Reproducibility jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, Reproducibility appears in 278 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 57% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about Reproducibility
+Is Reproducibility in demand in 2026?
Yes. Reproducibility appears in 278 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 57% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (14% of Machine Learning Engineer postings list it).
+What jobs require Reproducibility?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require Reproducibility are Machine Learning Engineer (14% of postings list Reproducibility), Data Scientist (7% of postings list Reproducibility), Software Engineer (7% of postings list Reproducibility).
+What skills are commonly paired with Reproducibility?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), Reproducibility most often appears alongside Python, machine learning, PyTorch, observability, CI/CD.
+Where is Reproducibility most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring Reproducibility are San Francisco, New York City, London, Boston, Cambridge, according to the Skillenai jobs index.
+How can I keep up with new Reproducibility content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning Reproducibility alongside the jobs index. You can subscribe to a daily email digest of new Reproducibility content from your Skillenai account.
Weekly job postings requiring Reproducibility — last 90 days
Job titles most likely to require Reproducibility
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 38 | 13.7% |
| Data Scientist | 19 | 6.8% |
| Software Engineer | 19 | 6.8% |
| Engineering Manager | 8 | 2.9% |
| Research Engineer | 8 | 2.9% |
| Research Scientist | 8 | 2.9% |
| Data Engineer | 7 | 2.5% |
| ML Engineer | 7 | 2.5% |
| MLOps Engineer | 6 | 2.2% |
| Data Science Manager | 4 | 1.4% |
Top metros hiring for Reproducibility
| Name | Postings | Share |
|---|---|---|
| San Francisco | 36 | 35.6% |
| New York City | 20 | 19.8% |
| London | 14 | 13.9% |
| Boston | 7 | 6.9% |
| Cambridge | 7 | 6.9% |
| Austin | 5 | 5.0% |
| Palo Alto | 4 | 4.0% |
| San Jose | 4 | 4.0% |
| Tel Aviv | 4 | 4.0% |
Skills commonly paired with Reproducibility
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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
- 55b1278ef2697758
- 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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