personal_info unknown | experience list | education list | skills unknown | projects list | certifications string | publications list | internships list | workshops list | achievements list | teaching_experience list |
|---|---|---|---|---|---|---|---|---|---|---|
{
"name": "Unknown",
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"location": {
"city": "Pune",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Python Developer with experience in Python, Tensorflow, Numpy, C, C++, MySQL, and various platforms.",
"linkedin": "Unknown",
"github":... | [
{
"company": "Fresher",
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"title": "Python Developer",
"level": "entry",
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"dates": {
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"duration": "6 months"
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"responsib... | [
{
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"accreditation": "Unknown"
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"dates": {
"start": "Unknown",
"expected... | {
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{
"name": "C",
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"frameworks": [
{
"name": "Te... | [
{
"name": "Unknown",
"description": "Unknown",
"technologies": [
"Unknown"
],
"role": "Unknown",
"url": "Unknown",
"impact": "Unknown"
}
] | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
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"city": "Pune",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Experienced Operations Manager with expertise in project execution, engineering, and team coordination. Skilled in managing contractual and... | [
{
"company": "Delta Controls, Dubai FZCO",
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"title": "Operations Manager",
"level": "senior",
"employment_type": "full-time",
"dates": {
"start": "2017-08",
"end": "Present",
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{
"degree": {
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"location": "Pune, Maharashtra, India",
"accreditation": "Unknown"
},
"dates": {
"start": "1996-08",
"expected_graduation": "200... | {
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{
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{
"name": "Quality Management",
"level": "advanced"
},
{
"name": "Budget Monitoring",
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}
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"automation": [
... | [
{
"name": "FGP/WPMP",
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],
"role": "Team Lead",
"impact": "Ensured timely delivery and quality control."
},
{
"name... | null | null | null | null | null | |
{
"name": "Not Provided",
"email": "Not Provided",
"phone": "Not Provided",
"location": {
"city": "Pune",
"country": "India",
"remote_preference": "Not Provided"
},
"summary": "Software Proficiency in various languages and tools. Worked on several projects including FPGA Implementation, Sorting ... | [
{
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"size": "Not Provided"
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"level": "Not Provided",
"employment_type": "Not Provided",
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"... | [
{
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"location": "Pune, Maharashtra, India",
"accreditation": "Not Provided"
},
"dates": {
"start": "Not Provided",... | {
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{
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{
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"level": "Basic"
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{
"name": "PL/SQL",
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{
"name": "JAVA",
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{
... | [
{
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"description": "AES is Advanced Encryption Standard which is used in cryptography by which we can protect our data. It encrypted by a Secret Key.",
"technologies": [
"Not Provided"
],
"role": "Programmer",
"url": "Not Provided",
"impact": "Not Provi... | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
"location": {
"city": "Pune",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Experienced Operations Manager with expertise in project execution, engineering, and team coordination. Skilled in managing contractual and... | [
{
"company": "Delta Controls, Dubai FZCO",
"company_info": {
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"size": "Unknown"
},
"title": "Operations Manager",
"level": "senior",
"employment_type": "full-time",
"dates": {
"start": "2017-08",
"end": "Present",
"duratio... | [
{
"degree": {
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"name": "Pune University",
"location": "Pune, Maharashtra, India",
"accreditation": "Unknown"
},
"dates": {
"start": "1996-08",
"expected_graduation": "200... | {
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{
"name": "Project Execution",
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{
"name": "Quality Management",
"level": "advanced"
},
{
"name": "Budget Monitoring",
"level": "advanced"
}
],
"automation": [
... | [
{
"name": "FGP/WPMP",
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"EPKS DCS",
"C-300 Application Development"
],
"role": "Team Lead",
"impact": "Ensured timely delivery and quality control."
