{ "meta": { "generatedAt": "2026-07-14T05:19:17.742Z", "asOf": "2025", "source": { "name": "FutureGrid provider-ready job postings seed", "publisher": "FutureGrid", "url": "https://github.com/huangyingting/FutureGrid" }, "version": "1.0.0" }, "coverage": { "years": [ 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 ], "occupations": 756, "occupationsWithRelatedJobs": 733, "currentSourceDataset": "data/occupation-snapshot.json", "relatedOccupationSourceDataset": "data/onet-enrichment.json", "observedHistoricalPostings": false, "mode": "seed-static", "observedOccupations": 0, "seedFallbackOccupations": 756, "observedProviderInput": null, "primaryKey": "socCode" }, "methodology": { "provenanceDecision": "No credential-free occupation-level historical job-postings source is bundled in-repo. This checked-in seed preserves a stable SOC-keyed 10-year contract until a licensed provider is wired in.", "annualization": "Seed counts are derived from occupation employment history and projected openings already bundled in occupation-snapshot.json. Missing 2024 anchors are interpolated; 2016–2018 anchors are backcast from observed OEWS-era growth.", "relatedJobs": "Related job coverage comes from O*NET related occupations and sample titles so downstream correlation can roll up nearby occupations from the current FutureGrid source set.", "caveat": "Counts are deterministic seed estimates for engineering integration and correlation experiments; they are not observed provider posting counts." }, "providerContract": { "metric": "annualPostingCount", "grain": "year", "primaryKey": "socCode", "alternateKeys": [ "title", "sampleTitles", "relatedOccupations.socCode" ], "requiredYears": [ 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 ], "replaceFields": [ "occupations[].annualPostings", "occupations[].relatedAnnualPostings", "occupations[].sourceStatus", "summary.totalAnnualPostingsByYear" ], "recommendedProviders": [ "Lightcast", "LinkUp", "TheirStack", "Adzuna" ] }, "summary": { "latestYear": 2025, 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"annualPostings": 584086 }, { "socCode": "11-1021", "title": "General and Operations Managers", "annualPostings": 548459 }, { "socCode": "37-2011", "title": "Janitors and Cleaners, Except Maids and Housekeeping Cleaners", "annualPostings": 465079 }, { "socCode": "29-1141", "title": "Registered Nurses", "annualPostings": 445877 }, { "socCode": "43-6014", "title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive", "annualPostings": 387063 } ] }, "occupations": [ { "socCode": "41-2031", "title": "Retail Salespersons", "sector": "Sales and Related", "sampleTitles": [ "Car Salesman", "Customer Assistant", "Retail Salesperson", "Sales Associate", "Sales Clerk", "Sales Consultant", "Sales Person", "Sales Representative", "Salesman" ], "relatedOccupations": [ { "socCode": "41-2021", "title": "Counter and Rental Clerks", "brightOutlook": false }, { "socCode": "41-9091", "title": "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers", "brightOutlook": false }, { "socCode": "53-7065", "title": "Stockers and Order Fillers", "brightOutlook": true }, { "socCode": "41-9011", "title": "Demonstrators and Product Promoters", "brightOutlook": false }, { "socCode": "41-1011", "title": "First-Line Supervisors of Retail Sales Workers", "brightOutlook": true } ], "annualPostings": { "2016": 1040242, "2017": 1068099, "2018": 1105885, "2019": 1131107, "2020": 800441, "2021": 976920, "2022": 1018328, "2023": 965235, "2024": 964222, "2025": 961583 }, "relatedAnnualPostings": { "2016": 387123, "2017": 401496, "2018": 420204, "2019": 434755, "2020": 333418, "2021": 419282, "2022": 442166, "2023": 415472, "2024": 407780, "2025": 399825 }, "latestAnnualPostings": 961583, "latestRelatedAnnualPostings": 