Sample: Multi-source Employee API

all personal/company information mentioned within this context is entirely fictional and is solely intended for illustrative purposes multi source employee data sample { "id" 187293831, "parent id" 187293831, "created at" "2024 07 27t01 56 27 000", "updated at" "2024 10 23t05 50 09 000", "checked at" "2025 10 23t05 50 09 000", "changed at" "2025 10 23t05 50 09 000", "experience change last identified at" "2024 10 25t06 30 10 000", "is deleted" 0, "is parent" 1, "professional network url" "https //www professional network com/in/john doe 18729383", "professional network shorthand names" \[ "real john doe", "john doe profile" ], "historical ids" \[ 187293831, 115898431 ], "full name" "john joe doe", "first name" "john", "first name initial" "j", "middle name" "joe", "middle name initial" "j", "last name" "doe", "last name initial" "d", "headline" "data analyst | machine learning enthusiast", "summary" "passionate about uncovering insights from data and applying machine learning techniques to solve global problems ", "picture url" "https //static lnk com/aero v1/sc/h/9c8pery4andzj6ohjkjp54ma2", "location country" "united states", "location country iso2" "us", "location country iso3" "usa", "location full" "san diego, california, united states", "location regions" \[ "americas", "northern america", "amer" ], "interests" \[ "hiking", "snowboarding", "cycling" ], "inferred skills" \[ "cloud computing", "data analysis", "deep learning", "software development", "system architecture", "troubleshooting", "web development" ], "connections count" 1543, "followers count" 6534, "services" "data analysis, machine learning consulting, business intelligence", "primary professional email" "johndoe\@company1 com", "primary professional email status" "matched pattern", "professional emails collection" \[ { "professional email" "johndoe\@company1 com", "professional email status" "matched pattern", "order of priority" 1 }, { "professional email" "john doe1\@company1 com", "professional email status" "matched pattern", "order of priority" 2 }, { "professional email" "johndoe123\@company1 com", "professional email status" "matched pattern", "order of priority" 3 } ], "is working" 1, "active experience company id" 4127532, "active experience title" "senior data analyst", "active experience description" "leading data driven projects, building predictive models, and optimizing business intelligence strategies ", "active experience department" "engineering and technical", "active experience management level" "senior", "is decision maker" 0, "total experience duration months" 63, "total experience duration months breakdown department" \[ { "department" "engineering and technical", "total experience duration months" 56 }, { "department" "research and development", "total experience duration months" 7 } ], "total experience duration months breakdown management level" \[ { "management level" "intern", "total experience duration months" 7 }, { "management level" "senior", "total experience duration months" 17 }, { "management level" "specialist", "total experience duration months" 39 } ], "experience" \[ { "active experience" 1, "position title" "senior data scientist", "department" "engineering and technical", "management level" "senior", "location" "data city, california, united states", "date from" "october 2024", "date from year" 2024, "date from month" 10, "date to" "present", "date to year" null, "date to month" null, "duration months" null, "company id" 3124502, "company name" "company2, llc", "company type" "public company", "company founded year" 2010, "company followers count" 1668860, "company website" "https //www company2global com", "company facebook url" "https //www facebook com/company2global", "company twitter url" "https //www twitter com/company2global", "company linkedin url" "https //www linkedin com/company/company2global", "company size range" "10,001+ employees", "company employees count" 45468, "company industry" "data science", "company hq full address" "123 science lane, data city, california, united states", "company hq country" "united states", "company last updated at" "2025 02 02", "company is b2b" 1, "order in profile" 1 }, { "active experience" 0, "position title" "data science intern", "department" "research and development", "management level" "intern", "location" "data city, california, united states", "date from" "may 2020", "date from year" 2020, "date from month" 5, "date to" "december 2020", "date to year" 2020, "date to month" 12, "duration months" 7, "company id" 8825305, "company name" "company1, llc", "company type" "public company", "company founded year" 2005, "company followers count" 417855, "company website" "https //www company1global com", "company facebook url" "https //www facebook com/company1global", "company twitter url" "https //www twitter com/company1global", "company linkedin url" "https //www linkedin com/company/company1global", "company size range" "10,001+ employees", "company employees count" 24671, "company industry" "data