},
{
"name... | null | null | null | null | null | |
{
"name": "",
"email": "",
"phone": "",
"location": {
"city": "Pune",
"country": "India",
"remote_preference": ""
},
"summary": "",
"linkedin": "",
"github": ""
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{
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"dates": {
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"duration": "15 months"
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... | [
{
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"location": "Pune, Maharashtra, India",
"accreditation": ""
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"dates": {
"start": "",
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{
"name": "Django",
"level": "beginner"
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],
"databases": [
{
"name": "MySQL",
"level": "beginner"
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... | [] | {"name": "ESD Program", "issuer": "Zensar Technologies", "date": "2017", "description": "Successfully completed ESD program conducted by Zensar Technologies, Pune."}, {"name": "Employability Training", "issuer": "Barclays, Global Talent Track, and NASSCOM Foundation", "date": "2015", "description": "Successfully comple... | null | null | [
{
"name": "Medical IoT",
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"description": "Successfully completed 4-day workshop on ‘Medical IoT’ at VIP, Pune."
},
{
"name": "Introduction to Arduino",
"issuer": "SCOE",
"date": "2016",
"description": "Successfully completed ... | [
"Treasurer in IEEE student branch at JSCOE, Pune for 2017-18.",
"Worked as team leader in college’s various technical and cultural events from 2016 - 2017.",
"Project idea got selected for final prototyping round in KPIT-Sparkle 2018, Pune.",
"Participated in Avishkar 2017 conducted by Savitribai Phule Pune U... | null |
{
"name": "",
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"location": {
"city": "Pune",
"country": "Maharashtra",
"remote_preference": ""
},
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{
"company": "Cybage Software Pvt. Ltd",
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"employment_type": "",
"dates": {
"start": "",
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"duration": ""
},
"responsibilities": [
"Work in organi... | [
{
"degree": {
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"accreditation": ""
},
"dates": {
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"expected_graduation": "2016-06"
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{
"name": "Python",
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}
],
"frameworks": [],
"databases": [],
"cloud": []
},
"languages": []
} | [] | null | null | null | null | null | |
{
"name": "",
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"remote_preference": ""
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{
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"employment_type": "",
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... | [
{
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"location": "Nagpur, India",
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... | {
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{
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{
"name": "J2EE",
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}
],
"frameworks": [
{
"name": "Spring",
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... | [
{
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"description": "Stock management System is Specially Developing for the Medicinal Market. This software is developing to keep the track of medicines, ailments, surgical Equipments, & also to keep the track of Wholesalers, Retailers, Employees, & Customers of the Company.... | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
"location": {
"city": "Amravati",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Experienced Java Developer with expertise in JSP, Servlets, Spring, Hibernate, and front-end technologies like HTML, CSS, JavaScript, a... | [
{
"company": "Kunal IT Services Pvt Ltd",
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"title": "Java Developer",
"level": "mid",
"employment_type": "full-time",
"dates": {
"start": "2015-07-01",
"end": "2017-06-30",
"duration": "2 years... | [
{
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"name": "VidyaBharati College",
"location": "Amravati, Maharashtra, India",
"accreditation": "Unknown"
},
"dates": {
"start": "2005-06",
"expected_grad... | {
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{
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{
"name": "Spring",
"level": "beginner"
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{
"name": "Hibernate",
"level": "beginner"
}
],
"databases": [
... | [] | null | null | null | null | null | |
{
"name": "",
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"city": "Gondia",
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"remote_preference": ""
},
