data/raw/sample_candidates.json

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    "candidate_id": "CAND_0000001",
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      "anonymized_name": "Ira Vora",
      "headline": "Backend Engineer | SQL, Spark, Cloud",
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      "country": "Canada",
      "years_of_experience": 6.9,
      "current_title": "Backend Engineer",
      "current_company": "Mindtree",
      "current_company_size": "10001+",
      "current_industry": "IT Services"
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        "company": "Dunder Mifflin",
        "title": "Analytics Engineer",
        "start_date": "2019-07-03",
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        "industry": "Paper Products",
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        "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 \u2014 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."
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      "anonymized_name": "Saanvi Sethi",
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      "summary": "Professional with 12.5+ years of experience. My professional background is in marketing manager \u2014 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 \u2014 I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.",
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        "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."
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        "company": "Acme Corp",
        "title": "Marketing Manager",
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        "end_date": "2021-08-14",
        "duration_months": 54,
        "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 \u2014 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": "2014-01-23",
        "end_date": "2017-03-08",
        "duration_months": 38,
        "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."
      }
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      {
        "institution": "Local Engineering College",
        "degree": "B.Sc",
        "field_of_study": "Mathematics",
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        "name": "Project Management",
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        "name": "React",
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        "duration_months": 3
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        "name": "Feature Engineering",
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        "name": "GCP",
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      "anonymized_name": "Yash Agarwal",
      "headline": "Customer Support | 1.1+ yrs experience",
      "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 \u2014 I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.",
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      "country": "USA",
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      "current_company": "TCS",
      "current_company_size": "10001+",
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        "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."
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        "degree": "M.E.",
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        "field_of_study": "Information Technology",
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      "anonymized_name": "Anil Bose",
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      "summary": "Professional with 3.8+ years of experience. My professional background is in marketing manager \u2014 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 \u2014 I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.",
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        "end_date": "2025-03-19",
        "duration_months": 20,
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        "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 \u2014 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."
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        "company": "Globex Inc",
        "title": "Business Analyst",
        "start_date": "2022-08-02",
        "end_date": "2023-05-29",
        "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. 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."
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    "education": [
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        "institution": "Local Engineering College",
        "degree": "B.Tech",
        "field_of_study": "Machine Learning",
        "start_year": 2015,
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        "institution": "Lovely Professional University",
        "degree": "Ph.D",
        "field_of_study": "Electronics",
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        "tier": "tier_3"
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        "name": "Node.js",
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        "duration_months": 20
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        "duration_months": 3
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        "name": "Redux",
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        "duration_months": 27
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        "name": "GraphQL",
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        "duration_months": 2
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        "name": "Object Detection",
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        "duration_months": 17
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        "duration_months": 9
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        "name": "JavaScript",
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        "name": "Scrum Master Certified",
        "issuer": "Scrum Alliance",
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    "profile": {
      "anonymized_name": "Aisha Sethi",
      "headline": "Accountant | Helping teams scale",
      "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 \u2014 I've experimented with ChatGPT and a few other tools for productivity and content creation, and I think the space is exciting. Open to roles where I can apply my domain expertise alongside emerging AI capabilities.",
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        "company": "Mindtree",
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