controls jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-08-26, controls appears in 59 job postings indexed by Skillenai over the past 90 days — most often required for Research Scientist roles, with demand down 21% vs the prior 4 weeks.
Last updated · 90d ending 2026-08-26
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Frequently asked questions about controls
+Is controls in demand in 2026?
Yes. controls appears in 59 job postings indexed by Skillenai over the 90 days ending 2026-08-26, with demand down 21% vs the prior 4 weeks. It is most often required for Research Scientist roles (32% of Research Scientist postings list it).
+What jobs require controls?
According to the Skillenai jobs index over the 90 days ending 2026-08-26, the job titles most likely to require controls are Research Scientist (32% of postings list controls), Software Engineer (30% of postings list controls), Autonomy Director (5% of postings list controls).
+What skills are commonly paired with controls?
Across job postings indexed by Skillenai (90 days ending 2026-08-26), controls most often appears alongside differential equations, linear algebra, testing, statistics, estimation theory.
+Where is controls most in demand?
As of 2026-08-26, the metro areas posting the most jobs requiring controls are Broomfield, Fort Collins, Waltham, Huntsville, South San Francisco, according to the Skillenai jobs index.
+How can I keep up with new controls content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning controls alongside the jobs index. You can subscribe to a daily email digest of new controls content from your Skillenai account.
Weekly job postings requiring controls — last 90 days
Job titles most likely to require controls
| Role | Postings mentioning | % requiring |
|---|---|---|
| Research Scientist | 19 | 32.2% |
| Software Engineer | 18 | 30.5% |
| Autonomy Director | 3 | 5.1% |
| Technical Program Manager | 3 | 5.1% |
| Algorithm Developer | 2 | 3.4% |
| Data Scientist | 2 | 3.4% |
| Robotics Software Engineer | 2 | 3.4% |
| Scientific Software Engineer | 2 | 3.4% |
| AI Solutions Strategist | 1 | 1.7% |
| Automation Engineer | 1 | 1.7% |
Top metros hiring for controls
| Name | Postings | Share |
|---|---|---|
| Broomfield | 10 | 16.9% |
| Fort Collins | 7 | 11.9% |
| Waltham | 6 | 10.2% |
| Huntsville | 5 | 8.5% |
| South San Francisco | 4 | 6.8% |
| Costa Mesa | 3 | 5.1% |
| San Francisco | 2 | 3.4% |
| Bellevue | 1 | 1.7% |
| Foster City | 1 | 1.7% |
Skills commonly paired with controls
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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
- e8961a5a2ea106d6
- data_as_of
- 2026-08-26
- 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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