Job Risk Index · Dataset changes
What changed in the dataset, and when
The dataset refreshes every Sunday with the weekly postings intake. Every date on this page comes from the dataset's own update fields — nothing is invented.
Dataset refreshedAugust 9, 2026Weekly pipeline — every Sunday
Demand weeks coveredAug 3, 2026 → Aug 10, 2026Weekly pipeline — every Sunday
Live demand signal22 / 83Professions with a real weekly series of at least two complete weeks.
Postings with text3,2793279 profession-weeks with text in the latest adoption week (2026-08-03) — a posting matched to two professions sharing a SOC counts once per profession. Sample, not a census.
Data artifacts refreshed
Data artifacts refreshed
Each artifact carries the real update date set by the export run.
| Artifact | Updated | What it contains |
|---|---|---|
| professions.json | 2026-08-09 | The profession dataset: weekly demand series, scores, skills and FAQs. |
| city-demand-reference.json | 2026-08-10 | Weekly demand by metro and the national demand index. |
| ai-adoption.json | 2026-08-10 | Weekly % of postings mentioning AI tools, per profession. |
| salary-reference.json | 2026-08-10 | Salary bands by city and state from H-1B filings and postings. |
| course-links.json | 2026-08-10 | Affiliate course pool and weekly metrics. |
Professions with a live demand signal
Professions with a live demand signal
Rows with real pipeline signal, sorted by last refresh date. Professions still on mock seed data are excluded until the pipeline covers them.
| Profession | Last refreshed | Signal source | Series weeks |
|---|---|---|---|
| Data Engineer | 2026-08-09 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Data Scientist | 2026-08-09 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Advertising and Promotions Manager | 2026-08-03 | JRI observed demand | no series yet |
| Art Director | 2026-08-03 | JRI observed demand | no series yet |
| Compensation and Benefits Manager | 2026-08-03 | JRI observed demand | no series yet |
| Credit Analyst | 2026-08-03 | JRI observed demand | no series yet |
| Database Architect | 2026-08-03 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Electrical Engineer | 2026-08-03 | JRI observed demand | no series yet |
| First-Line Supervisor of Housekeeping and Janitorial Workers | 2026-08-03 | JRI observed demand | no series yet |
| General Office Clerk | 2026-08-03 | JRI observed demand | no series yet |
| Hand Packer | 2026-08-03 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Labor Relations Specialist | 2026-08-03 | JRI observed demand | no series yet |
| Merchandise Displayer | 2026-08-03 | JRI observed demand | no series yet |
| Social and Community Service Manager | 2026-08-03 | JRI observed demand | no series yet |
| Commercial and Industrial Designer | 2026-07-27 | JRI observed demand | no series yet |
| Computer and Information Research Scientist | 2026-07-27 | JRI observed demand | no series yet |
| Dishwasher | 2026-07-27 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Management Analyst | 2026-07-27 | JRI observed demand | no series yet |
| Occupational Health and Safety Specialist | 2026-07-27 | JRI observed demand | no series yet |
| Technical and Scientific Products Sales Representative | 2026-07-27 | JRI observed demand | no series yet |
| Architectural and Engineering Manager | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Compliance Officer | 2026-07-20 | JRI observed demand | no series yet |
| Computer Network Architect | 2026-07-20 | JRI observed demand | no series yet |
| Computer Systems Analyst | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Cook | 2026-07-20 | JRI observed demand | no series yet |
| Executive Administrative Assistant | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Facilities Manager | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Fast Food and Counter Worker | 2026-07-20 | JRI observed demand | no series yet |
| Financial Manager | 2026-07-20 | JRI observed demand | no series yet |
| Food Service Manager | 2026-07-20 | JRI observed demand | no series yet |
| General and Operations Manager | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Industrial Engineer | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Industrial Production Manager | 2026-07-20 | JRI observed demand | no series yet |
| Information Security Analyst | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Lawyer | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Logistician | 2026-07-20 | JRI observed demand | no series yet |
| Logistics Manager | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Maintenance and Repair Worker | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Natural Sciences Manager | 2026-07-20 | JRI observed demand | no series yet |
| Operations Research Analyst | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Producer and Director | 2026-07-20 | JRI observed demand | no series yet |
| Production Supervisor | 2026-07-20 | JRI observed demand | no series yet |
| Retail Salesperson | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Sales Manager | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Sales Representative | 2026-07-20 | JRI observed demand | no series yet |
| Security Guard | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Shipping and Receiving Clerk | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Stocker and Order Filler | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Warehouse Worker | 2026-07-20 | JRI observed demand | Aug 3, 2026 → Aug 10, 2026 |
| Web and Digital Interface Designer | 2026-07-20 | JRI observed demand | no series yet |
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