assessment_scores": {}, "connection_count": 357, "endorsements_received": 41, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 4.1, "max": 16.8}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 65, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.83, "offer_acceptance_rate": 0.58, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0013578", "profile": {"anonymized_name": "Suresh Sen", "headline": "Mechanical Engineer | 7.3+ yrs experience", "summary": "Professional with 7.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 7.3, "current_title": "Mechanical Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Mechanical Engineer", "start_date": "2022-02-17", "end_date": null, "duration_months": 52, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2019-04-04", "end_date": "2022-01-18", "duration_months": 34, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "Thapar University", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2019, "end_year": 2022, "grade": "8.62 CGPA", "tier": "tier_2"}], "skills": [{"name": "JavaScript", "proficiency": "beginner", "endorsements": 2, "duration_months": 16}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 5, "duration_months": 11}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 8, "duration_months": 26}, {"name": "Azure", "proficiency": "beginner", "endorsements": 11, "duration_months": 3}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2021}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 44.3, "signup_date": "2023-04-13", "last_active_date": "2026-03-17", "open_to_work_flag": false, "profile_views_received_30d": 16, "applications_submitted_30d": 8, "recruiter_response_rate": 0.57, "avg_response_time_hours": 227.4, "skill_assessment_scores": {}, "connection_count": 211, "endorsements_received": 8, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.6, "max": 27.3}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 111, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.78, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0017602", "profile": {"anonymized_name": "Reyansh Ghosh", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 4.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 4.0, "current_title": "Customer Support", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Customer Support", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Hooli", "title": "Mechanical Engineer", "start_date": "2022-06-17", "end_date": "2023-06-12", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "KIIT University", "degree": "B.E.", "field_of_study": "Mechanical Engineering", "start_year": 2016, "end_year": 2020, "grade": "91%", "tier": "tier_3"}, {"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2013, "end_year": 2018, "grade": "6.67 CGPA", "tier": "tier_4"}], "skills": [{"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "SAP", "proficiency": "beginner", "endorsements": 11, "duration_months": 6}, {"name": "Flask", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 11, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 69.7, "signup_date": "2022-06-20", "last_active_date": "2026-04-02", "open_to_work_flag": false, "profile_views_received_30d": 29, "applications_submitted_30d": 0, "recruiter_response_rate": 0.23, "avg_response_time_hours": 175.9, "skill_assessment_scores": {}, "connection_count": 478, "endorsements_received": 23, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 5.5, "max": 16.4}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 136, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0034665", "profile": {"anonymized_name": "Amit Kapoor", "headline": "Mechanical Engineer | 3.7+ yrs experience", "summary": "Professional with 3.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 3.7, "current_title": "Mechanical Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Artificial Intelligence", "start_year": 2016, "end_year": 2019, "grade": "7.90 CGPA", "tier": "tier_4"}, {"institution": "KIIT University", "degree": "B.E.", "field_of_study": "Commerce", "start_year": 2018, "end_year": 2021, "grade": "7.00 CGPA", "tier": "tier_3"}], "skills": [{"name": "Terraform", "proficiency": "intermediate", "endorsements": 15, "duration_months": 27}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 15, "duration_months": 9}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 14, "duration_months": 13}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 9, "duration_months": 22}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 10, "duration_months": 13}, {"name": "Java", "proficiency": "intermediate", "endorsements": 11, "duration_months": 19}, {"name": "Azure", "proficiency": "beginner", "endorsements": 13, "duration_months": 17}, {"name": "React", "proficiency": "beginner", "endorsements": 14, "duration_months": 7}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 44.3, "signup_date": "2023-09-14", "last_active_date": "2026-04-26", "open_to_work_flag": false, "profile_views_received_30d": 23, "applications_submitted_30d": 5, "recruiter_response_rate": 0.28, "avg_response_time_hours": 174.8, "skill_assessment_scores": {}, "connection_count": 510, "endorsements_received": 9, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.5, "max": 26.6}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 116, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0015130", "profile": {"anonymized_name": "Tanya Agarwal", "headline": "QA Engineer | Backend systems & APIs", "summary": "Software engineer with 2.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 2.9, "current_title": "QA Engineer", "current_company": "Accenture", "current_company_size": "10001+", "current_industry": "Consulting"}, "career_history": [{"company": "Accenture", "title": "QA Engineer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Consulting", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "MBA", "start_year": 2017, "end_year": 2020, "grade": "8.81 CGPA", "tier": "tier_4"}], "skills": [{"name": "Scrum", "proficiency": "beginner", "endorsements": 9, "duration_months": 9}, {"name": "Angular", "proficiency": "beginner", "endorsements": 11, "duration_months": 14}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 1, "duration_months": 34}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 11, "duration_months": 34}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 11, "duration_months": 17}, {"name": "GANs", "proficiency": "advanced", "endorsements": 58, "duration_months": 47}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 1, "duration_months": 36}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}, {"name": "Excel", "proficiency": "beginner", "endorsements": 8, "duration_months": 18}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 6, "duration_months": 8}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 45, "duration_months": 35}, {"name": "OpenSearch", "proficiency": "intermediate", "endorsements": 1, "duration_months": 34}, {"name": "AWS", "proficiency": "beginner", "endorsements": 0, "duration_months": 7}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 12, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 87.7, "signup_date": "2026-01-12", "last_active_date": "2026-01-11", "open_to_work_flag": true, "profile_views_received_30d": 84, "applications_submitted_30d": 2, "recruiter_response_rate": 0.76, "avg_response_time_hours": 212.3, "skill_assessment_scores": {}, "connection_count": 559, "endorsements_received": 67, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.1, "max": 23.4}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 83, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.31, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0014030", "profile": {"anonymized_name": "Kavya Kumar", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 4.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 4.4, "current_title": "Marketing Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Accountant", "start_date": "2022-02-17", "end_date": "2024-12-03", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "VIT Chennai", "degree": "M.E.", "field_of_study": "Artificial Intelligence", "start_year": 2018, "end_year": 2022, "grade": "80%", "tier": "tier_3"}], "skills": [{"name": "CI/CD", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 19, "duration_months": 60}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 0, "duration_months": 23}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 6, "duration_months": 23}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 16}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 7, "duration_months": 16}, {"name": "dbt", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "React", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 77.0, "signup_date": "2024-01-23", "last_active_date": "2025-12-19", "open_to_work_flag": true, "profile_views_received_30d": 31, "applications_submitted_30d": 2, "recruiter_response_rate": 0.28, "avg_response_time_hours": 247.7, "skill_assessment_scores": {"Kubeflow": 44.7}, "connection_count": 196, "endorsements_received": 12, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 17.3, "max": 16.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 40, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.38, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0097311", "profile": {"anonymized_name": "Ved Hegde", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 4.2+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 4.2, "current_title": "Accountant", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Accountant", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Sc", "field_of_study": "Mechanical Engineering", "start_year": 2012, "end_year": 2017, "grade": "74%", "tier": "tier_4"}], "skills": [{"name": "Spring Boot", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 4, "duration_months": 12}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 1, "duration_months": 16}, {"name": "Spark", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "Sales", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "Azure", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}, {"name": "Java", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Flask", "proficiency": "beginner", "endorsements": 1, "duration_months": 8}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 42.9, "signup_date": "2025-12-23", "last_active_date": "2025-10-07", "open_to_work_flag": false, "profile_views_received_30d": 12, "applications_submitted_30d": 4, "recruiter_response_rate": 0.18, "avg_response_time_hours": 269.4, "skill_assessment_scores": {}, "connection_count": 355, "endorsements_received": 15, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 4.0, "max": 24.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 49.3, "search_appearance_30d": 105, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.43, "offer_acceptance_rate": 0.32, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0020375", "profile": {"anonymized_name": "Siya Hegde", "headline": "Data Engineer | Data pipelines & analytics", "summary": "Software / data professional with 5.4 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Bangalore, Karnataka", "country": "India", "years_of_experience": 5.4, "current_title": "Data Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Data Engineer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Tech Mahindra", "title": "Analytics Engineer", "start_date": "2022-12-30", "end_date": "2024-09-20", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Built and maintained data pipelines on Apache Airflow processing ~500GB of daily transactional data across 12 source systems. Worked extensively with Spark (PySpark) for batch processing and dbt for the transformation/modeling layer in our Snowflake warehouse. Owned the on-call rotation for data quality issues — wrote most of the data quality checks that detect schema drift and unusual volume changes. The pipeline supports the analytics team and a few internal ML models."}, {"company": "Unacademy", "title": "Software Engineer", "start_date": "2021-02-08", "end_date": "2022-11-30", "duration_months": 22, "is_current": false, "industry": "EdTech", "company_size": "5001-10000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "PES University", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2007, "end_year": 2010, "grade": "8.90 CGPA", "tier": "tier_2"}, {"institution": "Jadavpur University", "degree": "Ph.D", "field_of_study": "Data Science", "start_year": 2001, "end_year": 2006, "grade": "8.68 CGPA", "tier": "tier_2"}], "skills": [{"name": "Forecasting", "proficiency": "advanced", "endorsements": 54, "duration_months": 31}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Haystack", "proficiency": "advanced", "endorsements": 0, "duration_months": 41}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 25, "duration_months": 18}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 4, "duration_months": 29}, {"name": "NLP", "proficiency": "advanced", "endorsements": 5, "duration_months": 22}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "Redux", "proficiency": "beginner", "endorsements": 0, "duration_months": 5}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 41, "duration_months": 40}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 9, "duration_months": 33}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 75.6, "signup_date": "2023-11-20", "last_active_date": "2026-05-05", "open_to_work_flag": false, "profile_views_received_30d": 23, "applications_submitted_30d": 14, "recruiter_response_rate": 0.4, "avg_response_time_hours": 132.6, "skill_assessment_scores": {"Forecasting": 35.4, "Haystack": 61.2, "Statistical Modeling": 62.6}, "connection_count": 344, "endorsements_received": 51, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 28.8, "max": 38.5}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 58.2, "search_appearance_30d": 437, "saved_by_recruiters_30d": 23, "interview_completion_rate": 0.92, "offer_acceptance_rate": 0.85, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0035698", "profile": {"anonymized_name": "Aarohi Agarwal", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 3.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Indore, Madhya Pradesh", "country": "India", "years_of_experience": 3.3, "current_title": "HR Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "HR Manager", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Local Engineering College", "degree": "B.E.", "field_of_study": "Mathematics", "start_year": 2018, "end_year": 2021, "grade": "7.92 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "M.S.", "field_of_study": "MBA", "start_year": 2012, "end_year": 2017, "grade": "74%", "tier": "tier_4"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 0, "duration_months": 25}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 4, "duration_months": 18}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 1, "duration_months": 12}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 14, "duration_months": 33}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 12, "duration_months": 31}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "Apache Flink", "proficiency": "intermediate", "endorsements": 13, "duration_months": 21}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 15, "duration_months": 18}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 66.1, "signup_date": "2025-06-23", "last_active_date": "2026-03-15", "open_to_work_flag": false, "profile_views_received_30d": 15, "applications_submitted_30d": 2, "recruiter_response_rate": 0.77, "avg_response_time_hours": 108.7, "skill_assessment_scores": {}, "connection_count": 379, "endorsements_received": 44, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.3, "max": 26.8}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 64, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0036931", "profile": {"anonymized_name": "Atharv Mukherjee", "headline": "Accountant | 7.7+ yrs experience", "summary": "Professional with 7.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 7.7, "current_title": "Accountant", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Accountant", "start_date": "2021-12-19", "end_date": null, "duration_months": 54, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Project Manager", "start_date": "2018-11-05", "end_date": "2021-12-19", "duration_months": 38, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Jadavpur University", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2013, "end_year": 2016, "grade": "8.38 CGPA", "tier": "tier_2"}, {"institution": "Anna University", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2003, "end_year": 2007, "grade": "9.15 CGPA", "tier": "tier_2"}], "skills": [{"name": "MLflow", "proficiency": "advanced", "endorsements": 36, "duration_months": 39}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 14, "duration_months": 14}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 11, "duration_months": 23}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 8, "duration_months": 23}, {"name": "dbt", "proficiency": "beginner", "endorsements": 10, "duration_months": 7}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 30.5, "signup_date": "2023-06-23", "last_active_date": "2026-05-20", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 1, "recruiter_response_rate": 0.56, "avg_response_time_hours": 263.5, "skill_assessment_scores": {"MLflow": 40.8}, "connection_count": 316, "endorsements_received": 35, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.8, "max": 25.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 178, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.37, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0079277", "profile": {"anonymized_name": "Ela Arora", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 8.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0027608", "profile": {"anonymized_name": "Aanya Desai", "headline": "Accountant | Generative AI explorer", "summary": "Accountant with 6.7+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. 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{"candidate_id": "CAND_0094059", "profile": {"anonymized_name": "Rohan Mehta", "headline": "Full Stack Developer | Cloud & DevOps", "summary": "Software engineer with 3.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 3.3, "current_title": "Full Stack Developer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Full Stack Developer", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Chandigarh University", "degree": "M.S.", "field_of_study": "Computer Engineering", "start_year": 2006, "end_year": 2010, "grade": "8.76 CGPA", "tier": "tier_3"}, {"institution": "KIIT University", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2018, "end_year": 2022, "grade": "74%", "tier": "tier_3"}], "skills": [{"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 8, "duration_months": 21}, {"name": "Python", "proficiency": "advanced", "endorsements": 52, "duration_months": 46}, {"name": "CSS", "proficiency": "beginner", "endorsements": 12, "duration_months": 15}, {"name": "Accounting", "proficiency": "beginner", "endorsements": 5, "duration_months": 6}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 4, "duration_months": 30}, {"name": "Spark", "proficiency": "beginner", "endorsements": 10, "duration_months": 15}, {"name": "RAG", "proficiency": "intermediate", "endorsements": 12, "duration_months": 10}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 2, "duration_months": 4}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 1, "duration_months": 15}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 60, "duration_months": 51}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2021}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 54.6, "signup_date": "2024-10-01", "last_active_date": "2026-04-26", "open_to_work_flag": true, "profile_views_received_30d": 108, "applications_submitted_30d": 8, "recruiter_response_rate": 0.28, "avg_response_time_hours": 183.6, "skill_assessment_scores": {}, "connection_count": 417, "endorsements_received": 61, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.4, "max": 15.2}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 33.0, "search_appearance_30d": 236, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.73, "offer_acceptance_rate": 0.63, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0044943", "profile": {"anonymized_name": "Advik Chowdary", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 3.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 3.5, "current_title": "DevOps Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "DevOps Engineer", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Swiggy", "title": "Mobile Developer", "start_date": "2023-09-10", "end_date": "2025-05-02", "duration_months": 20, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Capgemini", "title": "Software Engineer", "start_date": "2022-11-14", "end_date": "2023-07-12", "duration_months": 8, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "PES University", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2017, "end_year": 2021, "grade": "6.57 CGPA", "tier": "tier_2"}], "skills": [{"name": "Databricks", "proficiency": "beginner", "endorsements": 9, "duration_months": 6}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 13, "duration_months": 31}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 5, "duration_months": 31}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 13, "duration_months": 21}, {"name": "Rust", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 1, "duration_months": 34}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Machine Learning", "proficiency": "intermediate", "endorsements": 2, "duration_months": 23}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2024}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 36.0, "signup_date": "2025-06-29", "last_active_date": "2025-12-20", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 10, "recruiter_response_rate": 0.23, "avg_response_time_hours": 214.5, "skill_assessment_scores": {}, "connection_count": 706, "endorsements_received": 33, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.2, "max": 22.2}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 19, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.82, "offer_acceptance_rate": 0.62, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0026686", "profile": {"anonymized_name": "Anil Sethi", "headline": "Software Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 3.6 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data — first dashboards, then ETL, now some basic ML. