evals jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, evals appears in 269 job postings indexed by Skillenai over the past 90 days — most often required for Backend Engineer roles, with demand down 45% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about evals
+Is evals in demand in 2026?
Yes. evals appears in 269 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 45% vs the prior 4 weeks. It is most often required for Backend Engineer roles (39% of Backend Engineer postings list it).
+What jobs require evals?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require evals are Backend Engineer (39% of postings list evals), Software Engineer (9% of postings list evals), AI Engineer (6% of postings list evals).
+What skills are commonly paired with evals?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), evals most often appears alongside React, AWS, Docker, Postgres, CI/CD.
+Where is evals most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring evals are San Francisco, New York City, Berlin, London, Austin, according to the Skillenai jobs index.
+How can I keep up with new evals content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning evals alongside the jobs index. You can subscribe to a daily email digest of new evals content from your Skillenai account.
Weekly job postings requiring evals — last 90 days
Job titles most likely to require evals
| Role | Postings mentioning | % requiring |
|---|---|---|
| Backend Engineer | 106 | 39.4% |
| Software Engineer | 25 | 9.3% |
| AI Engineer | 16 | 5.9% |
| Engineering Manager | 11 | 4.1% |
| Forward Deployed Engineer | 10 | 3.7% |
| Product Manager | 10 | 3.7% |
| Product Engineer | 7 | 2.6% |
| AI Backend Engineer | 4 | 1.5% |
| Solutions Architect | 4 | 1.5% |
| Applied AI Architect | 3 | 1.1% |
Top metros hiring for evals
| Name | Postings | Share |
|---|---|---|
| San Francisco | 34 | 37.4% |
| New York City | 24 | 26.4% |
| Berlin | 8 | 8.8% |
| London | 8 | 8.8% |
| Austin | 5 | 5.5% |
| Dublin | 4 | 4.4% |
| Bengaluru | 3 | 3.3% |
| Munich | 3 | 3.3% |
| Amsterdam | 2 | 2.2% |
Skills commonly paired with evals
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-05-17. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Pages refresh weekly (or daily for the top-50 most-requested skills).
- source
- Skillenai jobs index, deduplicated daily
- entity_id
- 14191839c33c4af7
- data_as_of
- 2026-05-17
- window_days
- 90
The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.
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