simulation environments jobs in 2026 — demand, top roles hiring, and related skills

As of 2026-08-26, simulation environments appears in 19 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles.

Last updated · 90d ending 2026-08-26

Postings · last 90 days
19
Top job title · 21% require it
Top hiring metro
Costa Mesa

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Frequently asked questions about simulation environments

+Is simulation environments in demand in 2026?

Yes. simulation environments appears in 19 job postings indexed by Skillenai over the 90 days ending 2026-08-26. It is most often required for Machine Learning Engineer roles (21% of Machine Learning Engineer postings list it).

+What jobs require simulation environments?

According to the Skillenai jobs index over the 90 days ending 2026-08-26, the job titles most likely to require simulation environments are Machine Learning Engineer (21% of postings list simulation environments), AI Research Engineer (16% of postings list simulation environments), Flight Test Engineer (16% of postings list simulation environments).

+What skills are commonly paired with simulation environments?

Across job postings indexed by Skillenai (90 days ending 2026-08-26), simulation environments most often appears alongside Python, reinforcement learning, C++, PyTorch, testing.

+Where is simulation environments most in demand?

As of 2026-08-26, the metro areas posting the most jobs requiring simulation environments are Costa Mesa, Pittsburgh, Boston, Boulder, Broomfield, according to the Skillenai jobs index.

+How can I keep up with new simulation environments content and jobs?

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

Weekly job postings requiring simulation environments — last 90 days

Job titles most likely to require simulation environments

RolePostings mentioning% requiring
Machine Learning Engineer421.1%
AI Research Engineer315.8%
Flight Test Engineer315.8%
Software Engineer315.8%
AI/ML Engineer (Agentic AI)15.3%
Realtime Software Engineer15.3%
Research Scientist15.3%
Simulation Software Engineer15.3%
Systems Engineer15.3%
Technical Program Manager15.3%

Top metros hiring for simulation environments

NamePostingsShare
Costa Mesa421.1%
Pittsburgh315.8%
Boston15.3%
Boulder15.3%
Broomfield15.3%
Charlestown15.3%
Fort Collins15.3%
Irvine15.3%
Las Vegas15.3%
London15.3%

Skills commonly paired with simulation environments

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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
aa32cc17940b9e16
data_as_of
2026-08-26
window_days
90
Hiring engineers who use simulation environments?

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