model versioning jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, model versioning appears in 257 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 42% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about model versioning
+Is model versioning in demand in 2026?
Yes. model versioning appears in 257 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 42% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (23% of Machine Learning Engineer postings list it).
+What jobs require model versioning?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require model versioning are Machine Learning Engineer (23% of postings list model versioning), Software Engineer (8% of postings list model versioning), Data Scientist (7% of postings list model versioning).
+What skills are commonly paired with model versioning?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), model versioning most often appears alongside Python, MLOps, CI/CD, machine learning, monitoring.
+Where is model versioning most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring model versioning are New York City, San Francisco, Palo Alto, Costa Mesa, Bengaluru, according to the Skillenai jobs index.
+How can I keep up with new model versioning content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning model versioning alongside the jobs index. You can subscribe to a daily email digest of new model versioning content from your Skillenai account.
Weekly job postings requiring model versioning — last 90 days
Job titles most likely to require model versioning
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 58 | 22.6% |
| Software Engineer | 20 | 7.8% |
| Data Scientist | 19 | 7.4% |
| ML Engineer | 16 | 6.2% |
| MLOps Engineer | 14 | 5.4% |
| AI Engineer | 11 | 4.3% |
| AI/ML Engineer | 6 | 2.3% |
| Applied AI Engineer | 5 | 1.9% |
| AI Platform Engineer | 4 | 1.6% |
| Engineering Manager | 4 | 1.6% |
Top metros hiring for model versioning
| Name | Postings | Share |
|---|---|---|
| New York City | 23 | 29.9% |
| San Francisco | 13 | 16.9% |
| Palo Alto | 10 | 13.0% |
| Costa Mesa | 8 | 10.4% |
| Bengaluru | 6 | 7.8% |
| Austin | 5 | 6.5% |
| Copenhagen | 5 | 6.5% |
| Sydney | 4 | 5.2% |
| Arlington | 3 | 3.9% |
Skills commonly paired with model versioning
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-05-17. 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
- ec725adb00fd6151
- data_as_of
- 2026-05-17
- 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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