reproducibility jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-09-21, reproducibility appears in 297 job postings indexed by Skillenai over the past 90 days — most often required for Data Scientist roles, with demand down 33% vs the prior 4 weeks.
Last updated · 90d ending 2026-09-21
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Frequently asked questions about reproducibility
+Is reproducibility in demand in 2026?
Yes. reproducibility appears in 297 job postings indexed by Skillenai over the 90 days ending 2026-09-21, with demand down 33% vs the prior 4 weeks. It is most often required for Data Scientist roles (14% of Data Scientist postings list it).
+What jobs require reproducibility?
According to the Skillenai jobs index over the 90 days ending 2026-09-21, the job titles most likely to require reproducibility are Data Scientist (14% of postings list reproducibility), Machine Learning Engineer (11% 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 2026-09-21), reproducibility most often appears alongside Python, machine learning, SQL, PyTorch, monitoring.
+Where is reproducibility most in demand?
As of 2026-09-21, the metro areas posting the most jobs requiring reproducibility are San Francisco, New York City, London, Boston, Mountain View, 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
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Job titles most likely to require reproducibility
| Role | Postings mentioning | % requiring |
|---|---|---|
| Data Scientist | 42 | 14.1% |
| Machine Learning Engineer | 33 | 11.1% |
| Software Engineer | 15 | 5.1% |
| ML Engineer | 11 | 3.7% |
| Engineering Manager | 10 | 3.4% |
| ML Research Engineer | 9 | 3.0% |
| MLOps Engineer | 8 | 2.7% |
| Research Scientist | 7 | 2.4% |
| Computer Vision Scientist | 4 | 1.3% |
| Data Science Director | 4 | 1.3% |
Top metros hiring for reproducibility
| Name | Postings | Share |
|---|---|---|
| San Francisco | 30 | 10.1% |
| New York City | 19 | 6.4% |
| London | 12 | 4.0% |
| Boston | 7 | 2.4% |
| Mountain View | 7 | 2.4% |
| Santa Clara | 6 | 2.0% |
| Amsterdam | 4 | 1.3% |
| Singapore | 4 | 1.3% |
| Tel Aviv | 4 | 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 2026-09-21. 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
- 2026-09-21
- 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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