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"linkedin": "",
"github": ""
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{
"company": "Xoriant Solutions Pvt Ltd",
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"duration": ""
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"responsibilities": [... | [
{
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"dates": {
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... | {
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{
"name": "PL/SQL",
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{
"name": "C",
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{
"name": "C++... | [] | null | null | null | null | null | |
{
"name": "",
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"dates": {
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... | {
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{
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],
"frameworks": [],
"databases": [],
"cloud": []
},
"languages": []
} | [] | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
"location": {
"city": "Hyderabad",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Devops Engineer with experience in various DevOps methodologies and tools.",
"linkedin": "Unknown",
"github": "Unknown"
} | [
{
"company": "Nendrasys Technologies Pvt Ltd",
"company_info": {
"industry": "Unknown",
"size": "Unknown"
},
"title": "Devops Engineer",
"level": "Unknown",
"employment_type": "Unknown",
"dates": {
"start": "Unknown",
"end": "Unknown",
"duration": "Unknown"
... | [
{
"degree": {
"level": "Masters",
"field": "science information technology",
"major": "Unknown"
},
"institution": {
"name": "JNTU",
"location": "Hyderabad, Telangana",
"accreditation": "Unknown"
},
"dates": {
"start": "2015-06",
"expected_graduatio... | {
"technical": {
"programming_languages": [
{
"name": "C",
"level": "Unknown"
},
{
"name": "Core Java",
"level": "Unknown"
}
],
"frameworks": [
{
"name": "Unknown",
"level": "Unknown"
}
],
"databases": [
{
... | [
{
"name": "Unknown",
"description": "Unknown",
"technologies": [
"Unknown"
],
"role": "Unknown",
"url": "Unknown",
"impact": "Unknown"
}
] | null | null | null | null | null | |
{
"name": "",
"email": "",
"phone": "",
"location": {
"city": "Mumbai",
"country": "India",
"remote_preference": ""
},
"summary": "",
"linkedin": "",
"github": ""
} | [
{
"company": "Tech Mahindra",
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"level": "",
"employment_type": "full-time",
"dates": {
"start": "",
"end": "",
"duration": "21 months"
},
"responsibilities": [
"Played th... | [
{
"degree": {
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"location": "Goregaon, Maharashtra, India",
"accreditation": ""
},
"dates": {
"start": "",
"expected_gr... | {
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{
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"level": "intermediate"
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{
"name": "Swift",
"level": ""
},
{
"name": "HTML",
"level": ""
},
... | [] | null | null | null | null | null | |
{
"name": "Fahed",
"summary": "IABAC Certified Data Scientist with versatile experience over 1+ years in managing business, data science consulting and leading innovation projects, bringing business ideas to working real world solutions. Being a strong advocator of augmented era, where human capabilities are enhanc... | [
{
"company": "Datamites",
"title": "Data Science Consultant",
"responsibilities": [
"Analyzed and processed complex data sets using advanced querying, visualization and analytics tools.",
"Responsible for loading, extracting and validation of client data.",
"Worked on manipulating, cle... | [
{
"degree": {
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},
"institution": {
"name": "Indo Global College of Engineering",
"location": "Mohali, Punjab"
},
"dates": {
"start": "2017-01"
}
}
] | {
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{
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{
"name": "R Studio",
"level": "intermediate"
}
],
"frameworks": [
{
"name": "Machine Learning",
"level": "advanced"
},
{
"... | [] | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
"location": {
"city": "Mumbai",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Python Developer/analyst",
"linkedin": "Unknown",
"github": "Unknown"
} | [
{
"company": "Ace The Power of 5",
"company_info": {
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"size": "Unknown"
},
"title": "Python Developer/analyst",
"level": "Unknown",
"employment_type": "Unknown",
"dates": {
"start": "Unknown",
"end": "Unknown",
"duration": "12 months"
... | [
{
"degree": {
"level": "B.E.",
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"major": "Unknown"
},
"institution": {
"name": "University of Mumbai",
"location": "Mumbai, India",
"accreditation": "Unknown"
},
"dates": {
"start": "Unknown",
"expected_graduation": "2014-01"... | {
"technical": {
"programming_languages": [
{
"name": "Python",
"level": "Unknown"