399825, "sourceStatus": "seed-derived" }, { "socCode": "41-2011", "title": "Cashiers", "sector": "Sales and Related", "sampleTitles": [ "Cage Cashier", "Cashier", "Center Aisle Cashier", "Central Aisle Cashier", "Checker", "Customer Assistant", "Sales Associate", "Store Attendant", "Store Clerk", "Toll Collector" ], "relatedOccupations": [ { "socCode": "41-2021", "title": "Counter and Rental Clerks", "brightOutlook": false }, { "socCode": "43-3071", "title": "Tellers", "brightOutlook": false }, { "socCode": "43-4051", "title": "Customer Service Representatives", "brightOutlook": true }, { "socCode": "41-2031", "title": "Retail Salespersons", "brightOutlook": true }, { "socCode": "41-1011", "title": "First-Line Supervisors of Retail Sales Workers", "brightOutlook": true } ], "annualPostings": { "2016": 993236, "2017": 1011427, "2018": 1038577, "2019": 1053507, "2020": 815175, "2021": 981334, "2022": 1031073, "2023": 966227, "2024": 908331, "2025": 852220 }, "relatedAnnualPostings": { "2016": 2196050, "2017": 2253841, "2018": 2332645, "2019": 2385018, "2020": 1796039, "2021": 2177384, "2022": 2301864, "2023": 2160704, "2024": 2092940, "2025": 2025465 }, "latestAnnualPostings": 852220, "latestRelatedAnnualPostings": 2025465, "sourceStatus": "seed-derived" }, { "socCode": "43-4051", "title": "Customer Service Representatives", "sector": "Office and Administrative Support", "sampleTitles": [ "Account Representative", "Call Center Representative", "Client Services Representative", "Customer Care Representative (CCR)", "Customer Service Agent", "Customer Service Representative (CSR)", "Customer Service Specialist", "Customer Support Representative (Customer Support Rep)", "Guest Service Agent", "Member Services Representative (Member Services Rep)" ], "relatedOccupations": [ { "socCode": "41-9041", "title": "Telemarketers", "brightOutlook": false }, { "socCode": "43-9041", "title": "Insurance Claims and Policy Processing Clerks", "brightOutlook": false }, { "socCode": "43-4041", "title": "Credit Authorizers, Checkers, and Clerks", "brightOutlook": false }, { "socCode": "43-4141", "title": "New Accounts Clerks", "brightOutlook": false } ], "annualPostings": { "2016": 760321, "2017": 778720, "2018": 804244, "2019": 820520, "2020": 664916, "2021": 790978, "2022": 864459, "2023": 803509, "2024": 744227, "2025": 687097 }, "relatedAnnualPostings": { "2016": 127218, "2017": 121363, "2018": 117014, "2019": 111709, "2020": 84829, "2021": 95194, "2022": 94633, "2023": 83655, "2024": 73750, "2025": 64293 }, "latestAnnualPostings": 687097, "latestRelatedAnnualPostings": 64293, "sourceStatus": "seed-derived" }, { "socCode": "35-3031", "title": "Waiters and Waitresses", "sector": "Food Preparation and Serving Related", "sampleTitles": [ "Banquet Server", "Busser", "Cocktail Server", "Food Runner", "Food Server", "Restaurant Server", "Room Service Server", "Server", "Waiter", "Waitress" ], "relatedOccupations": [ { "socCode": "35-9011", "title": "Dining Room and Cafeteria Attendants and Bartender Helpers", "brightOutlook": true }, { "socCode": "35-3041", "title": "Food Servers, Nonrestaurant", "brightOutlook": false }, { "socCode": "35-3011", "title": "Bartenders", "brightOutlook": true }, { "socCode": "35-3023", "title": "Fast Food and Counter Workers", "brightOutlook": true }, { "socCode": "35-9031", "title": "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop", "brightOutlook": true } ], "annualPostings": { "2016": 744118, "2017": 760883, "2018": 784542, "2019": 799114, "2020": 502997, "2021": 564409, "2022": 702260, "2023": 693402, "2024": 678179, "2025": 662657 }, "relatedAnnualPostings": { "2016": 453627, "2017": 479607, "2018": 511394, "2019": 538742, "2020": 356621, "2021": 415339, "2022": 528652, "2023": 547000, "2024": 548244, "2025": 548459 }, "latestAnnualPostings": 