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "London", "country": "UK", "years_of_experience": 3.6, "current_title": "Software Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Software Engineer", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Nykaa", "title": "Senior Data Engineer", "start_date": "2022-10-31", "end_date": "2024-05-23", "duration_months": 19, "is_current": false, "industry": "E-commerce", "company_size": "1001-5000", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}], "education": [{"institution": "Symbiosis International", "degree": "M.Tech", "field_of_study": "Machine Learning", "start_year": 2016, "end_year": 2021, "grade": "7.71 CGPA", "tier": "tier_3"}], "skills": [{"name": "SQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 20}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "Haystack", "proficiency": "advanced", "endorsements": 6, "duration_months": 47}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}, {"name": "Embeddings", "proficiency": "intermediate", "endorsements": 10, "duration_months": 14}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 16, "duration_months": 39}, {"name": "Vector Search", "proficiency": "advanced", "endorsements": 48, "duration_months": 44}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 12, "duration_months": 23}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 58, "duration_months": 53}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 18}, {"name": "Machine Learning", "proficiency": "intermediate", "endorsements": 4, "duration_months": 17}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 15, "duration_months": 18}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 61.6, "signup_date": "2023-12-04", "last_active_date": "2026-04-02", "open_to_work_flag": false, "profile_views_received_30d": 89, "applications_submitted_30d": 14, "recruiter_response_rate": 0.74, "avg_response_time_hours": 111.7, "skill_assessment_scores": {"Haystack": 64.3}, "connection_count": 721, "endorsements_received": 17, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 18.0, "max": 43.0}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 251, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.64, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0090112", "profile": {"anonymized_name": "Dev Saxena", "headline": "Mechanical Engineer | Helping teams scale", "summary": "Professional with 2.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 2.6, "current_title": "Mechanical Engineer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Mechanical Engineer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2023-12-09", "end_date": "2025-02-01", "duration_months": 14, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "Ph.D", "field_of_study": "Information Technology", "start_year": 2002, "end_year": 2007, "grade": "7.58 CGPA", "tier": "tier_4"}], "skills": [{"name": "Airflow", "proficiency": "intermediate", "endorsements": 4, "duration_months": 15}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 8, "duration_months": 4}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 11, "duration_months": 11}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 15, "duration_months": 21}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "Redis", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 19, "duration_months": 40}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.8, "signup_date": "2025-11-23", "last_active_date": "2026-01-08", "open_to_work_flag": true, "profile_views_received_30d": 56, "applications_submitted_30d": 4, "recruiter_response_rate": 0.18, "avg_response_time_hours": 131.7, "skill_assessment_scores": {"Time Series": 30.4}, "connection_count": 403, "endorsements_received": 22, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.2, "max": 8.4}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 162, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.54, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0083131", "profile": {"anonymized_name": "Vivaan Chowdary", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 10.4+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Mechanical Engineer", "start_date": "2022-05-18", "end_date": "2023-12-09", "duration_months": 19, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2020-02-28", "end_date": "2022-04-18", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Business Analyst", "start_date": "2016-07-18", "end_date": "2020-01-29", "duration_months": 43, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2015-12-21", "end_date": "2016-06-18", "duration_months": 6, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Amity University", "degree": "M.Sc", "field_of_study": "MBA", "start_year": 2007, "end_year": 2010, "grade": "8.41 CGPA", "tier": "tier_3"}], "skills": [{"name": "Excel", "proficiency": "intermediate", "endorsements": 8, "duration_months": 8}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 6, "duration_months": 16}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 15, "duration_months": 33}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 15, "duration_months": 26}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 14, "duration_months": 11}, {"name": "Java", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 7, "duration_months": 18}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 1, "duration_months": 17}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 6, "duration_months": 28}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 65.3, "signup_date": "2025-09-22", "last_active_date": "2026-04-21", "open_to_work_flag": true, "profile_views_received_30d": 52, "applications_submitted_30d": 10, "recruiter_response_rate": 0.39, "avg_response_time_hours": 69.3, "skill_assessment_scores": {}, "connection_count": 264, "endorsements_received": 16, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.4, "max": 23.3}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 5, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0034601", "profile": {"anonymized_name": "Naina Mishra", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 6.6, "current_title": "Cloud Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "Cloud Engineer", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Hooli", "title": "Software Engineer", "start_date": "2019-11-30", "end_date": "2022-05-18", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "VIT Chennai", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2014, "end_year": 2018, "grade": "6.99 CGPA", "tier": "tier_3"}], "skills": [{"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 8, "duration_months": 10}, {"name": "Spark", "proficiency": "beginner", "endorsements": 8, "duration_months": 5}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 1, "duration_months": 31}, {"name": "Qdrant", "proficiency": "advanced", "endorsements": 55, "duration_months": 32}, {"name": "SQL", "proficiency": "beginner", "endorsements": 4, "duration_months": 13}, {"name": "Redux", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 35}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 13, "duration_months": 4}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 6, "duration_months": 13}, {"name": "NLP", "proficiency": "advanced", "endorsements": 54, "duration_months": 51}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "Redis", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 51.3, "signup_date": "2026-02-11", "last_active_date": "2026-03-31", "open_to_work_flag": false, "profile_views_received_30d": 119, "applications_submitted_30d": 3, "recruiter_response_rate": 0.61, "avg_response_time_hours": 26.7, "skill_assessment_scores": {}, "connection_count": 618, "endorsements_received": 67, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.4, "max": 23.7}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 293, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0066245", "profile": {"anonymized_name": "Dev Chopra", "headline": "Graphic Designer | 8.4+ yrs experience", "summary": "Professional with 8.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 8.4, "current_title": "Graphic Designer", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "Project Manager", "start_date": "2021-04-23", "end_date": "2023-08-11", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2019-12-30", "end_date": "2021-04-23", "duration_months": 16, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wipro", "title": "Civil Engineer", "start_date": "2018-05-09", "end_date": "2019-12-30", "duration_months": 20, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2009, "end_year": 2013, "grade": "71%", "tier": "tier_4"}, {"institution": "VJTI Mumbai", "degree": "M.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2009, "end_year": 2013, "grade": "6.58 CGPA", "tier": "tier_2"}], "skills": [{"name": "Webpack", "proficiency": "beginner", "endorsements": 9, "duration_months": 14}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 14}, {"name": "React", "proficiency": "intermediate", "endorsements": 5, "duration_months": 8}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 18}, {"name": "Angular", "proficiency": "beginner", "endorsements": 14, "duration_months": 8}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "GCP", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "Rust", "proficiency": "beginner", "endorsements": 9, "duration_months": 11}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 5, "duration_months": 9}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 29}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 46.3, "signup_date": "2022-11-29", "last_active_date": "2025-12-04", "open_to_work_flag": false, "profile_views_received_30d": 56, "applications_submitted_30d": 3, "recruiter_response_rate": 0.28, "avg_response_time_hours": 147.1, "skill_assessment_scores": {}, "connection_count": 218, "endorsements_received": 7, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.9, "max": 11.0}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 18, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0064033", "profile": {"anonymized_name": "Nisha Agarwal", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 14.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 14.0, "current_title": "Marketing Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Hooli", "title": "HR Manager", "start_date": "2022-10-15", "end_date": "2024-10-04", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2020-10-18", "end_date": "2022-10-08", "duration_months": 24, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Content Writer", "start_date": "2019-09-10", "end_date": "2020-10-04", "duration_months": 13, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Dunder Mifflin", "title": "Civil Engineer", "start_date": "2015-06-03", "end_date": "2019-09-10", "duration_months": 52, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Mechanical Engineer", "start_date": "2012-06-04", "end_date": "2013-01-30", "duration_months": 8, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Sc", "field_of_study": "Mathematics", "start_year": 2015, "end_year": 2018, "grade": "87%", "tier": "tier_4"}], "skills": [{"name": "Microservices", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 1, "duration_months": 6}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 2, "duration_months": 15}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 10, "duration_months": 15}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 9, "duration_months": 11}, {"name": "Agile", "proficiency": "beginner", "endorsements": 4, "duration_months": 13}, {"name": "Java", "proficiency": "intermediate", "endorsements": 12, "duration_months": 35}, {"name": "Spark", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 81.2, "signup_date": "2025-05-27", "last_active_date": "2025-10-10", "open_to_work_flag": false, "profile_views_received_30d": 35, "applications_submitted_30d": 10, "recruiter_response_rate": 0.68, "avg_response_time_hours": 120.2, "skill_assessment_scores": {}, "connection_count": 59, "endorsements_received": 5, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 7.7, "max": 22.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 11.5, "search_appearance_30d": 158, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.46, "offer_acceptance_rate": 0.74, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0032915", "profile": {"anonymized_name": "Saanvi Chatterjee", "headline": "Civil Engineer | 13.3+ yrs experience", "summary": "Professional with 13.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 13.3, "current_title": "Civil Engineer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Civil Engineer", "start_date": "2023-04-13", "end_date": null, "duration_months": 38, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wipro", "title": "Civil Engineer", "start_date": "2020-12-24", "end_date": "2023-04-13", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "Project Manager", "start_date": "2014-11-26", "end_date": "2016-09-16", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Accountant", "start_date": "2013-07-04", "end_date": "2014-10-27", "duration_months": 16, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Mathematics", "start_year": 2004, "end_year": 2009, "grade": "7.48 CGPA", "tier": "tier_4"}], "skills": [{"name": "dbt", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 6, "duration_months": 35}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 5, "duration_months": 28}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 12, "duration_months": 17}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 67.6, "signup_date": "2022-10-10", "last_active_date": "2025-12-28", "open_to_work_flag": false, "profile_views_received_30d": 60, "applications_submitted_30d": 2, "recruiter_response_rate": 0.74, "avg_response_time_hours": 224.4, "skill_assessment_scores": {}, "connection_count": 125, "endorsements_received": 11, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 11.2, "max": 20.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 26, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.74, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0006659", "profile": {"anonymized_name": "Kiara Verma", "headline": "Analytics Engineer | 7.2+ yrs in data engineering", "summary": "Software / data professional with 7.2 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 7.2, "current_title": "Analytics Engineer", "current_company": "Dream11", "current_company_size": "1001-5000", "current_industry": "Gaming"}, "career_history": [{"company": "Dream11", "title": "Analytics Engineer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Gaming", "company_size": "1001-5000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "Dream11", "title": "Data Analyst", "start_date": "2021-03-17", "end_date": "2024-08-28", "duration_months": 42, "is_current": false, "industry": "Gaming", "company_size": "1001-5000", "description": "Backend development with Python (FastAPI), PostgreSQL, and Redis at a B2B SaaS product. Owned the analytics-and-reporting service which serves dashboards to ~3K paying customers. Recent work includes integrating a model-serving service (built by another team) into our API layer; my work was the integration and observability, not the model itself. Strong on API design, database performance, and reliability engineering."}, {"company": "PolicyBazaar", "title": "Analytics Engineer", "start_date": "2019-03-28", "end_date": "2021-01-16", "duration_months": 22, "is_current": false, "industry": "Insurance Tech", "company_size": "5001-10000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}], "education": [{"institution": "Generic State University", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2012, "end_year": 2017, "grade": "6.80 CGPA", "tier": "tier_4"}], "skills": [{"name": "GraphQL", "proficiency": "beginner", "endorsements": 11, "duration_months": 7}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 24, "duration_months": 48}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 2, "duration_months": 27}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 13, "duration_months": 21}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 42, "duration_months": 59}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 9, "duration_months": 32}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 9, "duration_months": 9}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 6, "duration_months": 40}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 4, "duration_months": 32}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 4, "duration_months": 24}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 58, "duration_months": 54}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 8, "duration_months": 36}, {"name": "CSS", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "TensorFlow", "proficiency": "intermediate", "endorsements": 5, "duration_months": 14}, {"name": "Sales", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "Statistical Modeling", "proficiency": "advanced", "endorsements": 20, "duration_months": 41}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 63.5, "signup_date": "2024-04-08", "last_active_date": "2026-02-08", "open_to_work_flag": true, "profile_views_received_30d": 117, "applications_submitted_30d": 7, "recruiter_response_rate": 0.49, "avg_response_time_hours": 157.0, "skill_assessment_scores": {}, "connection_count": 200, "endorsements_received": 19, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 21.6, "max": 24.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 424, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.76, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0012098", "profile": {"anonymized_name": "Shreya Chowdary", "headline": "Frontend Engineer | Full-stack development", "summary": "Software engineer with 1.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Berlin", "country": "Germany", "years_of_experience": 1.0, "current_title": "Frontend Engineer", "current_company": "Mphasis", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Mphasis", "title": "Frontend Engineer", "start_date": "2025-06-01", "end_date": null, "duration_months": 12, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.S.", "field_of_study": "Electrical Engineering", "start_year": 2017, "end_year": 2021, "grade": "7.36 CGPA", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Electronics", "start_year": 2010, "end_year": 2013, "grade": "9.11 CGPA", "tier": "tier_4"}], "skills": [{"name": "Airflow", "proficiency": "beginner", "endorsements": 6, "duration_months": 8}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 14, "duration_months": 10}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 8, "duration_months": 13}, {"name": "SEO", "proficiency": "beginner", "endorsements": 10, "duration_months": 12}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 7, "duration_months": 35}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 1, "duration_months": 29}, {"name": "SQL", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}, {"name": "Docker", "proficiency": "beginner", "endorsements": 3, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 30.3, "signup_date": "2026-01-19", "last_active_date": "2026-04-20", "open_to_work_flag": false, "profile_views_received_30d": 68, "applications_submitted_30d": 3, "recruiter_response_rate": 0.31, "avg_response_time_hours": 57.1, "skill_assessment_scores": {}, "connection_count": 78, "endorsements_received": 33, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.9, "max": 34.7}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 46.5, "search_appearance_30d": 173, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.6, "offer_acceptance_rate": 0.55, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0083137", "profile": {"anonymized_name": "Pooja Pandey", "headline": "DevOps Engineer | Backend systems & APIs", "summary": "Software engineer with 7.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 7.5, "current_title": "DevOps Engineer", "current_company": "HCL", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "HCL", "title": "DevOps Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Wipro", "title": "Java Developer", "start_date": "2023-09-10", "end_date": "2024-12-03", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Cognizant", "title": ".NET Developer", "start_date": "2021-05-23", "end_date": "2023-07-12", "duration_months": 26, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Stark Industries", "title": ".NET Developer", "start_date": "2018-11-05", "end_date": "2021-04-23", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Jadavpur University", "degree": "B.