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{
"name": "C",
"level": "Unknown"
},
{
"name": "C++",
"level": "Unknown"
},
{
"name": "Java",
"level": "Unknown"
},
... | [
{
"name": "Fruit Sorting and Disease Detection",
"description": "Unknown",
"technologies": [
"Unknown"
],
"role": "Unknown",
"url": "Unknown",
"impact": "Unknown"
}
] | null | null | null | null | null | |
{
"name": "Unknown",
"email": "Unknown",
"phone": "Unknown",
"location": {
"city": "Pune",
"country": "India",
"remote_preference": "Unknown"
},
"summary": "Java Developer with experience in Hibernate, JSP, and Servlets. Passionate about software development and programming.",
"linkedin": "Unk... | [
{
"company": "Maxgen Technologies Pvt. Ltd.",
"company_info": {
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"size": "Unknown"
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"title": "Java Developer",
"level": "entry-level",
"employment_type": "full-time",
"dates": {
"start": "Unknown",
"end": "Unknown",
"duration": "U... | [
{
"degree": {
"level": "ME",
"field": "Computer Science",
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"name": "Savitribai Phule Pune University",
"location": "Pune, Maharashtra, India",
"accreditation": "Unknown"
},
"dates": {
"start": "2015-06",
"exp... | {
"technical": {
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{
"name": "Java",
"level": "intermediate"
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{
"name": "C",
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{
"name": "C++",
"level": "beginner"
}
],
"frameworks": [
{
"name": "Hibernate",
... | [
{
"name": "Banking Software",
"description": "Used GSM technology for transaction messages for security purposes.",
"technologies": [
"Visual Basic 6.0",
"Oracle 9i"
],
"role": "Developer",
"url": "Unknown",
"impact": "Enhanced security in banking transactions."
},
{
... | null | null | null | null | null | |
{
"name": "Fahed",
"summary": "IABAC Certified Data Scientist with versatile experience over 1+ years in managing business, data science consulting and leading innovation projects, bringing business ideas to working real world solutions. Being a strong advocator of augmented era, where human capabilities are enhanc... | [
{
"company": "Datamites",
"title": "Data Science Consultant",
"responsibilities": [
"Analyzed and processed complex data sets using advanced querying, visualization and analytics tools.",
"Responsible for loading, extracting and validation of client data.",
"Worked on manipulating, cle... | [
{
"degree": {
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},
"institution": {
"name": "Indo Global College of Engineering",
"location": "Mohali, Punjab"
},
"dates": {
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}
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{
"name": "Python",
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{
"name": "R Studio",
"level": "intermediate"
}
],
"frameworks": [
{
"name": "Machine Learning",
"level": "advanced"
},
{
"... | [] | null | null | null | null | null | |
{
"name": "Artem Sliusarenko",
"email": "artem.sliusarenko@city.ac.uk",
"phone": "+44 7123456789",
"location": {
"city": "London",
"country": "United Kingdom",
"remote_preference": "hybrid"
},
"summary": "Final year Computer Science student at City, University of London with strong focus on mach... | [
{
"company": "AT&T",
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"size": "80+ employees"
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"title": "Project Manager",
"level": "manager",
"employment_type": "full-time",
"dates": {
"start": "2013-01-01",
"end": "2024-03-20",
"duration": "11 years 2... | [
{
"degree": {
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"name": "Mumbai University",
"location": "Mumbai, Maharashtra",
"accreditation": "UGC"
},
"dates": {
"start": "2001-01",
"expected_graduation": "2004-01... | {
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{
"name": "Visual Basic 6.0",
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{
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{
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{
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{
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{
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"country": "Unknown",
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... | [] | null | null | null | null | null | |
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{
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{
"name": "Trimurti Developer (Real E... | null | null | null | null | null | |
{
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}
] | null | null | null | null | null |
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
- Curated by: datasetmaster
- Language(s): English
- License: MIT
Dataset Sources
- Real Resumes: Collected and normalized from various CV submissions.
- Synthetic Resumes: Generated using custom Python scripts leveraging Faker, with role-specific constraints.
