reproducibility jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-07-07, reproducibility appears in 236 job postings indexed by Skillenai over the past 90 days — most often required for Data Scientist roles, with demand down 3% vs the prior 4 weeks.
Last updated · 90d ending 2026-07-07
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Frequently asked questions about reproducibility
+Is reproducibility in demand in 2026?
Yes. reproducibility appears in 236 job postings indexed by Skillenai over the 90 days ending 2026-07-07, with demand down 3% vs the prior 4 weeks. It is most often required for Data Scientist roles (15% of Data Scientist postings list it).
+What jobs require reproducibility?
According to the Skillenai jobs index over the 90 days ending 2026-07-07, the job titles most likely to require reproducibility are Data Scientist (15% of postings list reproducibility), Machine Learning Engineer (10% of postings list reproducibility), Software Engineer (5% of postings list reproducibility).
+What skills are commonly paired with reproducibility?
Across job postings indexed by Skillenai (90 days ending 2026-07-07), reproducibility most often appears alongside Python, machine learning, SQL, PyTorch, observability.
+Where is reproducibility most in demand?
As of 2026-07-07, the metro areas posting the most jobs requiring reproducibility are San Francisco, London, New York City, Boston, Palo Alto, 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 |
|---|---|---|
| Data Scientist | 35 | 14.8% |
| Machine Learning Engineer | 23 | 9.7% |
| Software Engineer | 12 | 5.1% |
| ML Engineer | 11 | 4.7% |
| Engineering Manager | 9 | 3.8% |
| Research Engineer | 7 | 3.0% |
| ML Infrastructure Engineer | 5 | 2.1% |
| Data Analyst | 4 | 1.7% |
| ML Ops Engineer | 4 | 1.7% |
| Research Scientist | 4 | 1.7% |
Top metros hiring for reproducibility
| Name | Postings | Share |
|---|---|---|
| San Francisco | 27 | 11.4% |
| London | 12 | 5.1% |
| New York City | 10 | 4.2% |
| Boston | 7 | 3.0% |
| Palo Alto | 5 | 2.1% |
| Tel Aviv | 4 | 1.7% |
| Warsaw | 4 | 1.7% |
| Bengaluru | 3 | 1.3% |
| Cambridge | 3 | 1.3% |
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 2026-07-07. 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
- 2026-07-07
- 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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