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2001, "end_year": 2006, "grade": "6.74 CGPA", "tier": "tier_2"}], "skills": [{"name": "Airflow", "proficiency": "intermediate", "endorsements": 3, "duration_months": 11}, {"name": "GCP", "proficiency": "beginner", "endorsements": 5, "duration_months": 17}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 11, "duration_months": 23}, {"name": "Docker", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 9, "duration_months": 30}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 6, "duration_months": 35}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 4, "duration_months": 17}, {"name": "PyTorch", "proficiency": "advanced", "endorsements": 28, "duration_months": 35}, {"name": "SEO", "proficiency": "beginner", "endorsements": 11, "duration_months": 13}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 74.2, "signup_date": "2025-09-21", "last_active_date": "2026-05-22", "open_to_work_flag": false, "profile_views_received_30d": 84, "applications_submitted_30d": 1, "recruiter_response_rate": 0.61, "avg_response_time_hours": 156.5, "skill_assessment_scores": {"PyTorch": 61.6}, "connection_count": 793, "endorsements_received": 39, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 20.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 6.4, "search_appearance_30d": 300, "saved_by_recruiters_30d": 14, "interview_completion_rate": 0.66, "offer_acceptance_rate": 0.8, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0055519", "profile": {"anonymized_name": "Sunil Mittal", "headline": "Operations Manager | Driving business outcomes", "summary": "Professional with 10.2+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 10.2, "current_title": "Operations Manager", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Operations Manager", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Hooli", "title": "Business Analyst", "start_date": "2020-11-24", "end_date": "2024-11-03", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Acme Corp", "title": "Civil Engineer", "start_date": "2016-11-15", "end_date": "2020-10-25", "duration_months": 48, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Business Analyst", "start_date": "2016-04-19", "end_date": "2016-11-15", "duration_months": 7, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "SRM University", "degree": "M.Sc", "field_of_study": "Information Technology", "start_year": 2006, "end_year": 2010, "grade": "9.21 CGPA", "tier": "tier_2"}, {"institution": "Symbiosis International", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2012, "end_year": 2016, "grade": "8.76 CGPA", "tier": "tier_3"}], "skills": [{"name": "Django", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "SQL", "proficiency": "beginner", "endorsements": 8, "duration_months": 3}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 4, "duration_months": 5}, {"name": "GCP", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 15, "duration_months": 14}, {"name": "React", "proficiency": "beginner", "endorsements": 3, "duration_months": 13}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 3, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 34.1, "signup_date": "2024-12-06", "last_active_date": "2026-03-07", "open_to_work_flag": true, "profile_views_received_30d": 68, "applications_submitted_30d": 1, "recruiter_response_rate": 0.58, "avg_response_time_hours": 134.7, "skill_assessment_scores": {}, "connection_count": 24, "endorsements_received": 38, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.4, "max": 15.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 20.9, "search_appearance_30d": 114, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.41, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0036266", "profile": {"anonymized_name": "Yash Singh", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 11.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 11.2, "current_title": "Customer Support", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2023-02-05", "end_date": "2024-08-28", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Hooli", "title": "Business Analyst", "start_date": "2022-02-10", "end_date": "2023-02-05", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2019-02-26", "end_date": "2022-02-10", "duration_months": 36, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2017-08-05", "end_date": "2019-02-26", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wipro", "title": "Mechanical Engineer", "start_date": "2016-06-04", "end_date": "2017-07-29", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Dunder Mifflin", "title": "Customer Support", "start_date": "2015-07-10", "end_date": "2016-06-04", "duration_months": 11, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Local Engineering College", "degree": "Ph.D", "field_of_study": "MBA", "start_year": 2013, "end_year": 2018, "grade": "8.40 CGPA", "tier": "tier_4"}], "skills": [{"name": "Webpack", "proficiency": "intermediate", "endorsements": 8, "duration_months": 9}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 28, "duration_months": 42}, {"name": "Docker", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}, {"name": "Java", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 65.8, "signup_date": "2026-04-30", "last_active_date": "2026-03-12", "open_to_work_flag": false, "profile_views_received_30d": 4, "applications_submitted_30d": 1, "recruiter_response_rate": 0.37, "avg_response_time_hours": 188.6, "skill_assessment_scores": {}, "connection_count": 429, "endorsements_received": 50, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 10.5, "max": 20.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 8, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.34, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0005779", "profile": {"anonymized_name": "Reyansh Khanna", "headline": "Business Analyst | Helping teams scale", "summary": "Professional with 13.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Seattle", "country": "USA", "years_of_experience": 13.1, "current_title": "Business Analyst", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Business Analyst", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Hooli", "title": "Accountant", "start_date": "2020-06-27", "end_date": "2024-02-07", "duration_months": 44, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2016-06-18", "end_date": "2020-06-27", "duration_months": 49, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Customer Support", "start_date": "2013-07-04", "end_date": "2016-06-18", "duration_months": 36, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Chandigarh University", "degree": "M.Sc", "field_of_study": "Artificial Intelligence", "start_year": 2004, "end_year": 2007, "grade": "7.11 CGPA", "tier": "tier_3"}], "skills": [{"name": "Figma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 33}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 5, "duration_months": 19}, {"name": "Java", "proficiency": "intermediate", "endorsements": 5, "duration_months": 20}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 15, "duration_months": 9}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 7, "duration_months": 17}, {"name": "MLflow", "proficiency": "advanced", "endorsements": 31, "duration_months": 47}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 32.2, "signup_date": "2023-03-29", "last_active_date": "2026-03-17", "open_to_work_flag": false, "profile_views_received_30d": 38, "applications_submitted_30d": 0, "recruiter_response_rate": 0.6, "avg_response_time_hours": 137.1, "skill_assessment_scores": {"MLflow": 45.7}, "connection_count": 207, "endorsements_received": 17, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 15.9, "max": 21.1}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 29, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.52, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0000465", "profile": {"anonymized_name": "Rajesh Tiwari", "headline": "Accountant | Driving business outcomes", "summary": "Professional with 11.2+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chandigarh, Chandigarh", "country": "India", "years_of_experience": 11.2, "current_title": "Accountant", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "Accountant", "start_date": "2025-05-02", "end_date": null, "duration_months": 13, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2020-11-24", "end_date": "2025-05-02", "duration_months": 54, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Wayne Enterprises", "title": "HR Manager", "start_date": "2019-03-28", "end_date": "2020-11-17", "duration_months": 20, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Infosys", "title": "Customer Support", "start_date": "2016-09-09", "end_date": "2019-03-28", "duration_months": 31, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "TCS", "title": "Content Writer", "start_date": "2015-06-03", "end_date": "2016-08-26", "duration_months": 15, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Christ University", "degree": "Ph.D", "field_of_study": "Information Technology", "start_year": 2015, "end_year": 2020, "grade": "6.84 CGPA", "tier": "tier_3"}], "skills": [{"name": "REST APIs", "proficiency": "intermediate", "endorsements": 1, "duration_months": 28}, {"name": "ETL", "proficiency": "beginner", "endorsements": 13, "duration_months": 3}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 10, "duration_months": 8}, {"name": "SQL", "proficiency": "intermediate", "endorsements": 11, "duration_months": 11}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 9, "duration_months": 27}, {"name": "Agile", "proficiency": "beginner", "endorsements": 14, "duration_months": 2}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 59.0, "signup_date": "2023-07-14", "last_active_date": "2026-04-08", "open_to_work_flag": false, "profile_views_received_30d": 67, "applications_submitted_30d": 7, "recruiter_response_rate": 0.66, "avg_response_time_hours": 215.8, "skill_assessment_scores": {}, "connection_count": 538, "endorsements_received": 23, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 16.7, "max": 7.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 10, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.8, "offer_acceptance_rate": 0.52, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0043720", "profile": {"anonymized_name": "Sunil Bose", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 2.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Sydney", "country": "Australia", "years_of_experience": 2.6, "current_title": "Customer Support", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Customer Support", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Chandigarh University", "degree": "B.Sc", "field_of_study": "Commerce", "start_year": 2015, "end_year": 2020, "grade": "6.79 CGPA", "tier": "tier_3"}], "skills": [{"name": "Tally", "proficiency": "intermediate", "endorsements": 4, "duration_months": 21}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 1, "duration_months": 32}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 8, "duration_months": 5}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 15, "duration_months": 17}, {"name": "React", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 9, "duration_months": 23}, {"name": "Docker", "proficiency": "beginner", "endorsements": 2, "duration_months": 7}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 2, "duration_months": 20}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 1, "duration_months": 14}, {"name": "Redis", "proficiency": "beginner", "endorsements": 7, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 70.7, "signup_date": "2022-09-10", "last_active_date": "2025-10-28", "open_to_work_flag": true, "profile_views_received_30d": 16, "applications_submitted_30d": 3, "recruiter_response_rate": 0.65, "avg_response_time_hours": 276.2, "skill_assessment_scores": {}, "connection_count": 499, "endorsements_received": 29, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.5, "max": 16.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 118, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.57, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0017147", "profile": {"anonymized_name": "Aisha Pillai", "headline": "AI Specialist | Building ML-powered solutions", "summary": "Data scientist / ML engineer with 4.7 years of experience in applied machine learning. Worked across predictive modeling, NLP, analytics, and lightweight deployment workflows. Most of my recent work has been on predictive modeling for customer-facing problems — churn, conversion, lifetime value. I'm strongest at the modeling and analysis side; comfortable with Python, scikit-learn, pandas, and standard MLOps tooling, but I'm still building depth on the engineering and infra side of production ML. I'm looking to grow into a deeper AI/ML system-building role — closer to retrieval, LLMs, and modern ranking systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 4.7, "current_title": "AI Specialist", "current_company": "Glance", "current_company_size": "501-1000", "current_industry": "AI/ML"}, "career_history": [{"company": "Glance", "title": "AI Specialist", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "AI/ML", "company_size": "501-1000", "description": "Worked on customer-facing predictive modeling for an e-commerce platform — churn prediction, conversion likelihood, lifetime value estimation. Used scikit-learn and XGBoost; main models were gradient-boosted trees with ~80 hand-engineered features. The work was split roughly 60/40 between modeling and data prep / SQL. The churn model is now used by the retention team, though my role was more on the modeling side than the productionization."}, {"company": "Paytm", "title": "Senior Software Engineer (ML)", "start_date": "2021-10-20", "end_date": "2024-12-03", "duration_months": 38, "is_current": false, "industry": "Fintech", "company_size": "10001+", "description": "Contributed to ML feature engineering and model deployment for a fraud-detection product. My main role was engineering: building the Flask-based prediction API, integrating with the feature store, and writing the model-serving observability layer. I worked closely with senior data scientists but my own modeling work was secondary — I was the production-side engineer."}], "education": [{"institution": "COEP Pune", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2012, "end_year": 2017, "grade": "9.09 CGPA", "tier": "tier_2"}, {"institution": "Anna University", "degree": "M.S.", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2019, "grade": "7.68 CGPA", "tier": "tier_2"}], "skills": [{"name": "Webpack", "proficiency": "beginner", "endorsements": 5, "duration_months": 15}, {"name": "LangChain", "proficiency": "intermediate", "endorsements": 5, "duration_months": 35}, {"name": "pgvector", "proficiency": "intermediate", "endorsements": 13, "duration_months": 34}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 11, "duration_months": 36}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 12, "duration_months": 29}, {"name": "MongoDB", "proficiency": "intermediate", "endorsements": 12, "duration_months": 18}, {"name": "PEFT", "proficiency": "advanced", "endorsements": 20, "duration_months": 18}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 7, "duration_months": 27}, {"name": "GANs", "proficiency": "advanced", "endorsements": 24, "duration_months": 59}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 8, "duration_months": 9}, {"name": "LoRA", "proficiency": "intermediate", "endorsements": 5, "duration_months": 17}, {"name": "PyTorch", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "LlamaIndex", "proficiency": "advanced", "endorsements": 23, "duration_months": 31}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 9, "duration_months": 35}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 15, "duration_months": 36}, {"name": "Vector Search", "proficiency": "intermediate", "endorsements": 13, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 75.9, "signup_date": "2025-03-06", "last_active_date": "2026-03-03", "open_to_work_flag": true, "profile_views_received_30d": 199, "applications_submitted_30d": 5, "recruiter_response_rate": 0.48, "avg_response_time_hours": 82.8, "skill_assessment_scores": {}, "connection_count": 575, "endorsements_received": 11, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 22.6, "max": 37.8}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 82.5, "search_appearance_30d": 228, "saved_by_recruiters_30d": 13, "interview_completion_rate": 0.67, "offer_acceptance_rate": 0.84, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0083508", "profile": {"anonymized_name": "Om Mishra", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 3.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 3.3, "current_title": "Customer Support", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Customer Support", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "COEP Pune", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2011, "end_year": 2016, "grade": "7.71 CGPA", "tier": "tier_2"}], "skills": [{"name": "Marketing", "proficiency": "intermediate", "endorsements": 0, "duration_months": 35}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "Go", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 13, "duration_months": 11}, {"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 13, "duration_months": 9}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 60.4, "signup_date": "2025-11-24", "last_active_date": "2025-11-05", "open_to_work_flag": false, "profile_views_received_30d": 59, "applications_submitted_30d": 6, "recruiter_response_rate": 0.66, "avg_response_time_hours": 103.1, "skill_assessment_scores": {}, "connection_count": 106, "endorsements_received": 9, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.8, "max": 19.9}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 21.2, "search_appearance_30d": 5, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.79, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0034336", "profile": {"anonymized_name": "Ela Chatterjee", "headline": "HR Manager | Helping teams scale", "summary": "Professional with 5.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 5.6, "current_title": "HR Manager", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "HR Manager", "start_date": "2024-06-06", "end_date": null, "duration_months": 24, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Content Writer", "start_date": "2020-11-17", "end_date": "2024-05-30", "duration_months": 43, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}], "education": [{"institution": "Jadavpur University", "degree": "B.E.", "field_of_study": "Electrical Engineering", "start_year": 2012, "end_year": 2017, "grade": "6.70 CGPA", "tier": "tier_2"}], "skills": [{"name": "Hadoop", "proficiency": "beginner", "endorsements": 8, "duration_months": 12}, {"name": "Redux", "proficiency": "beginner", "endorsements": 11, "duration_months": 9}, {"name": "Agile", "proficiency": "beginner", "endorsements": 14, "duration_months": 13}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 0, "duration_months": 28}, {"name": "HTML", "proficiency": "beginner", "endorsements": 4, "duration_months": 6}, {"name": "Docker", "proficiency": "beginner", "endorsements": 7, "duration_months": 2}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "Go", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 56.5, "signup_date": "2025-08-05", "last_active_date": "2026-02-12", "open_to_work_flag": true, "profile_views_received_30d": 56, "applications_submitted_30d": 5, "recruiter_response_rate": 0.76, "avg_response_time_hours": 22.5, "skill_assessment_scores": {}, "connection_count": 311, "endorsements_received": 40, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 6.1, "max": 20.3}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 103, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.63, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0021179", "profile": {"anonymized_name": "Shaurya Chopra", "headline": "Project Manager | 13.1+ yrs experience", "summary": "Professional with 13.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0097155", "profile": {"anonymized_name": "Ishaan Singh", "headline": "Content Writer | 7.1+ yrs experience", "summary": "Professional with 7.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "New York", "country": "USA", "years_of_experience": 7.1, "current_title": "Content Writer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Content Writer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Hooli", "title": "Civil Engineer", "start_date": "2021-03-17", "end_date": "2024-11-26", "duration_months": 45, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Infosys", "title": "Mechanical Engineer", "start_date": "2019-04-27", "end_date": "2021-01-16", "duration_months": 21, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "SRM Chennai", "degree": "B.Sc", "field_of_study": "Electronics", "start_year": 2018, "end_year": 2021, "grade": "8.05 CGPA", "tier": "tier_3"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 10, "duration_months": 11}, {"name": "Java", "proficiency": "intermediate", "endorsements": 4, "duration_months": 21}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 3, "duration_months": 17}, {"name": "CSS", "proficiency": "beginner", "endorsements": 4, "duration_months": 3}, {"name": "Tally", "proficiency": "beginner", "endorsements": 7, "duration_months": 7}, {"name": "Django", "proficiency": "beginner", "endorsements": 1, "duration_months": 2}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 14, "duration_months": 21}, {"name": "MLOps", "proficiency": "intermediate", "endorsements": 12, "duration_months": 23}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 9, "duration_months": 26}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 43.5, "signup_date": "2023-01-10", "last_active_date": "2026-01-26", "open_to_work_flag": false, "profile_views_received_30d": 47, "applications_submitted_30d": 1, "recruiter_response_rate": 0.73, "avg_response_time_hours": 96.1, "skill_assessment_scores": {}, "connection_count": 125, "endorsements_received": 22, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 6.9, "max": 13.