Data files
The files behind every page on this site, published so journalists, researchers and AI assistants can check and cite the numbers.
Files
| File | What it holds |
|---|---|
| map.json | One record per occupation (450 today): title (t), US SOC code (s), Canada NOC codes (n), occupation group (g), Indeed sector (sec), US and Canada rating (cu, cc) and basis (bu, bc), sector postings change year on year (wu, wc, %), BLS 2025–35 growth (gr, %), US openings (op), US median pay (wage), Job Bank outlook score (cas, −2 to +2), Job Bank wage (caw, cawu; under source verification, not yet shown on the site), live roles and companies in our job-board sample (us_n, us_co, ca_n, ca_co) with confidence (conf_us, conf_ca), hiring themes (L), Canada-only flag (co). |
| sectors.json | Year-on-year change in job postings for each Indeed Hiring Lab sector, US and Canada. |
| history.json | Monthly postings index by sector and for all jobs since February 2020 (Feb 1, 2020 = 100). |
| meta.json | Data dates, the all-jobs benchmarks and rating cut-offs for the current issue. |
| feed.xml | RSS feed of each weekly issue. |
Updates
Every Thursday, using Indeed Hiring Lab data released the day before. Each issue is archived as published; changes to the method are recorded in the changelog.
How to cite
Jobs Demand Index, "[occupation]" demand rating, Issue [n] (data to [date]). https://jobsdemandindex.com/occupation/[code]/. Every occupation page has a copy-ready citation.
Terms for reuse
You may quote, chart and cite these files for personal use, research, teaching and journalism, with attribution to the Jobs Demand Index and a link to the page or file. Commercial reuse, including resale, redistribution in a product or service, or use in paid analysis for clients, needs a data licence. The underlying sources keep their own terms: Indeed Hiring Lab data is CC BY 4.0, and BLS and ESDC Job Bank data are public government data.
Questions: [email protected]