evaluation systems jobs in 2026 — demand, top roles hiring, and related skills

As of 2026-08-26, evaluation systems appears in 20 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand down 30% vs the prior 4 weeks.

Last updated · 90d ending 2026-08-26

Postings · last 90 days
20
Demand vs prior month
down 30% vs the prior 4 weeks
Top job title · 50% require it
Top hiring metro
San Francisco

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Frequently asked questions about evaluation systems

+Is evaluation systems in demand in 2026?

Yes. evaluation systems appears in 20 job postings indexed by Skillenai over the 90 days ending 2026-08-26, with demand down 30% vs the prior 4 weeks. It is most often required for Software Engineer roles (50% of Software Engineer postings list it).

+What jobs require evaluation systems?

According to the Skillenai jobs index over the 90 days ending 2026-08-26, the job titles most likely to require evaluation systems are Software Engineer (50% of postings list evaluation systems), Engineering Manager (15% of postings list evaluation systems), AI Deployment Engineer (5% of postings list evaluation systems).

+What skills are commonly paired with evaluation systems?

Across job postings indexed by Skillenai (90 days ending 2026-08-26), evaluation systems most often appears alongside Python, observability, latency, LLMs, APIs.

+Where is evaluation systems most in demand?

As of 2026-08-26, the metro areas posting the most jobs requiring evaluation systems are San Francisco, London, New York City, Palo Alto, Sunnyvale, according to the Skillenai jobs index.

+How can I keep up with new evaluation systems content and jobs?

Skillenai indexes news, blog posts, and research papers mentioning evaluation systems alongside the jobs index. You can subscribe to a daily email digest of new evaluation systems content from your Skillenai account.

Weekly job postings requiring evaluation systems — last 90 days

Job titles most likely to require evaluation systems

RolePostings mentioning% requiring
Software Engineer1050.0%
Engineering Manager315.0%
AI Deployment Engineer15.0%
AI Software Engineer15.0%
AI/ML Engineer15.0%
Agentic Harness Engineer15.0%
Applied AI Engineer15.0%
Product Manager15.0%
Realtime Voice AI Engineer15.0%

Top metros hiring for evaluation systems

NamePostingsShare
San Francisco945.0%
London315.0%
New York City315.0%
Palo Alto15.0%
Sunnyvale15.0%
São Paulo15.0%

Skills commonly paired with evaluation systems

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-08-26. 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
f6fb28d0464e34f6
data_as_of
2026-08-26
window_days
90
Hiring engineers who use evaluation systems?

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