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 45, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.39, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0057913", "profile": {"anonymized_name": "Naina Naidu", "headline": "Software Engineer | 4.8+ yrs in data engineering", "summary": "Software / data professional with 4.8 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid — Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 4.8, "current_title": "Software Engineer", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Software Engineer", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}, {"company": "Infosys", "title": "Data Engineer", "start_date": "2021-07-22", "end_date": "2024-08-05", "duration_months": 37, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}], "education": [{"institution": "IIT Hyderabad", "degree": "M.Tech", "field_of_study": "Artificial Intelligence", "start_year": 2007, "end_year": 2010, "grade": "90%", "tier": "tier_1"}, {"institution": "Anna University", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2009, "end_year": 2012, "grade": "6.75 CGPA", "tier": "tier_2"}], "skills": [{"name": "Time Series", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "NLP", "proficiency": "intermediate", "endorsements": 5, "duration_months": 22}, {"name": "Statistical Modeling", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 7, "duration_months": 15}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 58, "duration_months": 27}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 3, "duration_months": 12}, {"name": "RAG", "proficiency": "intermediate", "endorsements": 3, "duration_months": 13}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 12, "duration_months": 15}, {"name": "Weights & Biases", "proficiency": "advanced", "endorsements": 17, "duration_months": 21}, {"name": "BentoML", "proficiency": "intermediate", "endorsements": 14, "duration_months": 32}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 14, "duration_months": 9}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 30, "duration_months": 55}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.5, "signup_date": "2026-05-02", "last_active_date": "2026-03-07", "open_to_work_flag": true, "profile_views_received_30d": 148, "applications_submitted_30d": 4, "recruiter_response_rate": 0.48, "avg_response_time_hours": 19.9, "skill_assessment_scores": {"Image Classification": 48.2}, "connection_count": 72, "endorsements_received": 100, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 24.9, "max": 46.2}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 41.3, "search_appearance_30d": 216, "saved_by_recruiters_30d": 18, "interview_completion_rate": 0.91, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0072310", "profile": {"anonymized_name": "Vihaan Sharma", "headline": "Graphic Designer | 4.5+ yrs experience", "summary": "Professional with 4.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 4.5, "current_title": "Graphic Designer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Graphic Designer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Customer Support", "start_date": "2021-11-19", "end_date": "2024-01-08", "duration_months": 26, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Commerce", "start_year": 2004, "end_year": 2007, "grade": "8.41 CGPA", "tier": "tier_4"}, {"institution": "KIIT University", "degree": "B.E.", "field_of_study": "Mechanical Engineering", "start_year": 2015, "end_year": 2018, "grade": "8.69 CGPA", "tier": "tier_3"}], "skills": [{"name": "SQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 13, "duration_months": 30}, {"name": "AWS", "proficiency": "beginner", "endorsements": 0, "duration_months": 18}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 7, "duration_months": 18}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 12, "duration_months": 9}, {"name": "Go", "proficiency": "intermediate", "endorsements": 13, "duration_months": 35}, {"name": "Hadoop", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}, {"name": "Kubeflow", "proficiency": "advanced", "endorsements": 24, "duration_months": 60}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 2, "duration_months": 11}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}, {"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 60.9, "signup_date": "2023-02-15", "last_active_date": "2025-10-01", "open_to_work_flag": true, "profile_views_received_30d": 66, "applications_submitted_30d": 10, "recruiter_response_rate": 0.45, "avg_response_time_hours": 167.5, "skill_assessment_scores": {}, "connection_count": 391, "endorsements_received": 24, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 9.7, "max": 15.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 14.5, "search_appearance_30d": 89, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.42, "offer_acceptance_rate": 0.52, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0092494", "profile": {"anonymized_name": "Dhruv Mehta", "headline": "Data Analyst | 4.7+ yrs in data engineering", "summary": "Software / data professional with 4.7 years of experience building data pipelines, backend systems, and analytics infrastructure. I've been the engineer who makes ML possible by getting the data pipelines right; now I want to do more of the ML itself. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 4.7, "current_title": "Data Analyst", "current_company": "PharmEasy", "current_company_size": "5001-10000", "current_industry": "HealthTech"}, "career_history": [{"company": "PharmEasy", "title": "Data Analyst", "start_date": "2021-10-20", "end_date": null, "duration_months": 56, "is_current": true, "industry": "HealthTech", "company_size": "5001-10000", "description": "Mixed data science and analytics-engineering role at a marketing-analytics startup. Spent maybe 30% of my time on lightweight ML (clustering, classification, churn prediction in sklearn/XGBoost) and 70% on data infrastructure and dashboards. Comfortable with the modeling work but I wouldn't call myself an ML specialist. Built our experimentation framework that supports the product team's A/B tests."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2003, "end_year": 2006, "grade": "7.06 CGPA", "tier": "tier_4"}], "skills": [{"name": "Feature Engineering", "proficiency": "advanced", "endorsements": 58, "duration_months": 26}, {"name": "NLP", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 8, "duration_months": 23}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 56, "duration_months": 49}, {"name": "Learning to Rank", "proficiency": "intermediate", "endorsements": 1, "duration_months": 16}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 4, "duration_months": 28}, {"name": "PowerPoint", "proficiency": "beginner", "endorsements": 14, "duration_months": 12}, {"name": "Computer Vision", "proficiency": "intermediate", "endorsements": 6, "duration_months": 10}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 2, "duration_months": 33}, {"name": "Webpack", "proficiency": "intermediate", "endorsements": 14, "duration_months": 36}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 5, "duration_months": 16}, {"name": "CSS", "proficiency": "beginner", "endorsements": 7, "duration_months": 15}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 9, "duration_months": 14}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 8, "duration_months": 34}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 63.5, "signup_date": "2025-02-16", "last_active_date": "2026-05-09", "open_to_work_flag": true, "profile_views_received_30d": 29, "applications_submitted_30d": 11, "recruiter_response_rate": 0.54, "avg_response_time_hours": 159.9, "skill_assessment_scores": {"Feature Engineering": 51.7}, "connection_count": 667, "endorsements_received": 79, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 47.4}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 168, "saved_by_recruiters_30d": 16, "interview_completion_rate": 0.89, "offer_acceptance_rate": 0.61, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0056058", "profile": {"anonymized_name": "Pari Dalal", "headline": "Junior ML Engineer | 3.4 yrs in analytics & ML", "summary": "Data scientist / ML engineer with 3.4 years of experience in applied machine learning. Worked across predictive modeling, NLP, analytics, and lightweight deployment workflows. I've spent the last couple of years building NLP-based classification and information extraction pipelines. I'm strongest at the modeling and analysis side; comfortable with Python, scikit-learn, pandas, and standard MLOps tooling, but I'm still building depth on the engineering and infra side of production ML. I'm looking to grow into a deeper AI/ML system-building role — closer to retrieval, LLMs, and modern ranking systems.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 3.4, "current_title": "Junior ML Engineer", "current_company": "Wysa", "current_company_size": "51-200", "current_industry": "HealthTech AI"}, "career_history": [{"company": "Wysa", "title": "Junior ML Engineer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "HealthTech AI", "company_size": "51-200", "description": "Contributed to ML feature engineering and model deployment for a fraud-detection product. My main role was engineering: building the Flask-based prediction API, integrating with the feature store, and writing the model-serving observability layer. I worked closely with senior data scientists but my own modeling work was secondary — I was the production-side engineer."}, {"company": "Haptik", "title": "Junior ML Engineer", "start_date": "2022-12-14", "end_date": "2023-10-10", "duration_months": 10, "is_current": false, "industry": "Conversational AI", "company_size": "201-500", "description": "Worked on time-series forecasting models for supply-chain demand prediction at a logistics company. Built models in Prophet, LightGBM, and (for one project) a small LSTM — the LightGBM model ended up shipping. Also ran some reinforcement learning experiments for dynamic pricing but those didn't make it to production. The work was a mix of modeling, analysis, and stakeholder communication with the operations team."}], "education": [{"institution": "VIT Vellore", "degree": "M.Tech", "field_of_study": "Machine Learning", "start_year": 2017, "end_year": 2021, "grade": "7.70 CGPA", "tier": "tier_2"}], "skills": [{"name": "Rust", "proficiency": "beginner", "endorsements": 13, "duration_months": 2}, {"name": "Python", "proficiency": "intermediate", "endorsements": 14, "duration_months": 30}, {"name": "Qdrant", "proficiency": "advanced", "endorsements": 24, "duration_months": 34}, {"name": "Image Classification", "proficiency": "intermediate", "endorsements": 4, "duration_months": 11}, {"name": "LLMs", "proficiency": "advanced", "endorsements": 7, "duration_months": 30}, {"name": "Excel", "proficiency": "beginner", "endorsements": 0, "duration_months": 16}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 1, "duration_months": 27}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 3, "duration_months": 22}, {"name": "LlamaIndex", "proficiency": "advanced", "endorsements": 31, "duration_months": 41}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 5, "duration_months": 26}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "GANs", "proficiency": "advanced", "endorsements": 34, "duration_months": 24}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 26, "duration_months": 33}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 15, "duration_months": 40}, {"name": "FAISS", "proficiency": "intermediate", "endorsements": 10, "duration_months": 8}, {"name": "Information Retrieval", "proficiency": "intermediate", "endorsements": 11, "duration_months": 34}, {"name": "Computer Vision", "proficiency": "advanced", "endorsements": 33, "duration_months": 37}], "certifications": [{"name": "AWS Certified Machine Learning Specialty", "issuer": "AWS", "year": 2018}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 49.1, "signup_date": "2023-12-09", "last_active_date": "2026-05-02", "open_to_work_flag": false, "profile_views_received_30d": 140, "applications_submitted_30d": 17, "recruiter_response_rate": 0.81, "avg_response_time_hours": 59.9, "skill_assessment_scores": {"Qdrant": 76.8, "LLMs": 46.7}, "connection_count": 1232, "endorsements_received": 62, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 18.1, "max": 45.2}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 406, "saved_by_recruiters_30d": 31, "interview_completion_rate": 0.8, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0073520", "profile": {"anonymized_name": "Krishna Reddy", "headline": "HR Manager | Driving business outcomes", "summary": "Professional with 2.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 2.1, "current_title": "HR Manager", "current_company": "Wayne Enterprises", "current_company_size": "10001+", "current_industry": "Conglomerate"}, "career_history": [{"company": "Wayne Enterprises", "title": "HR Manager", "start_date": "2024-05-07", "end_date": null, "duration_months": 25, "is_current": true, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Chandigarh University", "degree": "B.Sc", "field_of_study": "Electrical Engineering", "start_year": 2013, "end_year": 2018, "grade": "6.56 CGPA", "tier": "tier_3"}], "skills": [{"name": "Marketing", "proficiency": "intermediate", "endorsements": 7, "duration_months": 11}, {"name": "gRPC", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "Go", "proficiency": "beginner", "endorsements": 6, "duration_months": 4}, {"name": "Airflow", "proficiency": "intermediate", "endorsements": 5, "duration_months": 29}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 14, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 68.9, "signup_date": "2023-01-19", "last_active_date": "2026-03-26", "open_to_work_flag": false, "profile_views_received_30d": 54, "applications_submitted_30d": 10, "recruiter_response_rate": 0.76, "avg_response_time_hours": 109.9, "skill_assessment_scores": {}, "connection_count": 392, "endorsements_received": 31, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 9.4, "max": 11.0}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 78, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.6, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0001268", "profile": {"anonymized_name": "Anika Rao", "headline": "QA Engineer | Cloud & DevOps", "summary": "Software engineer with 9.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Chennai, Tamil Nadu", "country": "India", "years_of_experience": 9.6, "current_title": "QA Engineer", "current_company": "Accenture", "current_company_size": "10001+", "current_industry": "Consulting"}, "career_history": [{"company": "Accenture", "title": "QA Engineer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "Consulting", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Initech", "title": "QA Engineer", "start_date": "2022-04-11", "end_date": "2023-12-02", "duration_months": 20, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Flipkart", "title": "Cloud Engineer", "start_date": "2018-01-18", "end_date": "2022-03-28", "duration_months": 51, "is_current": false, "industry": "E-commerce", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Swiggy", "title": "Cloud Engineer", "start_date": "2016-12-24", "end_date": "2018-01-18", "duration_months": 13, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Artificial Intelligence", "start_year": 2006, "end_year": 2011, "grade": "6.83 CGPA", "tier": "tier_4"}], "skills": [{"name": "Microservices", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 13, "duration_months": 6}, {"name": "Sales", "proficiency": "beginner", "endorsements": 10, "duration_months": 16}, {"name": "Data Pipelines", "proficiency": "intermediate", "endorsements": 12, "duration_months": 24}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 12, "duration_months": 8}, {"name": "BM25", "proficiency": "intermediate", "endorsements": 13, "duration_months": 24}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 36, "duration_months": 56}, {"name": "Redux", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "LlamaIndex", "proficiency": "advanced", "endorsements": 16, "duration_months": 58}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 39.2, "signup_date": "2024-05-12", "last_active_date": "2026-04-06", "open_to_work_flag": true, "profile_views_received_30d": 67, "applications_submitted_30d": 10, "recruiter_response_rate": 0.32, "avg_response_time_hours": 93.5, "skill_assessment_scores": {"Diffusion Models": 42.4}, "connection_count": 165, "endorsements_received": 45, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.2, "max": 28.8}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 279, "saved_by_recruiters_30d": 17, "interview_completion_rate": 0.72, "offer_acceptance_rate": 0.25, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0014664", "profile": {"anonymized_name": "Rohan Chatterjee", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 7.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 7.8, "current_title": "Frontend Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Frontend Engineer", "start_date": "2023-06-12", "end_date": null, "duration_months": 36, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Mphasis", "title": "DevOps Engineer", "start_date": "2021-05-16", "end_date": "2023-06-05", "duration_months": 25, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Infosys", "title": "QA Engineer", "start_date": "2020-04-21", "end_date": "2021-04-16", "duration_months": 12, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Hooli", "title": "Full Stack Developer", "start_date": "2018-08-23", "end_date": "2020-04-14", "duration_months": 20, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "VJTI Mumbai", "degree": "B.Tech", "field_of_study": "Machine Learning", "start_year": 2006, "end_year": 2009, "grade": "89%", "tier": "tier_2"}, {"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Civil Engineering", "start_year": 2016, "end_year": 2021, "grade": "6.60 CGPA", "tier": "tier_4"}], "skills": [{"name": "AWS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 0, "duration_months": 18}, {"name": "CSS", "proficiency": "beginner", "endorsements": 14, "duration_months": 9}, {"name": "Milvus", "proficiency": "advanced", "endorsements": 41, "duration_months": 31}, {"name": "Next.js", "proficiency": "beginner", "endorsements": 11, "duration_months": 8}, {"name": "Hugging Face Transformers", "proficiency": "intermediate", "endorsements": 2, "duration_months": 25}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 4, "duration_months": 36}, {"name": "Figma", "proficiency": "beginner", "endorsements": 9, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 35.6, "signup_date": "2023-03-19", "last_active_date": "2026-03-12", "open_to_work_flag": true, "profile_views_received_30d": 61, "applications_submitted_30d": 9, "recruiter_response_rate": 0.31, "avg_response_time_hours": 165.6, "skill_assessment_scores": {"Milvus": 64.5}, "connection_count": 96, "endorsements_received": 55, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 8.6, "max": 28.1}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 83, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.76, "offer_acceptance_rate": 0.74, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0009863", "profile": {"anonymized_name": "Vihaan Sharma", "headline": "Operations Manager | Driving business outcomes", "summary": "Professional with 4.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 4.8, "current_title": "Operations Manager", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Operations Manager", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Stark Industries", "title": "Business Analyst", "start_date": "2022-12-14", "end_date": "2024-12-03", "duration_months": 24, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2021-09-20", "end_date": "2022-12-14", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "B.E.", "field_of_study": "Chemical Engineering", "start_year": 2010, "end_year": 2015, "grade": "76%", "tier": "tier_4"}], "skills": [{"name": "Angular", "proficiency": "beginner", "endorsements": 10, "duration_months": 3}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 10, "duration_months": 12}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 1, "duration_months": 10}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 14, "duration_months": 35}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 15, "duration_months": 17}, {"name": "Azure", "proficiency": "beginner", "endorsements": 5, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 36.3, "signup_date": "2024-04-07", "last_active_date": "2026-03-31", "open_to_work_flag": false, "profile_views_received_30d": 47, "applications_submitted_30d": 0, "recruiter_response_rate": 0.28, "avg_response_time_hours": 17.5, "skill_assessment_scores": {}, "connection_count": 586, "endorsements_received": 3, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 6.7, "max": 24.4}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 151, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.39, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0090574", "profile": {"anonymized_name": "Pari Hegde", "headline": "Graphic Designer | Helping teams scale", "summary": "Professional with 8.