November 2026 edition · data as of November 9, 2026
The NextChapter AI Jobs Index
How much of each job AI already does, how many jobs are open in it today, and what AI skills add to advertised pay. Built from the Anthropic Economic Index and the live NextChapter job board.
36%
of live openings (in occupations we can measure) are in jobs where AI already does a large share of the tasks. 28% are in jobs with some AI use, 36% with little observed. The measure covers 93% of all openings.
16.2%
of live postings ask for a specific AI skill, out of 577,700 live openings.
+45%
advertised pay for postings that ask for an AI skill: median $195,000 against $134,500 for postings that never mention AI. +18.1% after matching on function, level and industry.
577,700
live professional openings behind these figures, read from employers’ own career sites.
Most exposed jobs that are hiring
Occupations with at least 200 live openings, ranked by the share of their tasks AI is already used for. Select one for the full AI job check.
Where the openings are, and how exposed they are
| Occupation | AI exposure | Live openings |
|---|---|---|
| Sales Managers | 4% · Little observed | 57,163 |
| Software Developers | 29% · Some | 50,938 |
| Computer Occupations, All Other | 31% · High | 43,961 |
| Marketing Managers | 32% · High | 41,587 |
| Financial Managers | 39% · High | 39,546 |
| Industrial Engineers | 4% · Little observed | 27,045 |
| Human Resources Specialists | 40% · High | 26,526 |
| General and Operations Managers | 14% · Some | 23,179 |
| Accountants and Auditors | 35% · High | 21,669 |
| Data Scientists | 46% · High | 20,038 |
| Medical and Health Services Managers | 7% · Little observed | 19,331 |
| Lawyers | 17% · Some | 16,720 |
| Electrical Engineers | 6% · Little observed | 16,381 |
| Financial and Investment Analysts | 57% · High | 16,340 |
| Market Research Analysts and Marketing Specialists | 65% · High | 16,137 |
| Architectural and Engineering Managers | 3% · Little observed | 16,082 |
| Mechanical Engineers | 8% · Little observed | 14,508 |
| Managers, All Other | 7% · Little observed | 14,091 |
| Industrial Production Managers | 1% · Little observed | 13,760 |
| Engineers, All Other | 7% · Little observed | 13,757 |
What AI skills add to advertised pay, by function
Functions with 30+ paid postings on each side. Advertised pay, not what anyone is paid. The method and the CSV are on the pay premium page.
| Function | Ask for AI | Raw | Like for like |
|---|---|---|---|
| Research | 16.7% | +93.2% | — |
| Legal | 10.7% | +52% | — |
| Human Resources | 13.3% | +43.6% | — |
| Data & Analytics | 61.1% | +53.7% | +43.6% |
| Administration | 7% | +41.9% | — |
| Programs | 6.9% | +34.2% | — |
| Design | 30% | +34.1% | — |
| Investment | 12.4% | +29.1% | — |
| Customer Success | 16.6% | +22% | — |
| Operations | 5.3% | +40.4% | +21.5% |
| Engineering | 17.9% | +36.9% | +19.1% |
| Clinical | 2.4% | +18.8% | — |
Methodology
- AI exposure is the observed exposure measure from the Anthropic Economic Index (Anthropic, March 2026, CC BY 4.0). Of the tasks in an occupation that an AI model could speed up, it counts how many already see AI use at work: use that does the task counts in full, use that assists counts half, weighted by time spent on each task. It describes use seen now. It is not a forecast of job loss, and a low number means no use seen yet, not that a job is protected.
- Bands. High is 30% and above, Some is 10% to 30%, Little observed is below 10%.
- Live openings are approved, unexpired professional postings on the NextChapter board, taken from employers’ own career sites, counted by the occupation each one is placed in. Postings without an occupation are not in the exposure split; the share covered is shown with it.
- The pay premium compares the median advertised pay of postings that ask for a specific AI skill with postings that never mention AI. Only posted pay on postings read from a full description is used. Like for like compares within the same function, level and industry. A function needs 30+ paid postings on each side to appear.
- Edition. Published monthly at this address. Figures come from the newest daily snapshot, dated at the top of the page. No AI model is used to produce any figure.
Download and cite
Download the CSV: one row per occupation (756), with exposure, band and live openings.
Free to use, share and adapt with credit under CC BY 4.0. Citation:
Type your own job title in the AI job check. Layoff data is on the layoff data page.