The data behind TryHired's career pages, with its sources and limits.
Pay, outlook, education and work requirements for 160 U.S. careers, built from named U.S. government sources and O*NET. Free to download, query or connect to an AI assistant. This page also explains how the figures are made and how to report an error.
- Careers
- 160
- with a live TryHired page
- Datasets
- 5
- 50,813 rows, CSV + JSON
- Primary sources
- 6
- BLS programs and O*NET
- Licence
- Open
- public domain · CC BY 4.0
Government statistics, organised by career
Every number on a TryHired career page is copied from a published U.S. government table or the O*NET database and labelled with its source and reference period. TryHired matches each career to its federal occupation code, groups the figures by career and place, and adds a few clearly named measures with published formulas (skill match, pressure level). Nothing is estimated or modelled: if a source does not publish a value, the page says so.
Primary sources and reference periods
| Source | Reference period | Released | Licence |
|---|---|---|---|
| U.S. Bureau of Labor Statistics, Employment Projections program | 2025–35 (base 2025, projected 2035) | 2026-08-27 | Public domain (work of the U.S. federal government); TryHired asks for attribution |
| U.S. Bureau of Labor Statistics, National Employment Matrix 2025–35 | 2025 (projected change 2025–35) | — | Public domain (work of the U.S. federal government); TryHired asks for attribution |
| U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (OEWS) | May 2025 | — | Public domain (work of the U.S. federal government); TryHired asks for attribution |
| U.S. Bureau of Labor Statistics, OEWS May 2025 national industry-specific estimates | May 2025 | — | Public domain (work of the U.S. federal government); TryHired asks for attribution |
| O*NET® 31.0 Database, U.S. Department of Labor, Employment and Training Administration (USDOL/ETA) | O*NET 31.0 (August 2026 release); ratings collected 2005–2026 | — | CC BY 4.0 |
| U.S. Bureau of Labor Statistics, Occupational Requirements Survey (ORS), 2025 estimates | 2025 (samples collected Aug 2023 – Jul 2025) | 2026-01-16 | Public domain (work of the U.S. federal government); TryHired asks for attribution |
This page includes information from the O*NET® 31.0 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. TryHired has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications.
What TryHired does to the data
- Copied, not modelled. Wages, employment, projections and requirement shares come straight from the source tables. Median and mean are separate measures and are never averaged or combined.
- One occupation per career. Each career maps to one BLS/O*NET occupation. When the figures describe a broader occupation, the page names it.
- Places. City names map to metropolitan statistical areas by published rules (reviewed aliases, state qualifiers; a name used in several states needs the state). Metro figures describe the whole metro area, not city limits.
- Telework is the Occupational Requirements Survey's "ability to telework": whether the job permits it, not a count of remote jobs. ORS figures are 2025 preliminary estimates, and published bounds stay in words ("less than 0.5%").
- Education. "Typical entry-level education" is the BLS Employment Projections assignment. O*NET's figure is the most common answer among surveyed workers, shown with its share; it is called "most" only when that share is above 50%.
- Pressure level is the plain mean of four named O*NET work-context ratings (time pressure, consequence of error, conflict situations, unpleasant or angry people), 1–5. It describes occupations, not people, and is not a stress or happiness measure.
- Skill match correlates two occupations' O*NET skill profiles (importance × level, centred on the all-occupation mean), 0–100, only for occupations O*NET lists as related.
- Comparisons put two careers side by side on the same metric and year with published thresholds. There is never an overall winner.
Download the tables
Each dataset page lists its fields, reference period, licence and limitations, with a preview.
BLS OEWS, BLS, BLS, O*NET® 31.0 Database
CC BY 4.0 (O*NET-derived fields →48,090 rows · CSV + JSONPay by geographyBLS OEWS, OMB metro definitions
U.S. public domain (BLS) →891 rows · CSV + JSONIndustry employmentBLS, BLS
U.S. public domain (BLS) →1,600 rows · CSV + JSONCareer transitionsO*NET® 31.0 Database, BLS OEWS
CC BY 4.0 (O*NET-derived fields →72 rows · CSV + JSONWork requirementsBLS
U.S. public domain (BLS) →Original analysis from this data
Observational patterns across occupations, with the method and the table to check them.
Method, data download and chart on the page.
Read →Original analysisPay and pressure: across 609 occupations, higher pay is only weakly linked to more measured pressureMethod, data download and chart on the page.
Read →Read-only JSON API
GET only, no key, no account. Versioned under /api/v1/, cached and rate-limited per client.
Every response names the TryHired page to cite (tryhired_url), the primary sources with their reference periods and licences, and the limitations that apply. Missing values are null with a reason, never another metric.
/api/v1/careers/search?q=nurse/api/v1/careers/registered-nurse·/salary·/salary/texas·/salary/dallas·/requirements·/outlook·/industries·/career-changes/api/v1/compare/lpn/registered-nurse
Connect an AI assistant
A remote Model Context Protocol server at https://tryhired.co/mcp: read-only tools over the same data.
search_careers | Find careers by name or alias |
|---|---|
get_career | Overview: national median pay, typical education, outlook, work profile |
get_salary | National wage distribution (OEWS May 2025) |
get_local_salary | Wages in a state or metro area (published place rules) |
get_requirements | ORS 2025 preliminary: telework ability, prior experience, minimum education |
get_outlook | Employment Projections 2025–35 |
get_industries | Industries that employ the career, denominators named |
get_career_changes | Related occupations from a career: skill match, pay difference |
compare_careers | Same-metric comparison of two careers; never an overall winner |
Example: get_local_salary(career: "registered nurse", place: "Dallas") answers with the Dallas-Fort Worth-Arlington, TX metro median from BLS OEWS May 2025, the CBSA code, a note that metro figures are not city limits, and the TryHired page to cite. An ambiguous place ("Portland") gets a request for the state instead of a guess.
Privacy. No accounts, no personal data, no cookies, no session state. Logs keep the route, status and timing, never an IP address or free text.
What this data cannot tell you
- What any one person will earn, or what an employer will offer.
- Job vacancies: projected openings are yearly averages of growth and replacement needs.
- Local projections: BLS projections are national.
- Whether a job suits a health need or disability.
- Whether a license or certification is required in your state.
- Cause and effect: relationships across occupations are patterns, not explanations.
When the data changes
TryHired refreshes a source when it publishes a new release (OEWS each spring, Employment Projections each fall, O*NET twice a year, ORS final estimates when BLS publishes them) and logs each refresh here with its date. Datasets carry a version; the previous version stays listed in the log.
| Date | Change |
|---|---|
| 2026-10-26 | Datasets version 2026.10: BLS OEWS May 2025, BLS Employment Projections 2025–35, ORS 2025 preliminary, O*NET 31.0. |
Report an error
If a figure on TryHired does not match its source, email maid@tryhired.co with the page URL and the figure. We check it against the source table, correct the page if we were wrong, and record the correction and its date in the update log above.
Licence and citation
BLS data is U.S. public domain; O*NET-derived fields are CC BY 4.0 and carry the O*NET notice above. Please credit "TryHired, from BLS data" (or "from BLS and O*NET data") and link the page or dataset you used. Each dataset page gives a citation line with its version.
TryHired publishes these pages and is not affiliated with or endorsed by BLS, the U.S. Department of Labor or O*NET. About TryHired.