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Ahmedabad, Gujarat", "country": "India", "years_of_experience": 8.3, "current_title": "Graphic Designer", "current_company": "Wipro", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Wipro", "title": "Graphic Designer", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2023-04-13", "end_date": "2025-04-02", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Hooli", "title": "Content Writer", "start_date": "2019-06-03", "end_date": "2023-02-12", "duration_months": 45, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Business Analyst", "start_date": "2018-02-08", "end_date": "2019-05-04", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Tech", "field_of_study": "Commerce", "start_year": 2013, "end_year": 2018, "grade": "6.61 CGPA", "tier": "tier_4"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 0, "duration_months": 12}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 9, "duration_months": 23}, {"name": "React", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "MongoDB", "proficiency": "beginner", "endorsements": 15, "duration_months": 17}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 9, "duration_months": 20}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 78.3, "signup_date": "2024-09-20", "last_active_date": "2026-03-29", "open_to_work_flag": false, "profile_views_received_30d": 10, "applications_submitted_30d": 4, "recruiter_response_rate": 0.22, "avg_response_time_hours": 75.6, "skill_assessment_scores": {}, "connection_count": 549, "endorsements_received": 18, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 15.2, "max": 6.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 28.2, "search_appearance_30d": 53, "saved_by_recruiters_30d": 5, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0019537", "profile": {"anonymized_name": "Pari Kumar", "headline": "Customer Support | Helping teams scale", "summary": "Professional with 11.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 11.4, "current_title": "Customer Support", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Customer Support", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2023-01-29", "end_date": "2025-02-17", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Globex Inc", "title": "Civil Engineer", "start_date": "2021-01-09", "end_date": "2023-01-29", "duration_months": 25, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2019-10-17", "end_date": "2020-12-10", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Infosys", "title": "Project Manager", "start_date": "2018-10-22", "end_date": "2019-10-17", "duration_months": 12, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Globex Inc", "title": "Business Analyst", "start_date": "2015-01-11", "end_date": "2018-08-23", "duration_months": 44, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Generic State University", "degree": "B.Tech", "field_of_study": "Data Science", "start_year": 2000, "end_year": 2005, "grade": "73%", "tier": "tier_4"}, {"institution": "Regional Technical Institute", "degree": "B.E.", "field_of_study": "Physics", "start_year": 2002, "end_year": 2006, "grade": "76%", "tier": "tier_4"}], "skills": [{"name": "Content Writing", "proficiency": "intermediate", "endorsements": 9, "duration_months": 34}, {"name": "AWS", "proficiency": "beginner", "endorsements": 1, "duration_months": 11}, {"name": "GCP", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "dbt", "proficiency": "beginner", "endorsements": 13, "duration_months": 8}, {"name": "Sales", "proficiency": "beginner", "endorsements": 10, "duration_months": 10}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 5, "duration_months": 32}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 0, "duration_months": 17}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 12, "duration_months": 18}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2025}, {"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 46.2, "signup_date": "2025-07-03", "last_active_date": "2025-11-14", "open_to_work_flag": false, "profile_views_received_30d": 54, "applications_submitted_30d": 2, "recruiter_response_rate": 0.58, "avg_response_time_hours": 21.0, "skill_assessment_scores": {}, "connection_count": 38, "endorsements_received": 35, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 12.6, "max": 21.1}, "preferred_work_mode": "remote", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 171, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.36, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0071512", "profile": {"anonymized_name": "Deepak Iyengar", "headline": "Project Manager | 7.2+ yrs experience", "summary": "Professional with 7.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Gurgaon, Haryana", "country": "India", "years_of_experience": 7.2, "current_title": "Project Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Project Manager", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Accountant", "start_date": "2020-09-25", "end_date": "2023-10-10", "duration_months": 37, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Acme Corp", "title": "Operations Manager", "start_date": "2019-02-03", "end_date": "2020-08-26", "duration_months": 19, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}], "education": [{"institution": "IIIT Bangalore", "degree": "B.E.", "field_of_study": "Computer Science", "start_year": 2004, "end_year": 2008, "grade": "9.47 CGPA", "tier": "tier_1"}, {"institution": "SRM University", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2016, "end_year": 2020, "grade": "80%", "tier": "tier_2"}], "skills": [{"name": "Java", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 11, "duration_months": 29}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 0, "duration_months": 26}, {"name": "Sales", "proficiency": "beginner", "endorsements": 7, "duration_months": 17}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 5, "duration_months": 8}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2019}], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 37.9, "signup_date": "2026-02-26", "last_active_date": "2026-01-09", "open_to_work_flag": true, "profile_views_received_30d": 9, "applications_submitted_30d": 9, "recruiter_response_rate": 0.25, "avg_response_time_hours": 63.0, "skill_assessment_scores": {}, "connection_count": 377, "endorsements_received": 4, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 9.9, "max": 18.3}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 85, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.32, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0004723", "profile": {"anonymized_name": "Diya Kapoor", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 6.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 6.0, "current_title": "Cloud Engineer", "current_company": "Flipkart", "current_company_size": "10001+", "current_industry": "E-commerce"}, "career_history": [{"company": "Flipkart", "title": "Cloud Engineer", "start_date": "2023-12-09", "end_date": null, "duration_months": 30, "is_current": true, "industry": "E-commerce", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Acme Corp", "title": "DevOps Engineer", "start_date": "2021-01-23", "end_date": "2023-11-09", "duration_months": 34, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Capgemini", "title": "DevOps Engineer", "start_date": "2020-06-27", "end_date": "2021-01-23", "duration_months": 7, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}], "education": [{"institution": "Georgia Tech", "degree": "B.Sc", "field_of_study": "Information Technology", "start_year": 2016, "end_year": 2019, "grade": "85%", "tier": "tier_1"}], "skills": [{"name": "FastAPI", "proficiency": "beginner", "endorsements": 6, "duration_months": 6}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 47, "duration_months": 20}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 2, "duration_months": 31}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 11, "duration_months": 27}, {"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 3, "duration_months": 22}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 8, "duration_months": 10}, {"name": "Figma", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "Scrum", "proficiency": "beginner", "endorsements": 11, "duration_months": 17}, {"name": "Haystack", "proficiency": "intermediate", "endorsements": 8, "duration_months": 27}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 5, "duration_months": 15}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 0, "duration_months": 13}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 87.3, "signup_date": "2024-08-02", "last_active_date": "2026-01-10", "open_to_work_flag": false, "profile_views_received_30d": 25, "applications_submitted_30d": 6, "recruiter_response_rate": 0.17, "avg_response_time_hours": 219.1, "skill_assessment_scores": {"Speech Recognition": 31.5}, "connection_count": 250, "endorsements_received": 20, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 12.8, "max": 34.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 3.8, "search_appearance_30d": 130, "saved_by_recruiters_30d": 11, "interview_completion_rate": 0.69, "offer_acceptance_rate": 0.27, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0048394", "profile": {"anonymized_name": "Aarohi Mehta", "headline": "Marketing Manager | 11.0+ yrs experience", "summary": "Professional with 11.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Pune, Maharashtra", "country": "India", "years_of_experience": 11.0, "current_title": "Marketing Manager", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Marketing Manager", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Globex Inc", "title": "Project Manager", "start_date": "2020-07-20", "end_date": "2023-10-03", "duration_months": 39, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Wipro", "title": "Project Manager", "start_date": "2018-09-29", "end_date": "2020-07-20", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Hooli", "title": "Marketing Manager", "start_date": "2017-07-22", "end_date": "2018-09-15", "duration_months": 14, "is_current": false, "industry": "Software", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Business Analyst", "start_date": "2015-08-02", "end_date": "2017-05-23", "duration_months": 22, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0076351", "profile": {"anonymized_name": "Nisha Dalal", "headline": "Java Developer | Cloud & DevOps", "summary": "Software engineer with 6.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 6.3, "current_title": "Java Developer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "Java Developer", "start_date": "2023-05-13", "end_date": null, "duration_months": 37, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Java backend development at a large enterprise — Spring Boot microservices, Kafka for inter-service messaging, Postgres + Redis for storage. Worked on the customer onboarding flow which involved orchestrating multiple downstream services. Solid on the Spring ecosystem, transaction handling, and the operational side of Java services. Looking to either go deeper on distributed systems or expand into modern application stacks."}, {"company": "Mphasis", "title": "Full Stack Developer", "start_date": "2020-03-29", "end_date": "2023-05-13", "duration_months": 38, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Lovely Professional University", "degree": "M.S.", "field_of_study": "Information Technology", "start_year": 2004, "end_year": 2007, "grade": "9.12 CGPA", "tier": "tier_3"}], "skills": [{"name": "Flask", "proficiency": "beginner", "endorsements": 2, "duration_months": 5}, {"name": "Diffusion Models", "proficiency": "advanced", "endorsements": 15, "duration_months": 40}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 6, "duration_months": 19}, {"name": "Spring Boot", "proficiency": "beginner", "endorsements": 14, "duration_months": 6}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 21, "duration_months": 37}, {"name": "ETL", "proficiency": "beginner", "endorsements": 4, "duration_months": 13}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 4, "duration_months": 18}, {"name": "GANs", "proficiency": "intermediate", "endorsements": 6, "duration_months": 23}, {"name": "Excel", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 75.1, "signup_date": "2024-04-25", "last_active_date": "2026-04-05", "open_to_work_flag": true, "profile_views_received_30d": 28, "applications_submitted_30d": 3, "recruiter_response_rate": 0.42, "avg_response_time_hours": 196.9, "skill_assessment_scores": {"Diffusion Models": 44.7}, "connection_count": 544, "endorsements_received": 59, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 19.0, "max": 13.5}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": 54.0, "search_appearance_30d": 277, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.75, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0072421", "profile": {"anonymized_name": "Dev Mehta", "headline": "Operations Manager | Helping teams scale", "summary": "Professional with 11.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Toronto", "country": "Canada", "years_of_experience": 11.5, "current_title": "Operations Manager", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Operations Manager", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Wayne Enterprises", "title": "Business Analyst", "start_date": "2022-12-14", "end_date": "2024-10-04", "duration_months": 22, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wipro", "title": "Sales Executive", "start_date": "2021-09-20", "end_date": "2022-11-14", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "Sales Executive", "start_date": "2018-08-07", "end_date": "2021-09-20", "duration_months": 38, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2015-02-24", "end_date": "2018-08-07", "duration_months": 42, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. 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{"candidate_id": "CAND_0019411", "profile": {"anonymized_name": "Advik Sharma", "headline": "Graphic Designer | 4.4+ yrs experience", "summary": "Professional with 4.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Dubai", "country": "UAE", "years_of_experience": 4.4, "current_title": "Graphic Designer", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Graphic Designer", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2022-02-17", "end_date": "2022-10-15", "duration_months": 8, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "VIT Chennai", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2003, "end_year": 2007, "grade": "9.47 CGPA", "tier": "tier_3"}], "skills": [{"name": "REST APIs", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 5, "duration_months": 2}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 3, "duration_months": 10}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 8, "duration_months": 32}, {"name": "gRPC", "proficiency": "intermediate", "endorsements": 14, "duration_months": 35}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 15, "duration_months": 11}, {"name": "Azure", "proficiency": "beginner", "endorsements": 10, "duration_months": 4}, {"name": "SQL", "proficiency": "beginner", "endorsements": 15, "duration_months": 4}, {"name": "SAP", "proficiency": "intermediate", "endorsements": 10, "duration_months": 34}, {"name": "Salesforce CRM", "proficiency": "beginner", "endorsements": 2, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 45.2, "signup_date": "2022-10-23", "last_active_date": "2026-01-28", "open_to_work_flag": true, "profile_views_received_30d": 32, "applications_submitted_30d": 9, "recruiter_response_rate": 0.09, "avg_response_time_hours": 182.0, "skill_assessment_scores": {}, "connection_count": 440, "endorsements_received": 19, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 13.2, "max": 26.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 19, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.51, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0056334", "profile": {"anonymized_name": "Myra Mukherjee", "headline": "Full Stack Developer | Cloud & DevOps", "summary": "Software engineer with 4.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Mumbai, Maharashtra", "country": "India", "years_of_experience": 4.3, "current_title": "Full Stack Developer", "current_company": "CRED", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "CRED", "title": "Full Stack Developer", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Razorpay", "title": "QA Engineer", "start_date": "2022-03-05", "end_date": "2022-11-30", "duration_months": 9, "is_current": false, "industry": "Fintech", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Local Engineering College", "degree": "M.E.", "field_of_study": "Mechanical Engineering", "start_year": 2017, "end_year": 2020, "grade": "89%", "tier": "tier_4"}], "skills": [{"name": "React", "proficiency": "intermediate", "endorsements": 13, "duration_months": 10}, {"name": "Node.js", "proficiency": "beginner", "endorsements": 13, "duration_months": 7}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 52, "duration_months": 47}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 15, "duration_months": 8}, {"name": "Figma", "proficiency": "beginner", "endorsements": 14, "duration_months": 15}, {"name": "LlamaIndex", "proficiency": "advanced", "endorsements": 35, "duration_months": 59}, {"name": "dbt", "proficiency": "beginner", "endorsements": 8, "duration_months": 18}, {"name": "Redux", "proficiency": "beginner", "endorsements": 5, "duration_months": 16}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 14, "duration_months": 26}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 1, "duration_months": 15}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 83.5, "signup_date": "2025-09-30", "last_active_date": "2026-03-02", "open_to_work_flag": true, "profile_views_received_30d": 1, "applications_submitted_30d": 7, "recruiter_response_rate": 0.3, "avg_response_time_hours": 19.8, "skill_assessment_scores": {"YOLO": 51.2, "LlamaIndex": 41.8}, "connection_count": 133, "endorsements_received": 53, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.4, "max": 21.6}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 258, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.92, "offer_acceptance_rate": 0.76, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0016705", "profile": {"anonymized_name": "Kiara Menon", "headline": "Business Analyst | 11.0+ yrs experience", "summary": "Professional with 11.0+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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{"candidate_id": "CAND_0005483", "profile": {"anonymized_name": "Pranav Malhotra", "headline": "Analytics Engineer | SQL, Spark, Cloud", "summary": "Software / data professional with 2.4 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid — Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 2.4, "current_title": "Analytics Engineer", "current_company": "Cognizant", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Cognizant", "title": "Analytics Engineer", "start_date": "2024-02-07", "end_date": null, "duration_months": 28, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Backend + data hybrid role at a growth-stage startup. Built the company's first proper data warehouse (migrating from a tangled set of Postgres replicas to a clean Snowflake setup with dbt), the orchestration layer (Airflow), and the BI integration (Looker). Shipped a couple of small predictive features but the bulk of the role was data infrastructure."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "Ph.D", "field_of_study": "Statistics", "start_year": 2000, "end_year": 2005, "grade": "92%", "tier": "tier_4"}], "skills": [{"name": "Airflow", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "scikit-learn", "proficiency": "advanced", "endorsements": 54, "duration_months": 19}, {"name": "TTS", "proficiency": "intermediate", "endorsements": 5, "duration_months": 32}, {"name": "QLoRA", "proficiency": "intermediate", "endorsements": 6, "duration_months": 9}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 7, "duration_months": 32}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 2, "duration_months": 6}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 3, "duration_months": 34}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 9, "duration_months": 17}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 13, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 45.6, "signup_date": "2025-12-08", "last_active_date": "2026-05-26", "open_to_work_flag": false, "profile_views_received_30d": 24, "applications_submitted_30d": 6, "recruiter_response_rate": 0.74, "avg_response_time_hours": 100.5, "skill_assessment_scores": {"scikit-learn": 72.5}, "connection_count": 62, "endorsements_received": 96, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 14.8, "max": 27.3}, "preferred_work_mode": "flexible", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 143, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.68, "offer_acceptance_rate": 0.33, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0040405", "profile": {"anonymized_name": "Diya Pillai", "headline": ".NET Developer | Cloud & DevOps", "summary": "Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 6.6, "current_title": ".NET Developer", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": ".NET Developer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}, {"company": "Stark Industries", "title": "Frontend Engineer", "start_date": "2019-10-31", "end_date": "2023-08-11", "duration_months": 46, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "VJTI Mumbai", "degree": "B.Sc", "field_of_study": "Statistics", "start_year": 2009, "end_year": 2014, "grade": "6.83 CGPA", "tier": "tier_2"}, {"institution": "Regional Technical Institute", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2009, "end_year": 2013, "grade": "7.33 CGPA", "tier": "tier_4"}], "skills": [{"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 14, "duration_months": 9}, {"name": "Scrum", "proficiency": "intermediate", "endorsements": 4, "duration_months": 12}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 3, "duration_months": 9}, {"name": "MLOps", "proficiency": "advanced", "endorsements": 33, "duration_months": 56}, {"name": "Image Classification", "proficiency": "advanced", "endorsements": 1, "duration_months": 35}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 10, "duration_months": 27}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 13, "duration_months": 15}, {"name": "Azure", "proficiency": "intermediate", "endorsements": 3, "duration_months": 22}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 10, "duration_months": 6}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 1, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 64.1, "signup_date": "2024-12-07", "last_active_date": "2026-02-13", "open_to_work_flag": true, "profile_views_received_30d": 58, "applications_submitted_30d": 6, "recruiter_response_rate": 0.32, "avg_response_time_hours": 50.7, "skill_assessment_scores": {}, "connection_count": 361, "endorsements_received": 34, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 24.