662657, "latestRelatedAnnualPostings": 548459, "sourceStatus": "seed-derived" }, { "socCode": "53-7062", "title": "Laborers and Freight, Stock, and Material Movers, Hand", "sector": "Transportation and Material Moving", "sampleTitles": [ "Laborer", "Loader", "Material Handler", "Merchandise Pick Up Associate", "Merchandise Receiving Associate", "Receiver", "Receiving Associate", "Shipping and 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"sourceStatus": "seed-derived" }, { "socCode": "43-9061", "title": "Office Clerks, General", "sector": "Office and Administrative Support", "sampleTitles": [ "Administrative Clerk (Admin Clerk)", "Clerical Aide", "Clerical Assistant", "Clerk", "General Clerk", "Office Assistant", "Office Clerk", "Office Services Specialist", "Office Support Assistant" ], "relatedOccupations": [ { "socCode": "43-6014", "title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive", "brightOutlook": true }, { "socCode": "43-4071", "title": "File Clerks", "brightOutlook": false }, { "socCode": "43-4171", "title": "Receptionists and Information Clerks", "brightOutlook": true }, { "socCode": "11-3012", "title": "Administrative Services Managers", "brightOutlook": true }, { "socCode": "43-6013", "title": "Medical Secretaries and Administrative Assistants", "brightOutlook": true } ], "annualPostings": { "2016": 711718, "2017": 721178, "2018": 736883, "2019": 743788, "2020": 585739, "2021": 655006, "2022": 676449, "2023": 628124, "2024": 605990, "2025": 584086 }, "relatedAnnualPostings": { "2016": 856495, "2017": 878861, "2018": 910354, "2019": 932626, "2020": 717010, "2021": 876051, "2022": 941307, "2023": 881574, "2024": 853315, "2025": 825209 }, "latestAnnualPostings": 584086, "latestRelatedAnnualPostings": 825209, "sourceStatus": "seed-derived" }, { "socCode": "11-1021", "title": "General and Operations Managers", "sector": "Management", "sampleTitles": [ "Business Manager", "Center Manager", "Department Manager", "District Manager", "General Manager (GM)", "Operations Director", "Operations General Manager (Operations GM)", "Operations Manager", "Plant Superintendent", "Store Manager" ], "relatedOccupations": [ { "socCode": "11-1011", "title": "Chief Executives", "brightOutlook": false }, { "socCode": "11-3012", "title": "Administrative Services Managers", "brightOutlook": true }, { "socCode": "11-3051", "title": "Industrial Production Managers", "brightOutlook": false }, { "socCode": "41-1012", "title": "First-Line Supervisors of Non-Retail Sales Workers", "brightOutlook": false }, { "socCode": "11-3013", "title": "Facilities Managers", "brightOutlook": false } ], "annualPostings": { "2016": 288631, "2017": 321064, "2018": 360133, "2019": 399051, "2020": 325851, "2021": 501067, "2022": 599532, "2023": 583180, "2024": 565808, "2025": 548459 }, "relatedAnnualPostings": { "2016": 104658, "2017": 108849, "2018": 114255, "2019": 118582, "2020": 96513, "2021": 119170, "2022": 127099, "2023": 119925, "2024": 116150, "2025": 112391 }, "latestAnnualPostings": 548459, "latestRelatedAnnualPostings": 112391, "sourceStatus": "seed-derived" }, { "socCode": "37-2011", "title": "Janitors and Cleaners, Except Maids and Housekeeping Cleaners", "sector": "Building and Grounds Cleaning and Maintenance", "sampleTitles": [ "Building Custodian", "Building Services Technician (Building Services Tech)", "Building Services Worker", "Cleaner", "Custodial Worker", "Custodian", "Facilities Worker", "Heavy Duty Custodian", "Janitor", "School Custodian" ], "relatedOccupations": [ { "socCode": "37-2012", "title": "Maids and Housekeeping Cleaners", "brightOutlook": true }, { "socCode": "53-7061", "title": "Cleaners of Vehicles and Equipment", "brightOutlook": false }, { "socCode": "51-6011", "title": "Laundry and Dry-Cleaning