controls jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-07-25, controls appears in 300 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand up 25% vs the prior 4 weeks.
Last updated · 90d ending 2026-07-25
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Frequently asked questions about controls
+Is controls in demand in 2026?
Yes. controls appears in 300 job postings indexed by Skillenai over the 90 days ending 2026-07-25, with demand up 25% vs the prior 4 weeks. It is most often required for Software Engineer roles (22% of Software Engineer postings list it).
+What jobs require controls?
According to the Skillenai jobs index over the 90 days ending 2026-07-25, the job titles most likely to require controls are Software Engineer (22% of postings list controls), Research Scientist (12% of postings list controls), Technical Program Manager (6% of postings list controls).
+What skills are commonly paired with controls?
Across job postings indexed by Skillenai (90 days ending 2026-07-25), controls most often appears alongside Python, C++, testing, Linear algebra, differential equations.
+Where is controls most in demand?
As of 2026-07-25, the metro areas posting the most jobs requiring controls are Costa Mesa, San Francisco, New York City, Austin, Broomfield, 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
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Job titles most likely to require controls
| Role | Postings mentioning | % requiring |
|---|---|---|
| Software Engineer | 65 | 21.7% |
| Research Scientist | 36 | 12.0% |
| Technical Program Manager | 18 | 6.0% |
| Robotics Software Engineer | 16 | 5.3% |
| Mission Software Engineer | 11 | 3.7% |
| Product Manager | 10 | 3.3% |
| Chief Product Manager | 5 | 1.7% |
| Biology Expert | 4 | 1.3% |
| Machine Learning Engineering Manager | 4 | 1.3% |
| Robotics Systems Engineer | 4 | 1.3% |
Top metros hiring for controls
| Name | Postings | Share |
|---|---|---|
| Costa Mesa | 14 | 4.7% |
| San Francisco | 13 | 4.3% |
| New York City | 11 | 3.7% |
| Austin | 10 | 3.3% |
| Broomfield | 8 | 2.7% |
| London | 7 | 2.3% |
| Sunnyvale | 7 | 2.3% |
| Seattle | 6 | 2.0% |
| Fort Collins | 5 | 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 2026-07-25. 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
- 2026-07-25
- 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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