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 280, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.65, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0047796", "profile": {"anonymized_name": "Pranav Gupta", "headline": "Marketing Manager | 6.5+ yrs experience", "summary": "Professional with 6.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 6.5, "current_title": "Marketing Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Marketing Manager", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2021-01-16", "end_date": "2023-11-02", "duration_months": 34, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Pied Piper", "title": "Sales Executive", "start_date": "2020-01-22", "end_date": "2021-01-16", "duration_months": 12, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.E.", "field_of_study": "Commerce", "start_year": 2004, "end_year": 2007, "grade": "9.50 CGPA", "tier": "tier_4"}, {"institution": "SRM Chennai", "degree": "M.E.", "field_of_study": "Information Technology", "start_year": 2015, "end_year": 2020, "grade": "7.90 CGPA", "tier": "tier_3"}], "skills": [{"name": "Azure", "proficiency": "intermediate", "endorsements": 14, "duration_months": 8}, {"name": "Reinforcement Learning", "proficiency": "advanced", "endorsements": 19, "duration_months": 49}, {"name": "Go", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 8, "duration_months": 28}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 8, "duration_months": 8}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 8, "duration_months": 26}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 3, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 66.3, "signup_date": "2026-01-01", "last_active_date": "2026-04-28", "open_to_work_flag": false, "profile_views_received_30d": 15, "applications_submitted_30d": 0, "recruiter_response_rate": 0.46, "avg_response_time_hours": 140.2, "skill_assessment_scores": {"Reinforcement Learning": 68.7}, "connection_count": 442, "endorsements_received": 20, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 13.8, "max": 9.6}, "preferred_work_mode": "remote", "willing_to_relocate": false, "github_activity_score": 33.6, "search_appearance_30d": 4, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.69, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0005230", "profile": {"anonymized_name": "Arjun Goyal", "headline": "Frontend Engineer | Cloud & DevOps", "summary": "Software engineer with 4.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Coimbatore, Tamil Nadu", "country": "India", "years_of_experience": 4.8, "current_title": "Frontend Engineer", "current_company": "Razorpay", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "Razorpay", "title": "Frontend Engineer", "start_date": "2023-10-10", "end_date": null, "duration_months": 32, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Stark Industries", "title": ".NET Developer", "start_date": "2021-07-22", "end_date": "2023-08-11", "duration_months": 25, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}], "education": [{"institution": "Chandigarh University", "degree": "B.E.", "field_of_study": "Data Science", "start_year": 2014, "end_year": 2017, "grade": "87%", "tier": "tier_3"}, {"institution": "Chandigarh University", "degree": "M.Tech", "field_of_study": "Information Technology", "start_year": 2011, "end_year": 2016, "grade": "8.38 CGPA", "tier": "tier_3"}], "skills": [{"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 11, "duration_months": 10}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 6, "duration_months": 10}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 15, "duration_months": 8}, {"name": "GANs", "proficiency": "advanced", "endorsements": 5, "duration_months": 26}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 8, "duration_months": 18}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 8, "duration_months": 25}, {"name": "SEO", "proficiency": "intermediate", "endorsements": 6, "duration_months": 15}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 1, "duration_months": 22}, {"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 0, "duration_months": 15}, {"name": "Java", "proficiency": "intermediate", "endorsements": 12, "duration_months": 14}, {"name": "Learning to Rank", "proficiency": "advanced", "endorsements": 18, "duration_months": 32}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 7, "duration_months": 14}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 19}, {"name": "Go", "proficiency": "intermediate", "endorsements": 11, "duration_months": 18}, {"name": "AWS", "proficiency": "beginner", "endorsements": 1, "duration_months": 11}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 6, "duration_months": 19}], "certifications": [{"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2018}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 69.2, "signup_date": "2025-01-08", "last_active_date": "2026-02-27", "open_to_work_flag": false, "profile_views_received_30d": 7, "applications_submitted_30d": 0, "recruiter_response_rate": 0.72, "avg_response_time_hours": 206.8, "skill_assessment_scores": {"GANs": 64.6, "Learning to Rank": 32.1}, "connection_count": 382, "endorsements_received": 27, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.4, "max": 26.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 12, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.44, "offer_acceptance_rate": 0.57, "verified_email": false, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0046899", "profile": {"anonymized_name": "Priya Reddy", "headline": "Civil Engineer | Helping teams scale", "summary": "Professional with 11.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. 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Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Globex Inc", "title": "Business Analyst", "start_date": "2021-01-23", "end_date": "2024-02-07", "duration_months": 37, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Sales Executive", "start_date": "2018-07-24", "end_date": "2021-01-09", "duration_months": 30, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Acme Corp", "title": "Accountant", "start_date": "2016-03-29", "end_date": "2018-07-17", "duration_months": 28, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. 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Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Generic State University", "degree": "B.E.", "field_of_study": "Civil Engineering", "start_year": 2018, "end_year": 2021, "grade": "8.91 CGPA", "tier": "tier_4"}, {"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Civil Engineering", "start_year": 2014, "end_year": 2017, "grade": "70%", "tier": "tier_3"}], "skills": [{"name": "Accounting", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 6, "duration_months": 11}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 8, "duration_months": 19}, {"name": "ETL", "proficiency": "beginner", "endorsements": 12, "duration_months": 8}, {"name": "GCP", "proficiency": "beginner", "endorsements": 4, "duration_months": 10}, {"name": "Angular", "proficiency": "intermediate", "endorsements": 8, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 57.9, "signup_date": "2023-04-15", "last_active_date": "2025-10-09", "open_to_work_flag": false, "profile_views_received_30d": 50, "applications_submitted_30d": 1, "recruiter_response_rate": 0.41, "avg_response_time_hours": 165.8, "skill_assessment_scores": {}, "connection_count": 331, "endorsements_received": 33, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 16.8, "max": 7.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 60, "saved_by_recruiters_30d": 12, "interview_completion_rate": 0.33, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0027536", "profile": {"anonymized_name": "Jay Shah", "headline": "Cloud Engineer | Cloud & DevOps", "summary": "Software engineer with 3.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 3.1, "current_title": "Cloud Engineer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Cloud Engineer", "start_date": "2024-03-08", "end_date": null, "duration_months": 27, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "Accenture", "title": "Frontend Engineer", "start_date": "2023-05-29", "end_date": "2024-02-23", "duration_months": 9, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "KIIT University", "degree": "M.Tech", "field_of_study": "Chemical Engineering", "start_year": 2007, "end_year": 2012, "grade": "8.72 CGPA", "tier": "tier_3"}], "skills": [{"name": "Next.js", "proficiency": "beginner", "endorsements": 7, "duration_months": 12}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 6, "duration_months": 31}, {"name": "CI/CD", "proficiency": "beginner", "endorsements": 0, "duration_months": 16}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 12, "duration_months": 35}, {"name": "Sales", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}, {"name": "GCP", "proficiency": "beginner", "endorsements": 13, "duration_months": 13}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 4, "duration_months": 17}, {"name": "REST APIs", "proficiency": "intermediate", "endorsements": 3, "duration_months": 13}, {"name": "Photoshop", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 3, "duration_months": 10}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 72.3, "signup_date": "2023-03-13", "last_active_date": "2025-12-29", "open_to_work_flag": false, "profile_views_received_30d": 15, "applications_submitted_30d": 7, "recruiter_response_rate": 0.31, "avg_response_time_hours": 112.5, "skill_assessment_scores": {}, "connection_count": 131, "endorsements_received": 61, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 19.6, "max": 13.6}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 267, "saved_by_recruiters_30d": 3, "interview_completion_rate": 0.43, "offer_acceptance_rate": 0.41, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0089400", "profile": {"anonymized_name": "Pranav Iyer", "headline": "Accountant | Helping teams scale", "summary": "Professional with 1.8+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 1.8, "current_title": "Accountant", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Accountant", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}], "education": [{"institution": "Lovely Professional University", "degree": "M.E.", "field_of_study": "Statistics", "start_year": 2006, "end_year": 2009, "grade": "9.21 CGPA", "tier": "tier_3"}], "skills": [{"name": "Vue.js", "proficiency": "intermediate", "endorsements": 7, "duration_months": 34}, {"name": "HTML", "proficiency": "beginner", "endorsements": 9, "duration_months": 16}, {"name": "Tally", "proficiency": "beginner", "endorsements": 3, "duration_months": 7}, {"name": "Java", "proficiency": "intermediate", "endorsements": 6, "duration_months": 16}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 9, "duration_months": 18}, {"name": "TypeScript", "proficiency": "intermediate", "endorsements": 3, "duration_months": 31}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 13, "duration_months": 22}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 5, "duration_months": 14}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 10, "duration_months": 33}, {"name": "Project Management", "proficiency": "intermediate", "endorsements": 1, "duration_months": 21}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 83.3, "signup_date": "2023-10-16", "last_active_date": "2025-12-13", "open_to_work_flag": false, "profile_views_received_30d": 17, "applications_submitted_30d": 10, "recruiter_response_rate": 0.29, "avg_response_time_hours": 45.6, "skill_assessment_scores": {}, "connection_count": 194, "endorsements_received": 29, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 11.2, "max": 20.1}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 34.1, "search_appearance_30d": 101, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.52, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0032707", "profile": {"anonymized_name": "Suresh Mehta", "headline": "Graphic Designer | Driving business outcomes", "summary": "Professional with 1.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Austin", "country": "USA", "years_of_experience": 1.8, "current_title": "Graphic Designer", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Graphic Designer", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}], "education": [{"institution": "Regional Technical Institute", "degree": "B.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2005, "end_year": 2010, "grade": "69%", "tier": "tier_4"}], "skills": [{"name": "Accounting", "proficiency": "beginner", "endorsements": 13, "duration_months": 16}, {"name": "SQL", "proficiency": "beginner", "endorsements": 7, "duration_months": 9}, {"name": "Feature Engineering", "proficiency": "intermediate", "endorsements": 0, "duration_months": 24}, {"name": "Kafka", "proficiency": "intermediate", "endorsements": 13, "duration_months": 24}, {"name": "JavaScript", "proficiency": "intermediate", "endorsements": 6, "duration_months": 32}, {"name": "Sales", "proficiency": "intermediate", "endorsements": 6, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 67.0, "signup_date": "2023-05-08", "last_active_date": "2026-01-26", "open_to_work_flag": true, "profile_views_received_30d": 39, "applications_submitted_30d": 6, "recruiter_response_rate": 0.77, "avg_response_time_hours": 55.0, "skill_assessment_scores": {}, "connection_count": 52, "endorsements_received": 38, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 7.0, "max": 14.4}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 143, "saved_by_recruiters_30d": 8, "interview_completion_rate": 0.43, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0087417", "profile": {"anonymized_name": "Divya Chatterjee", "headline": "Marketing Manager | Driving business outcomes", "summary": "Professional with 12.4+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kochi, Kerala", "country": "India", "years_of_experience": 12.4, "current_title": "Marketing Manager", "current_company": "Dunder Mifflin", "current_company_size": "201-500", "current_industry": "Paper Products"}, "career_history": [{"company": "Dunder Mifflin", "title": "Marketing Manager", "start_date": "2022-12-14", "end_date": null, "duration_months": 42, "is_current": true, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "TCS", "title": "HR Manager", "start_date": "2019-03-05", "end_date": "2022-12-14", "duration_months": 46, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. 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Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Operations Manager", "start_date": "2014-10-27", "end_date": "2016-10-16", "duration_months": 24, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "TCS", "title": "Business Analyst", "start_date": "2014-02-15", "end_date": "2014-10-13", "duration_months": 8, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "Bharati Vidyapeeth", "degree": "Ph.D", "field_of_study": "Machine Learning", "start_year": 2014, "end_year": 2019, "grade": "78%", "tier": "tier_3"}], "skills": [{"name": "PowerPoint", "proficiency": "beginner", "endorsements": 8, "duration_months": 16}, {"name": "SEO", "proficiency": "beginner", "endorsements": 6, "duration_months": 14}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 9, "duration_months": 16}, {"name": "Go", "proficiency": "beginner", "endorsements": 12, "duration_months": 12}, {"name": "Excel", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "Rust", "proficiency": "beginner", "endorsements": 6, "duration_months": 3}, {"name": "Data Science", "proficiency": "intermediate", "endorsements": 8, "duration_months": 31}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 3, "duration_months": 16}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 12, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 39.5, "signup_date": "2022-08-28", "last_active_date": "2026-03-29", "open_to_work_flag": false, "profile_views_received_30d": 68, "applications_submitted_30d": 2, "recruiter_response_rate": 0.19, "avg_response_time_hours": 239.9, "skill_assessment_scores": {}, "connection_count": 483, "endorsements_received": 0, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 17.4, "max": 23.9}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 46, "saved_by_recruiters_30d": 0, "interview_completion_rate": 0.64, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0013474", "profile": {"anonymized_name": "Diya Joshi", "headline": "Accountant | Helping teams scale", "summary": "Professional with 14.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 14.5, "current_title": "Accountant", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Accountant", "start_date": "2024-10-04", "end_date": null, "duration_months": 20, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Wayne Enterprises", "title": "Marketing Manager", "start_date": "2023-01-13", "end_date": "2024-10-04", "duration_months": 21, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Business analyst at a consulting firm, working primarily with retail and CPG clients. Conducted business diagnostics, process re-engineering work, and digital transformation strategy projects. Strong on stakeholder management, structured problem-solving, and the typical consulting toolkit (slide-craft, Excel modeling, executive communication). Recent project work involved AI-strategy advisory but my own technical depth in AI is limited."}, {"company": "Dunder Mifflin", "title": "Business Analyst", "start_date": "2019-01-04", "end_date": "2023-01-13", "duration_months": 49, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Pied Piper", "title": "Sales Executive", "start_date": "2016-07-18", "end_date": "2019-01-04", "duration_months": 30, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Stark Industries", "title": "HR Manager", "start_date": "2013-07-04", "end_date": "2016-06-18", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Generic State University", "degree": "M.Sc", "field_of_study": "Electronics", "start_year": 2009, "end_year": 2012, "grade": "6.82 CGPA", "tier": "tier_4"}, {"institution": "Lovely Professional University", "degree": "M.S.", "field_of_study": "Physics", "start_year": 2005, "end_year": 2008, "grade": "7.22 CGPA", "tier": "tier_3"}], "skills": [{"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 9, "duration_months": 12}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 13, "duration_months": 35}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 15, "duration_months": 13}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 13, "duration_months": 19}, {"name": "Kubernetes", "proficiency": "beginner", "endorsements": 15, "duration_months": 15}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 2, "duration_months": 19}, {"name": "Project Management", "proficiency": "beginner", "endorsements": 1, "duration_months": 12}, {"name": "HTML", "proficiency": "intermediate", "endorsements": 1, "duration_months": 19}, {"name": "Weights & Biases", "proficiency": "intermediate", "endorsements": 12, "duration_months": 30}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 71.9, "signup_date": "2024-08-07", "last_active_date": "2026-03-25", "open_to_work_flag": false, "profile_views_received_30d": 49, "applications_submitted_30d": 8, "recruiter_response_rate": 0.12, "avg_response_time_hours": 155.0, "skill_assessment_scores": {}, "connection_count": 332, "endorsements_received": 43, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 6.6, "max": 27.1}, "preferred_work_mode": "onsite", "willing_to_relocate": true, "github_activity_score": 21.6, "search_appearance_30d": 129, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.88, "offer_acceptance_rate": 0.28, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0046358", "profile": {"anonymized_name": "Aditya Hegde", "headline": "Sales Executive | Driving business outcomes", "summary": "Professional with 8.7+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Hyderabad, Telangana", "country": "India", "years_of_experience": 8.7, "current_title": "Sales Executive", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Sales Executive", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Globex Inc", "title": "Marketing Manager", "start_date": "2021-06-22", "end_date": "2024-09-04", "duration_months": 39, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. Recent focus has been on account-based marketing for our enterprise segment."