Workers", "brightOutlook": true }, { "socCode": "47-4071", "title": "Septic Tank Servicers and Sewer Pipe Cleaners", "brightOutlook": true }, { "socCode": "35-9021", "title": "Dishwashers", "brightOutlook": true } ], "annualPostings": { "2016": 412817, "2017": 433292, "2018": 458591, "2019": 479475, "2020": 371427, "2021": 459586, "2022": 512753, "2023": 485520, "2024": 475421, "2025": 465079 }, "relatedAnnualPostings": { "2016": 445847, "2017": 460899, "2018": 480461, "2019": 494780, "2020": 350001, "2021": 395734, "2022": 450003, "2023": 449869, "2024": 444347, "2025": 438366 }, "latestAnnualPostings": 465079, "latestRelatedAnnualPostings": 438366, "sourceStatus": "seed-derived" }, { "socCode": "29-1141", "title": "Registered Nurses", "sector": "Healthcare Practitioners and Technical", "sampleTitles": [ "Certified Operating Room Nurse (CNOR)", "Charge Nurse", "Emergency Department RN (Emergency Department Registered Nurse)", "Oncology RN (Oncology Registered Nurse)", "Operating Room Registered Nurse (OR RN)", "Psychiatric RN (Psychiatric Registered Nurse)", "Relief Charge Nurse", "School Nurse", "Staff Nurse", "Staff RN (Staff Registered Nurse)" ], "relatedOccupations": [ { "socCode": "29-1171", "title": "Nurse Practitioners", "brightOutlook": true }, { "socCode": "29-2061", "title": "Licensed Practical and Licensed Vocational Nurses", "brightOutlook": false } ], "annualPostings": { "2016": 342916, "2017": 365703, "2018": 393270, "2019": 417781, "2020": 349320, "2021": 431066, "2022": 459701, "2023": 444833, "2024": 445772, "2025": 445877 }, "relatedAnnualPostings": { "2016": 134531, "2017": 141031, "2018": 149269, "2019": 156275, "2020": 128811, "2021": 153310, "2022": 164492, "2023": 157270, "2024": 157636, "2025": 157705 }, "latestAnnualPostings": 445877, "latestRelatedAnnualPostings": 157705, "sourceStatus": "seed-derived" }, { "socCode": "43-6014", "title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive", "sector": "Office and Administrative Support", "sampleTitles": [ "Administrative Assistant (Admin Assistant)", "Administrative Clerk", "Administrative Secretary (Admin Secretary)", "Administrative Specialist (Admin Specialist)", "Administrative Support Assistant (ASA)", "Administrative Technician", "Department Secretary", "Office Assistant", "Secretary", "Staff Assistant" ], "relatedOccupations": [ { "socCode": "43-6011", "title": "Executive Secretaries and Executive Administrative Assistants", "brightOutlook": false }, { "socCode": "43-9061", "title": "Office Clerks, General", "brightOutlook": true }, { "socCode": "11-3012", "title": "Administrative Services Managers", "brightOutlook": true }, { "socCode": "43-6012", "title": "Legal Secretaries and Administrative Assistants", "brightOutlook": false }, { "socCode": "43-6013", "title": "Medical Secretaries and Administrative Assistants", "brightOutlook": true } ], "annualPostings": { "2016": 468702, "2017": 475262, "2018": 485949, "2019": 490844, "2020": 372035, "2021": 443975, "2022": 469777, "2023": 429942, "2024": 408226, "2025": 387063 }, "relatedAnnualPostings": { "2016": 902337, "2017": 924597, "2018": 956340, "2019": 978276, "2020": 774189, "2021": 887956, "2022": 930656, "2023": 879782, "2024": 868952, "2025": 857232 }, "latestAnnualPostings": 387063, "latestRelatedAnnualPostings": 857232, "sourceStatus": "seed-derived" }, { "socCode": "53-3032", "title": "Heavy and Tractor-Trailer Truck Drivers", "sector": "Transportation and Material Moving", "sampleTitles": [ "CDL Driver (Commercial Driver's License Driver)", "Driver", "Line Haul Driver", "Log 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325701, "2022": 359111, "2023": 327186, "2024": 315789, "2025": 304502 }, "latestAnnualPostings": 351633, "latestRelatedAnnualPostings": 