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

Postings · last 90 days
269
Demand vs prior month
down 45% vs the prior 4 weeks
Top job title · 39% require it
Top hiring metro
San Francisco

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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

RolePostings mentioning% requiring
Backend Engineer10639.4%
Software Engineer259.3%
AI Engineer165.9%
Engineering Manager114.1%
Forward Deployed Engineer103.7%
Product Manager103.7%
Product Engineer72.6%
AI Backend Engineer41.5%
Solutions Architect41.5%
Applied AI Architect31.1%

Top metros hiring for evals

NamePostingsShare
San Francisco3437.4%
New York City2426.4%
Berlin88.8%
London88.8%
Austin55.5%
Dublin44.4%
Bengaluru33.3%
Munich33.3%
Amsterdam22.2%

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
Hiring engineers who use evals?

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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Compiled by Jared Rand · Data sourced from the Skillenai labor market index