model versioning jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-09-01, model versioning appears in 329 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand up 7% vs the prior 4 weeks.
Last updated · 90d ending 2026-09-01
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Frequently asked questions about model versioning
+Is model versioning in demand in 2026?
Yes. model versioning appears in 329 job postings indexed by Skillenai over the 90 days ending 2026-09-01, with demand up 7% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (21% of Machine Learning Engineer postings list it).
+What jobs require model versioning?
According to the Skillenai jobs index over the 90 days ending 2026-09-01, the job titles most likely to require model versioning are Machine Learning Engineer (21% of postings list model versioning), Data Scientist (13% of postings list model versioning), AI Engineer (7% of postings list model versioning).
+What skills are commonly paired with model versioning?
Across job postings indexed by Skillenai (90 days ending 2026-09-01), model versioning most often appears alongside Python, CI/CD, MLOps, PyTorch, monitoring.
+Where is model versioning most in demand?
As of 2026-09-01, the metro areas posting the most jobs requiring model versioning are London, Bengaluru, San Francisco, New York City, Arlington, 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
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Job titles most likely to require model versioning
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 68 | 20.7% |
| Data Scientist | 43 | 13.1% |
| AI Engineer | 24 | 7.3% |
| ML Engineer | 17 | 5.2% |
| Software Engineer | 16 | 4.9% |
| AI/ML Engineer | 11 | 3.3% |
| MLOps Engineer | 9 | 2.7% |
| AI Architect | 7 | 2.1% |
| Backend Engineer | 5 | 1.5% |
| Data Engineer | 5 | 1.5% |
Top metros hiring for model versioning
| Name | Postings | Share |
|---|---|---|
| London | 17 | 5.2% |
| Bengaluru | 16 | 4.9% |
| San Francisco | 13 | 4.0% |
| New York City | 10 | 3.0% |
| Arlington | 7 | 2.1% |
| Boston | 6 | 1.8% |
| Toronto | 6 | 1.8% |
| Chennai | 5 | 1.5% |
| Mountain View | 5 | 1.5% |
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 2026-09-01. 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
- 2026-09-01
- 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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