- Repository: [Link to your GitHub repository or HuggingFace dataset page]
- Additional Resources: [Optional links to any papers or blogs describing the project]
Uses
Direct Use
- Training NLP Models: The dataset can be used to train and evaluate models for resume parsing and candidate-job matching.
- Data Augmentation: The synthetic resumes provide additional samples to augment limited real-world data.
- Exploratory Data Analysis (EDA): Researchers can analyze patterns in skills, education, and work experience among technical professionals.
Out-of-Scope Use
- Non-Technical Recruitment: This dataset is focused on technical roles and may not generalize well to non-technical industries.
- Personalized Hiring Decisions: The dataset is intended for model training and research purposes. It should not be used as the sole basis for hiring decisions without further validation.
Dataset Structure
Each resume in the dataset is stored in a nested JSON format with the following key sections:
- Personal Information: Contains name, contact details, location, summary, and social profiles.
- Experience: A list of work experiences, each with company information, job title, employment dates, responsibilities, and technical environment details.
- Education: A list of education entries including degree, institution, and relevant achievements.
- Skills: Detailed technical skills categorized by programming languages, frameworks, databases, cloud platforms, and additional languages.
- Projects: A list of projects showcasing practical applications of skills, including project description, technologies used, role, and impact.
Dataset Creation
Curation Rationale
The goal of creating this dataset was to build a comprehensive resource that combines both real and synthetic resume data. By merging these sources, the dataset provides a rich, diverse set of examples that are crucial for training robust NLP models for resume parsing and candidate-job matching.
Source Data
Data Collection and Processing
- Real Resumes:
- Collected from CV submissions and pre-processed into a normalized JSON schema.
- Synthetic Resumes:
- Generated using custom scripts with the Faker library, ensuring realistic and role-appropriate content.
- Synthetic resumes were enriched with additional work experience, education, skills, and project details using predefined templates and random sampling.
Who are the Source Data Producers?
- Real Resumes:
- Sourced from anonymized CV submissions provided during the project.
- Synthetic Resumes:
- Generated programmatically to mimic real resume structures and content. They have been tailored to represent various technical roles based on industry-standard job keywords.
Annotations
This dataset does not include external annotations; all fields are either directly extracted from real resumes or generated synthetically.
Personal and Sensitive Information
The real resumes have been anonymized to remove personally identifiable information (PII). Synthetic resumes, generated by Faker, do not contain real personal data. However, some fields (e.g., name, email) are realistic placeholders.
Bias, Risks, and Limitations
- Bias:
- The dataset focuses primarily on technical roles, which might not generalize to non-technical or creative industries.
- Synthetic data may not capture all the nuances of real-world resumes.
- Risks:
- Over-reliance on synthetic data might skew model training if not balanced with real data.
- Incomplete fields in real resumes could introduce noise.
- Limitations:
- Some fields (e.g., certifications, publications) are sparsely populated.
- Variations in resume formats can result in inconsistent data quality.
Recommendations
- Balanced Training:
- Combine real and synthetic data carefully to maintain diversity and realism.
- Data Cleaning:
- Preprocess and impute missing values where necessary.
- Model Validation:
- Validate models on an external dataset to mitigate overfitting to synthetic patterns.
Citation [optional]
If you reference this dataset in academic work, please cite it as follows:
BibTeX:
@misc{your_dataset2023,
author={datasetmaster},
year={2023},
howpublished={\url{https://huggingface.co/datasets/datasetmaster/resumes}},
}
APA:
[Dataset]. HuggingFace. https://huggingface.co/datasets/datasetmaster/resumes
Glossary [optional]
- Resume Parser: A system that extracts structured information from unstructured resume documents.
- Synthetic Data: Artificially generated data that simulates real-world data.
- NLP: Natural Language Processing, a field of AI focused on the interaction between computers and human language.
More Information
For further details on the dataset creation process and intended uses, please refer to our project documentation
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