304502, "sourceStatus": "seed-derived" }, { "socCode": "35-2014", "title": "Cooks, Restaurant", "sector": "Food Preparation and Serving Related", "sampleTitles": [ "Back Line Cook", "Banquet Cook", "Breakfast Cook", "Cook", "Fry Cook", "Grill Cook", "Line Cook", "Prep Cook (Preparation Cook)", "Prep Person (Preparation Person)", "Saucier" ], "relatedOccupations": [ { "socCode": "35-2015", "title": "Cooks, Short Order", "brightOutlook": false }, { "socCode": "35-2012", "title": "Cooks, Institution and Cafeteria", "brightOutlook": false }, { "socCode": "35-2021", "title": "Food Preparation Workers", "brightOutlook": true }, { "socCode": "51-3011", "title": "Bakers", "brightOutlook": true }, { "socCode": "35-2011", "title": "Cooks, Fast Food", "brightOutlook": true } ], "annualPostings": { "2016": 297407, "2017": 310920, "2018": 327769, "2019": 341336, "2020": 225588, "2021": 293506, "2022": 343624, "2023": 343883, "2024": 333576, "2025": 323287 }, "relatedAnnualPostings": { "2016": 327797, "2017": 346484, "2018": 369380, "2019": 389087, "2020": 303979, "2021": 394410, "2022": 452286, "2023": 415706, "2024": 406113, "2025": 396369 }, "latestAnnualPostings": 323287, "latestRelatedAnnualPostings": 396369, "sourceStatus": "seed-derived" }, { "socCode": "41-4012", "title": "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products", "sector": "Sales and Related", "sampleTitles": [ "Account Representative", "Customer Account Technician", "Inside Salesperson", "Outside Sales Representative", "Route Sales Representative", "Sales Consultant", "Sales Professional", "Sales Representative (Sales Rep)", "Salesman", "Salesperson" ], "relatedOccupations": [ { "socCode": "41-4011", "title": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products", "brightOutlook": false }, { "socCode": "41-3011", "title": "Advertising Sales Agents", "brightOutlook": false } ], "annualPostings": { "2016": 330901, "2017": 340894, "2018": 354130, "2019": 363413, "2020": 288569, "2021": 339093, "2022": 367579, "2023": 348383, "2024": 331579, "2025": 315175 }, "relatedAnnualPostings": { "2016": 93293, "2017": 94523, "2018": 96620, "2019": 97611, "2020": 73789, "2021": 81032, "2022": 93929, "2023": 92591, "2024": 85058, "2025": 77816 }, "latestAnnualPostings": 315175, "latestRelatedAnnualPostings": 77816, "sourceStatus": "seed-derived" }, { "socCode": "43-3031", "title": "Bookkeeping, Accounting, and Auditing Clerks", "sector": "Office and Administrative Support", "sampleTitles": [ "Account Clerk", "Accounting Assistant", "Accounting Associate", "Accounting Clerk", "Accounting Specialist", "Accounting Technician", "Accounts Payable Clerk", "Accounts Payable Specialist", "Accounts Payables Clerk", "Accounts Receivable Clerk" ], "relatedOccupations": [ { "socCode": "43-3021", "title": "Billing and Posting Clerks", "brightOutlook": false }, { "socCode": "43-3051", "title": "Payroll and Timekeeping Clerks", "brightOutlook": false }, { "socCode": "43-4011", "title": "Brokerage Clerks", "brightOutlook": false }, { "socCode": "43-4041", "title": "Credit Authorizers, Checkers, and Clerks", "brightOutlook": false }, { "socCode": "43-9061", "title": "Office Clerks, General", "brightOutlook": true } ], "annualPostings": { "2016": 337366, "2017": 346745, "2018": 359370, "2019": 367932, "2020": 293249, "2021": 370696, "2022": 402832, "2023": 365317, "2024": 339536, "2025": 314664 }, "relatedAnnualPostings": { "2016": 836927, "2017": 848372, "2018": 867286, "2019": 875964, "2020": 690421, "2021": 777415, "2022": 810695, "2023": 751883, "2024": 721680, "2025": 691976 }, "latestAnnualPostings": 314664, "latestRelatedAnnualPostings": 691976, "sourceStatus": "seed-derived" }, { "socCode": "43-1011", "title": "First-Line Supervisors of Office and Administrative Support 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