Best of Human resource employment services
The 10 Best Human Resource & Employment Services Datasets in 2026
10 Human resource employment services picks, ranked on what's inside: field richness, coverage depth, fit for the job. BLS Occupational Employment and Wage Statistics leads.
- 10ranked picks
- 119documented fields on stage
- 0/7with mapped coverage
API, files, or your warehouse. Daily, weekly, or hourly.
Every dataset here carries a 0–10 score built on documented fields, and the ranking follows those scores. When records tie, coverage breaks it: more geography, deeper history, finer granularity. Cadence isn't a scoring axis — it's a delivery setting. Delivered daily, weekly, or hourly, your call.
- 1 BLS Quarterly Census of Employment and Wages - Employment Services NAICS 5613
- 2 ONET Database
- 3 BLS Job Openings and Labor Turnover Survey
- 4 9/10Human resource employment services
BLS Occupational Employment and Wage Statistics
AREA / AREA_TITLE · AREA_TYPE · PRIM_STATE …+15 more - 5 9/10Human resource employment services
USAJOBS API
MatchedObjectId · PositionID · PositionTitle …+29 more - 6 9/10Human resource employment services
World Bank Jobs Data
Country Name · Country Code · Indicator Name …+6 more - 7 8/10Human resource employment services
California EDD WARN Notices
Company · County/Parish · Layoff/Closure …+6 moreOutplacement demand surfaces here first.
- 8 8/10Human resource employment services
ONS People in Work
series_code · measure · all_aged_16_and_over_level …+10 more - 9 8/10Human resource employment services
Destatis Germany Labour Market Statistics
table · Datum · series …+3 more - 10 8/10
Frequently asked questions
What is the best dataset for staffing industry employment by county?
BLS QCEW filtered to Employment Services (NAICS 5613). It publishes establishments, monthly employment and wages under state UI laws at every US county, metropolitan area, state and national level, quarterly. The Q1 2025 NAICS 5613 slice alone holds 3,623 rows, with archives reaching back to 1990 - no other record sizes the staffing industry at that grain.
How far back do job openings and turnover figures go?
JOLTS monthly series run from December 2000 to the latest reference month - about 2,061 series and roughly 376,000 rows - covering national totals by industry and size class plus all 50 states and DC at the total nonfarm level. That is a quarter-century of openings, hires and separations deep enough to backtest any hiring-demand signal against placement volumes.
Where do I get recruiter and HR manager salary benchmarks?
BLS OEWS provides annual employment and wage estimates for about 830 occupations - HR managers, HR specialists and recruiters included - across all 50 states, DC, territories and about 530 metropolitan and nonmetropolitan areas, with nine wage percentiles per row. The May 2025 release holds 413,528 rows and 32 columns, with archives extending to 1997.
Can I get global staffing market size broken down by country?
Yes - World Employment Confederation Statistics publish annual economic reports covering market size, job placements, agency work penetration rates and agency counts across roughly 40 countries and six service segments, with regional rollups for North America, Latin America, Europe, APAC and Africa. Pair them with World Bank Jobs Data for unemployment and participation across about 265 economies from 1960 onward.
How is human resource and employment services data delivered?
Daily, weekly, or hourly - your call. Records land as typed rows with the field dictionary attached, into your warehouse, your files, or whatever channel your stack already speaks. Name the counties, occupations, agencies or economies you need and a scoped sample goes out first, so you check the grain before anything ships.