analytics", "company hq full address" "123 data drive, data city, california, united states", "company hq country" "united states", "company last updated at" "2025 01 21", "company is b2b" 1, "order in profile" 4 }, { "active experience" 0, "position title" "data analyst", "department" "engineering and technical", "management level" "specialist", "location" "data city, california, united states", "date from" "july 2021", "date from year" 2021, "date from month" 7, "date to" "october 2024", "date to year" 2024, "date to month" 10, "duration months" 39, "company id" 3124502, "company name" "company2, llc", "company type" "public company", "company founded year" 2010, "company followers count" 1668860, "company website" "https //www company2global com", "company facebook url" "https //www facebook com/company2global", "company twitter url" "https //www twitter com/company2global", "company linkedin url" "https //www linkedin com/company/company2global", "company size range" "10,001+ employees", "company employees count" 45468, "company industry" "data analytics", "company hq full address" "123 tech street, data city, california, united states", "company hq country" "united states", "company last updated at" "2025 02 02", "company is b2b" 1, "order in profile" 2 }, { "active experience" 0, "position title" "senior data analyst", "department" "engineering and technical", "management level" "senior", "location" "analytics city, california, united states", "date from" "january 2024", "date from year" 2024, "date from month" 1, "date to" "october 2024", "date to year" 2024, "date to month" 10, "duration months" 12, "company id" 3124502, "company name" "company123", "company type" "public company", "company founded year" 1999, "company followers count" 1222220, "company website" "https //www company123 com", "company facebook url" \[ "https //www facebook com/company123", "https //www facebook com/company123global" ], "company twitter url" "https //www twitter com/company2", "company linkedin url" "https //www linkedin com/company/company2", "company size range" "201 500 employees", "company employees count" 268, "company industry" "telecommunications", "company hq full address" "12345 science lane, analytics city, ca 94016, usa", "company hq country" "united states", "company hq regions" \[ "americas", "northern america", "amer" ], "company hq country iso2" "us", "company hq country iso3" "usa", "company hq city" "analytics city", "company hq state" "california", "company hq street" "company2", "company hq zipcode" "22222", "company categories and keywords" \[ "technology", "networking", "wi fi", "electronics" ], "company annual revenue source 1" 48962000000, "company annual revenue currency source 1" "$", "company annual revenue source 5" 48962000000, "company annual revenue currency source 5" "$", "company employees count change yearly percentage" 4 953161592505855, "company last funding round date" "2024 01 09", "company last funding round amount raised" 13500000, "company last updated at" "2025 02 02", "company stock ticker" \[ { "exchange" "nasdaq", "ticker" "com2" }, { "exchange" null, "ticker" "com2" } ], "company is b2b" 1, "order in profile" 3 } ], "projected base salary p25" 128992 32, "projected base salary median" 132714 27, "projected base salary p75" 136543 61, "projected base salary period" "annual", "projected base salary currency" "usd", "projected base salary updated at" "2024 06 06", "projected additional salary" \[ { "projected additional salary type" "cash bonus", "projected additional salary p25" 8242 77, "projected additional salary median" 10990 35, "projected additional salary p75" 15386 49 }, { "projected additional salary type" "stock bonus", "projected additional salary p25" 9549 36, "projected additional salary median" 12732 47, "projected additional salary p75" 17825 46 } ], "projected additional salary period" "annual", "projected additional salary currency" "usd", "projected additional salary updated at" "2024 06 06", "projected total salary p25" 146784 43, "projected total salary median" 156437 09, "projected total salary p75" 169755 56, "projected total salary period" "annual", "projected total salary currency" "usd", "projected total salary updated at" "2024 06 06", "last graduation date" 2022, "education degrees" \[ "masters of data science, 3 85 gpa", "masters of business analytics, 92%", "bachelor of science, computer science engineering, 9 12 (rank 4/80)" ], "education" \[ { "degree" "bachelor of science, computer science engineering, 9 12 (rank 4/80)", "description" "focused on core sciences with a strong foundation in physics and chemistry ", "institution url" "https //www topuniversity edu", "institution name" "top university", "institution full address" "top university, 123 main st, cityville, state 12345, usa", "institution country iso2" "us", "institution country iso3" "usa", "institution regions" \[ "north america", "east coast" ], "institution city" "cityville", "institution state" "state", "institution street" "123 main st", "institution zipcode" "12345", "date