}, {"company": "Dunder Mifflin", "title": "Operations Manager", "start_date": "2018-08-07", "end_date": "2021-05-23", "duration_months": 34, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "TCS", "title": "Mechanical Engineer", "start_date": "2017-12-03", "end_date": "2018-07-31", "duration_months": 8, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Mechanical Engineering", "start_year": 2000, "end_year": 2005, "grade": "69%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "B.Tech", "field_of_study": "Statistics", "start_year": 2008, "end_year": 2011, "grade": "7.94 CGPA", "tier": "tier_4"}], "skills": [{"name": "MongoDB", "proficiency": "beginner", "endorsements": 1, "duration_months": 9}, {"name": "Vue.js", "proficiency": "intermediate", "endorsements": 11, "duration_months": 8}, {"name": "Data Pipelines", "proficiency": "beginner", "endorsements": 7, "duration_months": 5}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 5, "duration_months": 31}, {"name": "GraphQL", "proficiency": "intermediate", "endorsements": 5, "duration_months": 15}, {"name": "Flask", "proficiency": "beginner", "endorsements": 10, "duration_months": 14}, {"name": "Microservices", "proficiency": "intermediate", "endorsements": 13, "duration_months": 11}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 29.0, "signup_date": "2024-09-13", "last_active_date": "2025-10-19", "open_to_work_flag": false, "profile_views_received_30d": 42, "applications_submitted_30d": 9, "recruiter_response_rate": 0.43, "avg_response_time_hours": 126.3, "skill_assessment_scores": {}, "connection_count": 514, "endorsements_received": 3, "notice_period_days": 30, "expected_salary_range_inr_lpa": {"min": 12.3, "max": 16.9}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 49.7, "search_appearance_30d": 106, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.5, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0073386", "profile": {"anonymized_name": "Sunil Kumar", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 8.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development — Python/Django and Node.js mostly. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 8.5, "current_title": "Cloud Engineer", "current_company": "CRED", "current_company_size": "1001-5000", "current_industry": "Fintech"}, "career_history": [{"company": "CRED", "title": "Cloud Engineer", "start_date": "2024-11-03", "end_date": null, "duration_months": 19, "is_current": true, "industry": "Fintech", "company_size": "1001-5000", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}, {"company": "TCS", "title": "Mobile Developer", "start_date": "2021-10-06", "end_date": "2024-10-20", "duration_months": 37, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Accenture", "title": "Mobile Developer", "start_date": "2018-01-25", "end_date": "2021-10-06", "duration_months": 45, "is_current": false, "industry": "Consulting", "company_size": "10001+", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}], "education": [{"institution": "Local Engineering College", "degree": "B.E.", "field_of_study": "Statistics", "start_year": 2016, "end_year": 2021, "grade": "67%", "tier": "tier_4"}, {"institution": "Local Engineering College", "degree": "M.Tech", "field_of_study": "Statistics", "start_year": 2017, "end_year": 2021, "grade": "86%", "tier": "tier_4"}], "skills": [{"name": "Kafka", "proficiency": "beginner", "endorsements": 2, "duration_months": 9}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 7, "duration_months": 25}, {"name": "CNN", "proficiency": "intermediate", "endorsements": 2, "duration_months": 11}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 14, "duration_months": 15}, {"name": "Diffusion Models", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "PostgreSQL", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Agile", "proficiency": "intermediate", "endorsements": 0, "duration_months": 18}, {"name": "Airflow", "proficiency": "beginner", "endorsements": 7, "duration_months": 4}, {"name": "Databricks", "proficiency": "beginner", "endorsements": 3, "duration_months": 15}, {"name": "HTML", "proficiency": "beginner", "endorsements": 4, "duration_months": 9}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 8, "duration_months": 14}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 62.0, "signup_date": "2023-11-26", "last_active_date": "2026-01-14", "open_to_work_flag": false, "profile_views_received_30d": 8, "applications_submitted_30d": 9, "recruiter_response_rate": 0.69, "avg_response_time_hours": 195.3, "skill_assessment_scores": {}, "connection_count": 747, "endorsements_received": 75, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 10.7, "max": 12.5}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": 2.9, "search_appearance_30d": 147, "saved_by_recruiters_30d": 20, "interview_completion_rate": 0.91, "offer_acceptance_rate": 0.3, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0053265", "profile": {"anonymized_name": "Nikhil Bhatia", "headline": "Business Analyst | 15.0+ yrs experience", "summary": "Professional with 15.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 15.0, "current_title": "Business Analyst", "current_company": "Globex Inc", "current_company_size": "501-1000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Globex Inc", "title": "Business Analyst", "start_date": "2024-09-04", "end_date": null, "duration_months": 21, "is_current": true, "industry": "Manufacturing", "company_size": "501-1000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Project Manager", "start_date": "2020-09-11", "end_date": "2024-08-21", "duration_months": 48, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Initech", "title": "Content Writer", "start_date": "2018-01-25", "end_date": "2020-09-11", "duration_months": 32, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wayne Enterprises", "title": "Graphic Designer", "start_date": "2014-05-16", "end_date": "2017-12-26", "duration_months": 44, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Initech", "title": "Customer Support", "start_date": "2011-08-30", "end_date": "2014-05-16", "duration_months": 33, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}], "education": [{"institution": "Local Engineering College", "degree": "M.Sc", "field_of_study": "Machine Learning", "start_year": 2000, "end_year": 2005, "grade": "7.79 CGPA", "tier": "tier_4"}, {"institution": "KIIT University", "degree": "M.S.", "field_of_study": "Civil Engineering", "start_year": 2004, "end_year": 2009, "grade": "9.25 CGPA", "tier": "tier_3"}], "skills": [{"name": "Project Management", "proficiency": "beginner", "endorsements": 1, "duration_months": 18}, {"name": "Speech Recognition", "proficiency": "advanced", "endorsements": 11, "duration_months": 33}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 12, "duration_months": 16}, {"name": "Databricks", "proficiency": "intermediate", "endorsements": 9, "duration_months": 10}, {"name": "Snowflake", "proficiency": "intermediate", "endorsements": 8, "duration_months": 26}, {"name": "Tailwind", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "HTML", "proficiency": "beginner", "endorsements": 0, "duration_months": 14}, {"name": "Redux", "proficiency": "beginner", "endorsements": 3, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 43.5, "signup_date": "2023-06-27", "last_active_date": "2026-01-01", "open_to_work_flag": true, "profile_views_received_30d": 28, "applications_submitted_30d": 6, "recruiter_response_rate": 0.46, "avg_response_time_hours": 167.5, "skill_assessment_scores": {"Speech Recognition": 57.4}, "connection_count": 76, "endorsements_received": 44, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 4.8, "max": 25.0}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": 20.4, "search_appearance_30d": 119, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.59, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0081352", "profile": {"anonymized_name": "Jay Desai", "headline": "Operations Manager | Exploring AI & GenAI applications", "summary": "Operations Manager with 15.0+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been excited about how AI and GenAI tools can augment my work. I've been taking online courses on RAG and vector databases, experimenting with LangChain and the OpenAI API for side projects, and exploring how LLMs can streamline workflows in my current function. Open to roles that combine my existing domain experience with emerging AI technologies — I think the most interesting opportunities are at this intersection. Looking for positions where I can contribute both my functional expertise and grow my AI capabilities.", "location": "Trivandrum, Kerala", "country": "India", "years_of_experience": 15.0, "current_title": "Operations Manager", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Operations Manager", "start_date": "2023-03-14", "end_date": null, "duration_months": 39, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Stark Industries", "title": "Project Manager", "start_date": "2021-06-15", "end_date": "2023-03-07", "duration_months": 21, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Wayne Enterprises", "title": "Accountant", "start_date": "2017-04-07", "end_date": "2021-05-16", "duration_months": 50, "is_current": false, "industry": "Conglomerate", "company_size": "10001+", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Globex Inc", "title": "Mechanical Engineer", "start_date": "2015-11-14", "end_date": "2017-03-08", "duration_months": 16, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "TCS", "title": "Content Writer", "start_date": "2013-07-13", "end_date": "2015-10-31", "duration_months": 28, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Stark Industries", "title": "Sales Executive", "start_date": "2011-09-15", "end_date": "2013-07-06", "duration_months": 22, "is_current": false, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}], "education": [{"institution": "Local Engineering College", "degree": "M.S.", "field_of_study": "Civil Engineering", "start_year": 2008, "end_year": 2013, "grade": "74%", "tier": "tier_4"}], "skills": [{"name": "REST APIs", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 6, "duration_months": 29}, {"name": "CSS", "proficiency": "beginner", "endorsements": 12, "duration_months": 3}, {"name": "BigQuery", "proficiency": "intermediate", "endorsements": 14, "duration_months": 15}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 7, "duration_months": 29}, {"name": "Snowflake", "proficiency": "beginner", "endorsements": 14, "duration_months": 4}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 7, "duration_months": 24}, {"name": "Spark", "proficiency": "intermediate", "endorsements": 0, "duration_months": 16}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 15, "duration_months": 30}, {"name": "Information Retrieval", "proficiency": "advanced", "endorsements": 4, "duration_months": 7}, {"name": "LLMs", "proficiency": "advanced", "endorsements": 1, "duration_months": 11}, {"name": "Hugging Face Transformers", "proficiency": "advanced", "endorsements": 0, "duration_months": 17}, {"name": "Sentence Transformers", "proficiency": "intermediate", "endorsements": 0, "duration_months": 8}, {"name": "Recommendation Systems", "proficiency": "advanced", "endorsements": 3, "duration_months": 6}, {"name": "FAISS", "proficiency": "advanced", "endorsements": 1, "duration_months": 7}, {"name": "Pinecone", "proficiency": "advanced", "endorsements": 4, "duration_months": 12}, {"name": "Semantic Search", "proficiency": "intermediate", "endorsements": 4, "duration_months": 11}, {"name": "Embeddings", "proficiency": "advanced", "endorsements": 0, "duration_months": 5}], "certifications": [], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 49.8, "signup_date": "2023-05-31", "last_active_date": "2026-01-11", "open_to_work_flag": false, "profile_views_received_30d": 33, "applications_submitted_30d": 7, "recruiter_response_rate": 0.41, "avg_response_time_hours": 78.8, "skill_assessment_scores": {}, "connection_count": 315, "endorsements_received": 34, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 14.2, "max": 11.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 177, "saved_by_recruiters_30d": 7, "interview_completion_rate": 0.85, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0098236", "profile": {"anonymized_name": "Advaith Sethi", "headline": "Sales Executive | Helping teams scale", "summary": "Professional with 11.8+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 11.8, "current_title": "Sales Executive", "current_company": "Acme Corp", "current_company_size": "201-500", "current_industry": "Manufacturing"}, "career_history": [{"company": "Acme Corp", "title": "Sales Executive", "start_date": "2025-04-02", "end_date": null, "duration_months": 14, "is_current": true, "industry": "Manufacturing", "company_size": "201-500", "description": "Brand design and creative direction at a consumer-products company. Owned brand identity (logo, visual system, typography), packaging design, and digital creative across web and social. Led the recent rebrand and managed a small external agency for production work. Comfortable across the Adobe suite, Figma, and the production side of brand and packaging design."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2024-04-07", "end_date": "2025-04-02", "duration_months": 12, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}, {"company": "Initech", "title": "Civil Engineer", "start_date": "2022-10-01", "end_date": "2024-03-24", "duration_months": 18, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Mechanical Engineer", "start_date": "2019-03-21", "end_date": "2022-10-01", "duration_months": 43, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Pied Piper", "title": "Marketing Manager", "start_date": "2017-08-28", "end_date": "2019-03-21", "duration_months": 19, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Dunder Mifflin", "title": "Graphic Designer", "start_date": "2014-09-13", "end_date": "2017-06-29", "duration_months": 34, "is_current": false, "industry": "Paper Products", "company_size": "201-500", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. 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{"candidate_id": "CAND_0020258", "profile": {"anonymized_name": "Vihaan Bose", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 11.1+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 11.1, "current_title": "Civil Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Civil Engineer", "start_date": "2022-05-18", "end_date": null, "duration_months": 49, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}, {"company": "Acme Corp", "title": "Content Writer", "start_date": "2021-02-15", "end_date": "2022-05-11", "duration_months": 15, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Infosys", "title": "Civil Engineer", "start_date": "2018-06-17", "end_date": "2021-02-01", "duration_months": 32, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Acme Corp", "title": "Customer Support", "start_date": "2015-07-03", "end_date": "2018-06-17", "duration_months": 36, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Regional Technical Institute", "degree": "M.Sc", "field_of_study": "Data Science", "start_year": 2013, "end_year": 2017, "grade": "9.27 CGPA", "tier": "tier_4"}, {"institution": "Generic State University", "degree": "M.E.", "field_of_study": "Machine Learning", "start_year": 2016, "end_year": 2021, "grade": "9.39 CGPA", "tier": "tier_4"}], "skills": [{"name": "Spark", "proficiency": "beginner", "endorsements": 4, "duration_months": 14}, {"name": "SQL", "proficiency": "beginner", "endorsements": 9, "duration_months": 18}, {"name": "Excel", "proficiency": "intermediate", "endorsements": 3, "duration_months": 21}, {"name": "Six Sigma", "proficiency": "intermediate", "endorsements": 10, "duration_months": 21}, {"name": "Webpack", "proficiency": "beginner", "endorsements": 8, "duration_months": 3}, {"name": "GraphQL", "proficiency": "beginner", "endorsements": 8, "duration_months": 15}, {"name": "Accounting", "proficiency": "intermediate", "endorsements": 10, "duration_months": 23}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 4, "duration_months": 26}, {"name": "Sales", "proficiency": "beginner", "endorsements": 9, "duration_months": 2}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 63.4, "signup_date": "2025-03-25", "last_active_date": "2026-03-10", "open_to_work_flag": false, "profile_views_received_30d": 1, "applications_submitted_30d": 6, "recruiter_response_rate": 0.59, "avg_response_time_hours": 263.8, "skill_assessment_scores": {}, "connection_count": 451, "endorsements_received": 27, "notice_period_days": 60, "expected_salary_range_inr_lpa": {"min": 10.4, "max": 21.5}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 104, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.76, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0031030", "profile": {"anonymized_name": "Sunil Menon", "headline": "Data Analyst | SQL, Spark, Cloud", "summary": "Software / data professional with 3.7 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the core of my day. My toolkit is solid on the data engineering side — Python, SQL, Spark, Airflow, warehouse design — and I've completed a couple of self-directed ML projects (Kaggle competitions, side projects fine-tuning small models). Interested in transitioning toward more AI/ML-focused work, ideally at a company where I can leverage my existing data-infra skills while learning modern ML practice.", "location": "Vizag, Andhra Pradesh", "country": "India", "years_of_experience": 3.7, "current_title": "Data Analyst", "current_company": "HCL", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "HCL", "title": "Data Analyst", "start_date": "2022-10-15", "end_date": null, "duration_months": 44, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Designed and maintained the analytical data warehouse on Snowflake supporting the BI team's ~50 dashboards. Wrote complex SQL — heavy on window functions, CTEs, and incremental modeling patterns via dbt. Worked on the data modeling side (dimensional modeling, slowly changing dimensions) as well as performance optimization (query tuning, cluster sizing, materialized views). Also built the lineage and documentation framework now in use across the data org."}], "education": [{"institution": "COEP Pune", "degree": "M.E.", "field_of_study": "Computer Engineering", "start_year": 2010, "end_year": 2015, "grade": "6.72 CGPA", "tier": "tier_2"}, {"institution": "RV College of Engineering", "degree": "M.S.", "field_of_study": "Machine Learning", "start_year": 2013, "end_year": 2018, "grade": "6.70 CGPA", "tier": "tier_2"}], "skills": [{"name": "QLoRA", "proficiency": "advanced", "endorsements": 40, "duration_months": 59}, {"name": "Semantic Search", "proficiency": "advanced", "endorsements": 44, "duration_months": 34}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 9, "duration_months": 3}, {"name": "dbt", "proficiency": "intermediate", "endorsements": 8, "duration_months": 13}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 12, "duration_months": 11}, {"name": "LlamaIndex", "proficiency": "intermediate", "endorsements": 4, "duration_months": 34}, {"name": "Kafka", "proficiency": "beginner", "endorsements": 15, "duration_months": 2}, {"name": "Agile", "proficiency": "beginner", "endorsements": 8, "duration_months": 3}, {"name": "Django", "proficiency": "intermediate", "endorsements": 2, "duration_months": 14}, {"name": "Qdrant", "proficiency": "intermediate", "endorsements": 13, "duration_months": 13}, {"name": "YOLO", "proficiency": "intermediate", "endorsements": 0, "duration_months": 36}, {"name": "OpenCV", "proficiency": "intermediate", "endorsements": 0, "duration_months": 17}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 9, "duration_months": 20}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 11, "duration_months": 13}, {"name": "MLflow", "proficiency": "intermediate", "endorsements": 0, "duration_months": 20}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 69.7, "signup_date": "2025-05-09", "last_active_date": "2026-03-18", "open_to_work_flag": true, "profile_views_received_30d": 102, "applications_submitted_30d": 2, "recruiter_response_rate": 0.37, "avg_response_time_hours": 15.7, "skill_assessment_scores": {}, "connection_count": 509, "endorsements_received": 74, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.2, "max": 45.7}, "preferred_work_mode": "flexible", "willing_to_relocate": true, "github_activity_score": -1, "search_appearance_30d": 400, "saved_by_recruiters_30d": 27, "interview_completion_rate": 0.77, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0021300", "profile": {"anonymized_name": "Myra Banerjee", "headline": "QA Engineer | Full-stack development", "summary": "Software engineer with 8.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering — APIs, databases, queues, deployments. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Noida, Uttar Pradesh", "country": "India", "years_of_experience": 8.4, "current_title": "QA Engineer", "current_company": "Tech Mahindra", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Tech Mahindra", "title": "QA Engineer", "start_date": "2023-11-09", "end_date": null, "duration_months": 31, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}, {"company": "Zomato", "title": "Full Stack Developer", "start_date": "2020-03-29", "end_date": "2023-11-09", "duration_months": 44, "is_current": false, "industry": "Food Delivery", "company_size": "5001-10000", "description": "Frontend engineering at a media company. React, TypeScript, and the typical surrounding tooling (Webpack, Jest, Cypress). Built the company's design system from scratch and led the migration from a legacy AngularJS app. Strong on the frontend craft — accessibility, performance, animations — but limited backend exposure."}, {"company": "Acme Corp", "title": "Software Engineer", "start_date": "2018-02-08", "end_date": "2020-02-28", "duration_months": 25, "is_current": false, "industry": "Manufacturing", "company_size": "201-500", "description": "Test automation and QA engineering for a fintech product. Built and maintained the end-to-end test suite using Selenium and pytest, plus the load-testing setup using Locust. Worked closely with developers on testability patterns and with product on acceptance criteria. Recent work has been on shifting test responsibility into the dev team — moving from QA-as-gate to QA-as-coach. Career has been entirely in QA/test engineering."