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

As of 2026-07-24, evaluation systems appears in 139 job postings indexed by Skillenai over the past 90 days — most often required for Product Manager roles, with demand up 30% vs the prior 4 weeks.

Last updated · 90d ending 2026-07-24

Postings · last 90 days
139
Demand vs prior month
up 30% vs the prior 4 weeks
Top job title · 20% require it
Top hiring metro
New York City

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Frequently asked questions about evaluation systems

+Is evaluation systems in demand in 2026?

Yes. evaluation systems appears in 139 job postings indexed by Skillenai over the 90 days ending 2026-07-24, with demand up 30% vs the prior 4 weeks. It is most often required for Product Manager roles (20% of Product Manager postings list it).

+What jobs require evaluation systems?

According to the Skillenai jobs index over the 90 days ending 2026-07-24, the job titles most likely to require evaluation systems are Product Manager (20% of postings list evaluation systems), Software Engineer (15% of postings list evaluation systems), Machine Learning Engineer (9% of postings list evaluation systems).

+What skills are commonly paired with evaluation systems?

Across job postings indexed by Skillenai (90 days ending 2026-07-24), evaluation systems most often appears alongside Python, machine learning, observability, reliability engineering, TypeScript.

+Where is evaluation systems most in demand?

As of 2026-07-24, the metro areas posting the most jobs requiring evaluation systems are New York City, San Francisco, London, Mountain View, Bengaluru, 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

Salary distribution

Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized

Job titles most likely to require evaluation systems

RolePostings mentioning% requiring
Product Manager2820.1%
Software Engineer2115.1%
Machine Learning Engineer139.4%
AI Engineer107.2%
Research Engineer53.6%
AI Systems Engineer42.9%
Principal Software Engineer42.9%
AI Deployment Engineer32.2%
AI Platform Engineer32.2%
Engineering Manager32.2%

Top metros hiring for evaluation systems

NamePostingsShare
New York City4733.8%
San Francisco2518.0%
London85.8%
Mountain View53.6%
Bengaluru21.4%
Stockholm21.4%
Tel Aviv21.4%
Cambridge10.7%
Kitchener10.7%

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 2026-07-24. 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
2026-07-24
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