from year" 2014, "date to year" 2016, "activities and societies" "science fair, debate team", "order in profile" 3 }, { "degree" "masters of data science, 3 85 gpa", "description" "specialized in machine learning, big data analytics, and statistical modeling ", "institution url" "https //www techuniversity edu", "institution name" "tech university", "institution full address" "tech university, 456 innovation blvd, tech city, state 67890, usa", "institution country iso2" "us", "institution country iso3" "usa", "institution regions" \[ "north america", "west coast" ], "institution city" "tech city", "institution state" "state", "institution street" "456 innovation blvd", "institution zipcode" "67890", "date from year" 2020, "date to year" 2022, "activities and societies" "ai research club, data science society", "order in profile" 2 }, { "degree" "masters of business analytics, 92%", "description" "focused on business intelligence, data driven decision making, and predictive analytics ", "institution url" "https //www businesschool edu", "institution name" "business school", "institution full address" "business school, 789 finance rd, analytics town, state 56789, usa", "institution country iso2" "us", "institution country iso3" "usa", "institution regions" \[ "north america", "midwest" ], "institution city" "analytics town", "institution state" "state", "institution street" "789 finance rd", "institution zipcode" "56789", "date from year" 2018, "date to year" 2020, "activities and societies" "data visualization club, finance & analytics forum", "order in profile" 1 } ], "awards" \[ { "title" "outstanding achievement award", "issuer" "top university", "description" "recognized for exceptional contributions to student initiatives and leadership in organizing university wide events ", "date" "march 15, 2022", "date year" 2022, "date month" 3, "order in profile" 1 }, { "title" "data science excellence award", "issuer" "tech university", "description" "awarded for outstanding performance in machine learning research and data analysis projects ", "date" "june 10, 2023", "date year" 2023, "date month" 6, "order in profile" 2 }, { "title" "best research paper award", "issuer" "international conference on ai & analytics", "description" "recognized for publishing a high impact research paper on predictive modeling and ai applications ", "date" "november 5, 2022", "date year" 2022, "date month" 11, "order in profile" 3 }, { "title" "leadership in analytics award", "issuer" "business school", "description" "honored for leading multiple data driven business case competitions and mentoring junior students ", "date" "april 20, 2021", "date year" 2021, "date month" 4, "order in profile" 4 }, { "title" "innovator of the year", "issuer" "national data science association", "description" "recognized for developing an innovative ai based recommendation system that improved business efficiency ", "date" "september 12, 2020", "date year" 2020, "date month" 9, "order in profile" 5 }, { "title" "hackathon winner ai & ml challenge", "issuer" "global tech hackathon", "description" "won first place in a competitive ai & ml hackathon by building a real time fraud detection system ", "date" "december 3, 2019", "date year" 2019, "date month" 12, "order in profile" 6 } ], "courses" \[ { "organizer" "ai certification", "title" "machine learning fundamentals", "order in profile" 1 }, { "organizer" "cs academ", "title" "advanced algorithms and data structures", "order in profile" 2 }, { "organizer" "data science institute", "title" "deep learning for computer vision", "order in profile" 3 }, { "organizer" "business analytics academy", "title" "big data analytics and visualization", "order in profile" 4 }, { "organizer" "cybersecurity certification", "title" "applied cryptography and network security", "order in profile" 5 }, { "organizer" "cloud computing academy", "title" "aws and cloud infrastructure management", "order in profile" 6 }, { "organizer" "statistical learning hub", "title" "bayesian inference and probabilistic models", "order in profile" 7 }, { "organizer" "ai ethics institute", "title" "ethical ai and responsible machine learning", "order in profile" 8 } ], "certifications" \[ { "title" "advanced data analysis", "issuer" "certification company 123", "issuer url" "https //www certificationcompany123 com", "credential id" "efgh98765432", "certificate url" "https //www certificationcompany123 com/certificates/f44f9027fba14efb953da9db849e5ed2", "date from" "nov 2023", "date from year" 2023, "date from month" 11, "date to" "nov 2024", "date to year" 2024, "date to month" 11, "order in profile" 1 }, { "title" "machine learning specialist", "issuer" "ai certification institute", "issuer url" "https //www aicertificationinstitute123 com", "credential id" "mlcert2024001", "certificate url" "https //www aicertificationinstitute com/certificates/mlcert2024001", "date from" "jan 2024", "date from year" 2024, "date from month" 1, "date to" "jan 2026", "date to year" 2026, "date to month" 1, "order in profile" 2 }, { "title" "certified data engineer", "issuer" "big data academy", "issuer url" "https //www bigdataacademy com", "credential id" "cde2023999", "certificate url" "https //www bigdataacademy123 com/certificates/cde2023999", "date from" "sep 2023", "date from year" 2023, "date from month" 9, "date to" "sep 2025", "date to year" 2025, "date to month" 9, "order in profile" 3 }, { "title" "cloud computing expert", "issuer" "cloudtech institute", "issuer url" "https //www cloudtechinstitute com", "credential id" "cce2023123", "certificate url" "https //www cloudtechinstitute123 com/certificates/cce2023123", "date from" "jun 2023", "date from year" 2023, "date from month" 6, "date to" "jun 2026", "date to year" 2026, "date to month" 6, "order in profile" 4 }, { "title" "ai ethics and governance", "issuer" "ethical ai foundation", "issuer url" "https //www ethicalaifoundation org", "credential id" "aieg2024015", "certificate url" "https //www ethicalaifoundation123 org/certificates/aieg2024015", "date from" "feb 2024", "date from year" 2024, "date from month" 2, "date to" "feb 2025", "date to year" 2025, "date to month" 2, "order in profile" 5 } ], "languages" \[ { "language" "english", "proficiency" "full professional proficiency", "order in profile" 1 }, { "language" "spanish", "proficiency" "native or bilingual proficiency", "order in profile" 2 }, { "language" "french", "proficiency" "native or bilingual proficiency", "order in profile" 3 } ], "patents count" 1, "patents topics" "data analysis", "patents" \[ { "title" "advanced data analysis using neural networks", "status" "granted", "description" "a novel approach to data analysis leveraging deep learning techniques to improve accuracy in predictive modeling and data interpretation ", "patent url" "https //example123 com/patent/data analysis neural networks", "date" "september 10, 2023", "date year" 2023, "date month" 9, "patent number" "us112233445a1", "order in profile" 1 } ], "publications count" 1, "publications topics" \[ "machine learning in healthcare applications" ], "publications" \[ { "title" "machine learning based heart disease prediction", "description" "this research focuses on utilizing machine learning techniques to predict heart diseases by analyzing ekg signals, a part of my project from june'21 to december'21 ", "publication url" "https //www researchpaper123 net/publication/343632915 machine learning", "publisher names" \[ "john doe", "jane doe" ], "date" "december 15, 2021", "date year" 2021, "date month" 12, "order in profile" 1 } ], "projects count" 1, "projects topics" \[ "predictive analytics in complex systems", "real time facial expression analysis for emotional intelligence systems", "design and simulation of adaptive actuators for smart materials", "audio signal separation for enhanced speech recognition", "non invasive glucose monitoring using spectroscopic data analysis" ], "projects" \[ { "name" "predictive analytics for fault detection in complex mechanical systems", "description" "as part of a research initiative, a predictive system was developed to identify anomalies in mechanical systems the project utilized historical failure data and machine learning models ", "project url" "https //www projecturl123 net/project/123456 analytics", "date from" "oct 2018", "date from year" 2018, "date from month" 10, "date to" "may 2019", "date to year" 2019, "date to month" 5, "order in profile" 1 } ], "organizations" \[ { "organization name" "tech club", "position" "event coordinator", "description" "led and organized data driven workshops and events, focusing on data analytics and machine learning applications in various industries ", "date from" "feb 2016", "date from year" 2016, "date from month" 2, "date to" "mar 2018", "date to year" 2018, "date to month" 2, "order in profile" 1 } ], { "name" "cde1235 nlp", "summary" "code for cde123 project", "stars" 0, "contributions count" 50 } ], "profile root field changes summary" \[ { "field name" "follower count", "change type" "updated", "last changed at" "2025 02 02t14 36 03 338" }, { "field name" "summary", "change type" "updated", "last changed at" "2025 02 02t14 36 03 338" } ], "profile collection field changes summary" \[ { "field name" "activity", "last changed at" "2025 02 02t14 36 03 338" }, { "field name" "experience", "last changed at" "2025 02 02t14 36 03 338" } ], "experience recently started" \[ { "company id" 1224502, "company name" "company1", "company url" "https //www professional network com/company/company1", "company shorthand name" "company1", "date from" "nov 2024", "date to" null, "title" "senior software engineer", "identification date" "2025 02 05t17 05 16 689" } ], "experience recently closed" \[ { "company id" 3124502, "company name" "company1", "company url" "https //www professional network com/company/company1", "company shorthand name" "company1", "date from" "mar 2024", "date to" "oct 2024", "title" "data engineer", "identification date" "2024 12 05t17 05 16 689" } ], "op created at" "2025 03 03t11 04 02 470", "op updated at" "2025 03 03t11 04 02 470" }