model deployment jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, model deployment appears in 1,354 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 39% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about model deployment
+Is model deployment in demand in 2026?
Yes. model deployment appears in 1,354 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 39% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (20% of Machine Learning Engineer postings list it).
+What jobs require model deployment?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require model deployment are Machine Learning Engineer (20% of postings list model deployment), Data Scientist (12% of postings list model deployment), Software Engineer (7% of postings list model deployment).
+What skills are commonly paired with model deployment?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), model deployment most often appears alongside machine learning, Python, PyTorch, model training, model monitoring.
+Where is model deployment most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring model deployment are San Francisco, New York City, London, Bengaluru, Seattle, according to the Skillenai jobs index.
+How can I keep up with new model deployment content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning model deployment alongside the jobs index. You can subscribe to a daily email digest of new model deployment content from your Skillenai account.
Weekly job postings requiring model deployment — last 90 days
Job titles most likely to require model deployment
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 274 | 20.2% |
| Data Scientist | 159 | 11.7% |
| Software Engineer | 99 | 7.3% |
| ML Engineer | 76 | 5.6% |
| AI Engineer | 44 | 3.2% |
| AI/ML Engineer | 26 | 1.9% |
| MLOps Engineer | 24 | 1.8% |
| Applied Scientist | 21 | 1.6% |
| Applied AI Engineer | 19 | 1.4% |
| Product Manager | 17 | 1.3% |
Top metros hiring for model deployment
| Name | Postings | Share |
|---|---|---|
| San Francisco | 107 | 26.6% |
| New York City | 79 | 19.6% |
| London | 72 | 17.9% |
| Bengaluru | 30 | 7.4% |
| Seattle | 30 | 7.4% |
| Paris | 24 | 6.0% |
| Mountain View | 22 | 5.5% |
| Palo Alto | 20 | 5.0% |
| Austin | 19 | 4.7% |
Skills commonly paired with model deployment
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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
- 59c33744dec18866
- 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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