}], "education": [{"institution": "Jadavpur University", "degree": "B.Sc", "field_of_study": "Computer Science", "start_year": 2002, "end_year": 2005, "grade": "7.75 CGPA", "tier": "tier_2"}], "skills": [{"name": "Speech Recognition", "proficiency": "intermediate", "endorsements": 12, "duration_months": 28}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 11, "duration_months": 8}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "Content Writing", "proficiency": "beginner", "endorsements": 15, "duration_months": 16}, {"name": "Marketing", "proficiency": "beginner", "endorsements": 4, "duration_months": 7}, {"name": "Forecasting", "proficiency": "advanced", "endorsements": 8, "duration_months": 19}, {"name": "Object Detection", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Machine Learning", "proficiency": "advanced", "endorsements": 24, "duration_months": 21}, {"name": "Spark", "proficiency": "beginner", "endorsements": 0, "duration_months": 7}, {"name": "ETL", "proficiency": "intermediate", "endorsements": 3, "duration_months": 23}, {"name": "CI/CD", "proficiency": "intermediate", "endorsements": 14, "duration_months": 28}, {"name": "BM25", "proficiency": "intermediate", "endorsements": 6, "duration_months": 25}, {"name": "Flask", "proficiency": "beginner", "endorsements": 3, "duration_months": 16}, {"name": "Apache Flink", "proficiency": "beginner", "endorsements": 11, "duration_months": 6}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 66.3, "signup_date": "2024-08-22", "last_active_date": "2026-03-23", "open_to_work_flag": false, "profile_views_received_30d": 99, "applications_submitted_30d": 10, "recruiter_response_rate": 0.26, "avg_response_time_hours": 57.7, "skill_assessment_scores": {"Forecasting": 29.1}, "connection_count": 305, "endorsements_received": 42, "notice_period_days": 120, "expected_salary_range_inr_lpa": {"min": 13.4, "max": 16.9}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 235, "saved_by_recruiters_30d": 2, "interview_completion_rate": 0.85, "offer_acceptance_rate": -1, "verified_email": true, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0023207", "profile": {"anonymized_name": "Kabir Tiwari", "headline": "Frontend Engineer | Full-stack development", "summary": "Software engineer with 2.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Austin", "country": "USA", "years_of_experience": 2.6, "current_title": "Frontend Engineer", "current_company": "Pied Piper", "current_company_size": "11-50", "current_industry": "Software"}, "career_history": [{"company": "Pied Piper", "title": "Frontend Engineer", "start_date": "2025-03-03", "end_date": null, "duration_months": 15, "is_current": true, "industry": "Software", "company_size": "11-50", "description": "Full-stack web application development at a SaaS company. Built React-based admin interfaces and the Node.js REST API backing them. Worked across the stack: frontend components, REST endpoint design, PostgreSQL schema, deployment via Docker/Kubernetes. Comfortable in most parts of a typical web stack though my comfort zone is the backend and database side. Recent learning has been on the testing and CI/CD discipline."}, {"company": "Pied Piper", "title": ".NET Developer", "start_date": "2023-12-02", "end_date": "2025-02-24", "duration_months": 15, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Cloud infrastructure and DevOps work at an enterprise SaaS company. Owned the AWS account architecture (VPC, IAM, networking), the Terraform modules for our service deployments, and the Kubernetes cluster operations. Designed the CI/CD pipelines (GitLab CI + ArgoCD) and the monitoring stack (Prometheus, Grafana, Loki). Strong on the infra and ops side; haven't done much application development."}], "education": [{"institution": "Tier-3 Engineering College", "degree": "M.Tech", "field_of_study": "Data Science", "start_year": 2004, "end_year": 2008, "grade": "92%", "tier": "tier_4"}, {"institution": "Tier-3 Engineering College", "degree": "B.Tech", "field_of_study": "Computer Engineering", "start_year": 2018, "end_year": 2022, "grade": "8.87 CGPA", "tier": "tier_4"}], "skills": [{"name": "RAG", "proficiency": "advanced", "endorsements": 27, "duration_months": 28}, {"name": "Apache Beam", "proficiency": "beginner", "endorsements": 7, "duration_months": 3}, {"name": "Spring Boot", "proficiency": "intermediate", "endorsements": 14, "duration_months": 34}, {"name": "Terraform", "proficiency": "intermediate", "endorsements": 11, "duration_months": 12}, {"name": "FastAPI", "proficiency": "beginner", "endorsements": 7, "duration_months": 2}, {"name": "QLoRA", "proficiency": "intermediate", "endorsements": 4, "duration_months": 30}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 1, "duration_months": 17}, {"name": "PostgreSQL", "proficiency": "intermediate", "endorsements": 8, "duration_months": 35}, {"name": "Next.js", "proficiency": "intermediate", "endorsements": 0, "duration_months": 23}, {"name": "Photoshop", "proficiency": "intermediate", "endorsements": 8, "duration_months": 11}, {"name": "Figma", "proficiency": "beginner", "endorsements": 8, "duration_months": 12}, {"name": "Django", "proficiency": "intermediate", "endorsements": 10, "duration_months": 25}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "native"}], "redrob_signals": {"profile_completeness_score": 67.4, "signup_date": "2024-09-16", "last_active_date": "2026-03-13", "open_to_work_flag": true, "profile_views_received_30d": 47, "applications_submitted_30d": 7, "recruiter_response_rate": 0.23, "avg_response_time_hours": 130.6, "skill_assessment_scores": {"RAG": 54.1}, "connection_count": 69, "endorsements_received": 62, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 21.7, "max": 17.8}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 75, "saved_by_recruiters_30d": 10, "interview_completion_rate": 0.86, "offer_acceptance_rate": 0.27, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0054041", "profile": {"anonymized_name": "Arjun Tiwari", "headline": "Marketing Manager | Helping teams scale", "summary": "Professional with 2.9+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Jaipur, Rajasthan", "country": "India", "years_of_experience": 2.9, "current_title": "Marketing Manager", "current_company": "Infosys", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "Infosys", "title": "Marketing Manager", "start_date": "2023-08-11", "end_date": null, "duration_months": 34, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Enterprise sales of cloud software solutions into the mid-market segment. Carried a $1.8M ARR quota and consistently delivered against it across the last three years. Owned the full sales cycle: prospecting, discovery, technical evaluation (with SE support), commercial negotiation, and close. Strong on consultative selling for technical buyers; comfortable engaging with both engineering and finance stakeholders."}], "education": [{"institution": "Anna University", "degree": "M.Tech", "field_of_study": "Computer Science", "start_year": 2019, "end_year": 2022, "grade": "6.74 CGPA", "tier": "tier_2"}], "skills": [{"name": "Kafka", "proficiency": "beginner", "endorsements": 11, "duration_months": 13}, {"name": "Vue.js", "proficiency": "beginner", "endorsements": 5, "duration_months": 18}, {"name": "Marketing", "proficiency": "intermediate", "endorsements": 9, "duration_months": 35}, {"name": "JavaScript", "proficiency": "beginner", "endorsements": 14, "duration_months": 16}, {"name": "Redis", "proficiency": "beginner", "endorsements": 5, "duration_months": 11}, {"name": "Sales", "proficiency": "beginner", "endorsements": 9, "duration_months": 13}, {"name": "REST APIs", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 71.0, "signup_date": "2023-09-05", "last_active_date": "2025-10-26", "open_to_work_flag": false, "profile_views_received_30d": 32, "applications_submitted_30d": 8, "recruiter_response_rate": 0.44, "avg_response_time_hours": 173.0, "skill_assessment_scores": {}, "connection_count": 79, "endorsements_received": 48, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 5.3, "max": 8.0}, "preferred_work_mode": "onsite", "willing_to_relocate": false, "github_activity_score": -1, "search_appearance_30d": 123, "saved_by_recruiters_30d": 9, "interview_completion_rate": 0.72, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": false, "linkedin_connected": false}}
{"candidate_id": "CAND_0003249", "profile": {"anonymized_name": "Sai Vora", "headline": "Civil Engineer | 1.4+ yrs experience", "summary": "Professional with 1.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 1.4, "current_title": "Civil Engineer", "current_company": "Initech", "current_company_size": "51-200", "current_industry": "Software"}, "career_history": [{"company": "Initech", "title": "Civil Engineer", "start_date": "2025-02-01", "end_date": null, "duration_months": 16, "is_current": true, "industry": "Software", "company_size": "51-200", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}], "education": [{"institution": "RV College of Engineering", "degree": "M.S.", "field_of_study": "Computer Science", "start_year": 2017, "end_year": 2022, "grade": "6.83 CGPA", "tier": "tier_2"}, {"institution": "Anna University", "degree": "B.Tech", "field_of_study": "Computer Science", "start_year": 2001, "end_year": 2005, "grade": "6.98 CGPA", "tier": "tier_2"}], "skills": [{"name": "Salesforce CRM", "proficiency": "intermediate", "endorsements": 13, "duration_months": 19}, {"name": "Tally", "proficiency": "intermediate", "endorsements": 9, "duration_months": 36}, {"name": "Apache Beam", "proficiency": "intermediate", "endorsements": 3, "duration_months": 32}, {"name": "Tailwind", "proficiency": "intermediate", "endorsements": 5, "duration_months": 26}, {"name": "Redux", "proficiency": "intermediate", "endorsements": 12, "duration_months": 18}, {"name": "PowerPoint", "proficiency": "intermediate", "endorsements": 12, "duration_months": 19}, {"name": "Hadoop", "proficiency": "beginner", "endorsements": 7, "duration_months": 18}], "certifications": [], "languages": [{"language": "English", "proficiency": "professional"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 76.3, "signup_date": "2025-10-21", "last_active_date": "2026-01-15", "open_to_work_flag": false, "profile_views_received_30d": 61, "applications_submitted_30d": 8, "recruiter_response_rate": 0.44, "avg_response_time_hours": 150.2, "skill_assessment_scores": {}, "connection_count": 143, "endorsements_received": 14, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 16.3, "max": 19.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 17.0, "search_appearance_30d": 152, "saved_by_recruiters_30d": 6, "interview_completion_rate": 0.85, "offer_acceptance_rate": 0.27, "verified_email": true, "verified_phone": false, "linkedin_connected": true}}
{"candidate_id": "CAND_0023510", "profile": {"anonymized_name": "Nisha Menon", "headline": "Civil Engineer | Driving business outcomes", "summary": "Professional with 10.5+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Kolkata, West Bengal", "country": "India", "years_of_experience": 10.5, "current_title": "Civil Engineer", "current_company": "Stark Industries", "current_company_size": "1001-5000", "current_industry": "Manufacturing"}, "career_history": [{"company": "Stark Industries", "title": "Civil Engineer", "start_date": "2022-04-18", "end_date": null, "duration_months": 50, "is_current": true, "industry": "Manufacturing", "company_size": "1001-5000", "description": "Mechanical engineering design role at a hardware-product company. Led the design of two product subsystems through full lifecycle: concept, DFM/DFMA review, prototype, production tooling. Comfortable with CAD (SolidWorks, Creo), FEA (ANSYS), and the typical hardware-development cadence. Worked closely with manufacturing partners on production scale-up."}, {"company": "Globex Inc", "title": "Customer Support", "start_date": "2018-01-09", "end_date": "2022-03-19", "duration_months": 51, "is_current": false, "industry": "Manufacturing", "company_size": "501-1000", "description": "Senior accounting role at a mid-sized company — month-end close, financial reporting, statutory compliance (GAAP / Ind-AS), and tax filings. Owned the GL, fixed-asset register, and the audit-readiness function. Managed a team of 3 staff accountants. Built strong process discipline around the close cycle, reducing close time from 12 days to 7 over the last two years."}, {"company": "Initech", "title": "Operations Manager", "start_date": "2016-01-20", "end_date": "2018-01-09", "duration_months": 24, "is_current": false, "industry": "Software", "company_size": "51-200", "description": "Content writing and SEO strategy for a tech-focused publication. Wrote longform articles on developer tools, cloud platforms, and AI/ML topics — including some that ranked on the first page of search for high-competition keywords. Managed a freelance writer pool and the editorial calendar. Recent work has been on AI-assisted content production, using LLM tools for research, drafting, and editing while maintaining editorial quality."}], "education": [{"institution": "Lovely Professional University", "degree": "M.Sc", "field_of_study": "Data Science", "start_year": 2004, "end_year": 2008, "grade": "7.86 CGPA", "tier": "tier_3"}, {"institution": "IIT Roorkee", "degree": "B.Tech", "field_of_study": "Machine Learning", "start_year": 2015, "end_year": 2020, "grade": "9.14 CGPA", "tier": "tier_1"}], "skills": [{"name": "GCP", "proficiency": "intermediate", "endorsements": 8, "duration_months": 34}, {"name": "Microservices", "proficiency": "beginner", "endorsements": 12, "duration_months": 4}, {"name": "Illustrator", "proficiency": "intermediate", "endorsements": 14, "duration_months": 24}, {"name": "Time Series", "proficiency": "advanced", "endorsements": 15, "duration_months": 19}, {"name": "AWS", "proficiency": "intermediate", "endorsements": 2, "duration_months": 16}, {"name": "dbt", "proficiency": "beginner", "endorsements": 11, "duration_months": 4}, {"name": "Content Writing", "proficiency": "intermediate", "endorsements": 1, "duration_months": 26}, {"name": "Angular", "proficiency": "beginner", "endorsements": 15, "duration_months": 10}, {"name": "Flask", "proficiency": "intermediate", "endorsements": 8, "duration_months": 25}, {"name": "Docker", "proficiency": "intermediate", "endorsements": 4, "duration_months": 19}, {"name": "BigQuery", "proficiency": "beginner", "endorsements": 6, "duration_months": 9}], "certifications": [{"name": "Scrum Master Certified", "issuer": "Scrum Alliance", "year": 2022}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "conversational"}], "redrob_signals": {"profile_completeness_score": 31.9, "signup_date": "2023-01-04", "last_active_date": "2025-11-15", "open_to_work_flag": true, "profile_views_received_30d": 46, "applications_submitted_30d": 4, "recruiter_response_rate": 0.25, "avg_response_time_hours": 172.4, "skill_assessment_scores": {}, "connection_count": 236, "endorsements_received": 48, "notice_period_days": 90, "expected_salary_range_inr_lpa": {"min": 12.9, "max": 18.7}, "preferred_work_mode": "hybrid", "willing_to_relocate": true, "github_activity_score": 18.5, "search_appearance_30d": 142, "saved_by_recruiters_30d": 1, "interview_completion_rate": 0.37, "offer_acceptance_rate": 0.53, "verified_email": false, "verified_phone": true, "linkedin_connected": false}}
{"candidate_id": "CAND_0096543", "profile": {"anonymized_name": "Yash Menon", "headline": "Cloud Engineer | Full-stack development", "summary": "Software engineer with 1.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a self-learner level — taken some online courses, played with the OpenAI and Anthropic APIs, built a small RAG side project — but I haven't done it in a professional capacity yet. Open to roles where I can either deepen my software engineering work or, if the team is open to it, start contributing to ML-adjacent systems.", "location": "Bhubaneswar, Odisha", "country": "India", "years_of_experience": 1.5, "current_title": "Cloud Engineer", "current_company": "TCS", "current_company_size": "10001+", "current_industry": "IT Services"}, "career_history": [{"company": "TCS", "title": "Cloud Engineer", "start_date": "2024-12-03", "end_date": null, "duration_months": 18, "is_current": true, "industry": "IT Services", "company_size": "10001+", "description": "Android mobile development using Java and (more recently) Kotlin at a consumer-app company. Built and maintained multiple production features including the main shopping flow, push notification system, and the offline-first sync layer. Comfortable with the Android framework, Jetpack components, and the typical patterns (MVVM, Hilt, Coroutines). My career has been entirely on mobile so far; interested in expanding into broader backend or platform engineering."}], "education": [{"institution": "Local Engineering College", "degree": "B.Sc", "field_of_study": "Physics", "start_year": 2006, "end_year": 2011, "grade": "8.47 CGPA", "tier": "tier_4"}], "skills": [{"name": "Machine Learning", "proficiency": "advanced", "endorsements": 3, "duration_months": 33}, {"name": "Illustrator", "proficiency": "beginner", "endorsements": 6, "duration_months": 5}, {"name": "Forecasting", "proficiency": "intermediate", "endorsements": 9, "duration_months": 15}, {"name": "FastAPI", "proficiency": "intermediate", "endorsements": 4, "duration_months": 29}, {"name": "OpenSearch", "proficiency": "advanced", "endorsements": 32, "duration_months": 34}, {"name": "Kubeflow", "proficiency": "intermediate", "endorsements": 1, "duration_months": 11}, {"name": "Node.js", "proficiency": "intermediate", "endorsements": 10, "duration_months": 26}, {"name": "Redis", "proficiency": "beginner", "endorsements": 0, "duration_months": 9}, {"name": "TypeScript", "proficiency": "beginner", "endorsements": 10, "duration_months": 11}, {"name": "ETL", "proficiency": "beginner", "endorsements": 14, "duration_months": 17}, {"name": "Six Sigma", "proficiency": "beginner", "endorsements": 10, "duration_months": 2}, {"name": "Figma", "proficiency": "intermediate", "endorsements": 0, "duration_months": 12}, {"name": "Kubernetes", "proficiency": "intermediate", "endorsements": 12, "duration_months": 34}, {"name": "CSS", "proficiency": "intermediate", "endorsements": 0, "duration_months": 26}, {"name": "YOLO", "proficiency": "advanced", "endorsements": 29, "duration_months": 56}], "certifications": [{"name": "AWS Certified Cloud Practitioner", "issuer": "AWS", "year": 2025}, {"name": "Six Sigma Green Belt", "issuer": "ASQ", "year": 2020}], "languages": [{"language": "English", "proficiency": "native"}, {"language": "Hindi", "proficiency": "professional"}], "redrob_signals": {"profile_completeness_score": 40.4, "signup_date": "2025-08-05", "last_active_date": "2025-12-18", "open_to_work_flag": false, "profile_views_received_30d": 7, "applications_submitted_30d": 0, "recruiter_response_rate": 0.79, "avg_response_time_hours": 161.6, "skill_assessment_scores": {"Machine Learning": 68.3, "OpenSearch": 37.4, "YOLO": 34.8}, "connection_count": 166, "endorsements_received": 58, "notice_period_days": 150, "expected_salary_range_inr_lpa": {"min": 6.6, "max": 21.4}, "preferred_work_mode": "hybrid", "willing_to_relocate": false, "github_activity_score": 61.1, "search_appearance_30d": 133, "saved_by_recruiters_30d": 4, "interview_completion_rate": 0.45, "offer_acceptance_rate": -1, "verified_email": false, "verified_phone": true, "linkedin_connected": true}}
{"candidate_id": "CAND_0043541", "profile": {"anonymized_name": "Mira Chopra", "headline": "Business Analyst | 8.3+ yrs experience", "summary": "Professional with 8.3+ years of experience. My professional background is in marketing manager — I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work — I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.", "location": "Delhi, Delhi", "country": "India", "years_of_experience": 8.3, "current_title": "Business Analyst", "current_company": "Hooli", "current_company_size": "1001-5000", "current_industry": "Software"}, "career_history": [{"company": "Hooli", "title": "Business Analyst", "start_date": "2024-08-05", "end_date": null, "duration_months": 22, "is_current": true, "industry": "Software", "company_size": "1001-5000", "description": "Operations management role at a logistics company. Owned daily fulfillment operations across 3 warehouses, managing a team of 80 across receiving, picking, packing, and outbound. Built and tracked the operational KPIs (on-time fulfillment, accuracy, cost per order) and led the continuous improvement initiatives that drove a 22% productivity gain over 18 months."}, {"company": "Pied Piper", "title": "Operations Manager", "start_date": "2022-07-17", "end_date": "2024-08-05", "duration_months": 25, "is_current": false, "industry": "Software", "company_size": "11-50", "description": "Customer support team lead at a SaaS product. Managed a team of 8 support agents handling tier-1 and tier-2 tickets; owned the escalation process to engineering and the customer-feedback loop to product. Built out the support knowledge base and the agent training program. Strong on the people-management side and the process side; lighter on technical depth beyond product expertise."}, {"company": "Wipro", "title": "Marketing Manager", "start_date": "2021-03-24", "end_date": "2022-05-18", "duration_months": 14, "is_current": false, "industry": "IT Services", "company_size": "10001+", "description": "Marketing leadership role at a B2B SaaS company. Owned the demand-generation function — content marketing, paid acquisition, SEO, email nurture. Built and managed a team of 5 across content, performance marketing, and marketing operations. Worked closely with sales on lead-quality definitions and the SDR-handoff process. 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