5.2 KiB
Market evidence report — mathematician
Source: 37 real job ads (JSearch API, countries: us 37), extracted into the MSSQL evidence store; as of 2026-07-17. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 27 | 73 % |
| n/a | 9 | 24 % |
| senior | 1 | 3 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Python | 7 | 19 % |
| 2 | MATLAB | 5 | 14 % |
| 3 | C++ | 4 | 11 % |
| 4 | Lean 4 | 4 | 11 % |
| 5 | standard software applications | 4 | 11 % |
| 6 | mathlib | 3 | 8 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 16 | 43 % |
| 2 | mathematical modeling | 12 | 32 % |
| 3 | algorithm development | 7 | 19 % |
| 4 | scientific research | 6 | 16 % |
| 5 | statistical analysis | 6 | 16 % |
| 6 | statistical modeling | 6 | 16 % |
| 7 | ai model evaluation | 4 | 11 % |
| 8 | mathematical reasoning | 4 | 11 % |
| 9 | problem solving | 4 | 11 % |
| 10 | proof verification | 4 | 11 % |
| 11 | technical evaluation | 4 | 11 % |
| 12 | algorithm design | 3 | 8 % |
| 13 | data collection | 3 | 8 % |
| 14 | data engineering | 3 | 8 % |
| 15 | data mining | 3 | 8 % |
| 16 | data processing | 3 | 8 % |
| 17 | data warehousing | 3 | 8 % |
| 18 | machine learning | 3 | 8 % |
| 19 | mathematical analysis | 3 | 8 % |
| 20 | mathematical problem solving | 3 | 8 % |
| 21 | theorem proving | 3 | 8 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | machine learning | 4 | 11 % |
| 2 | continuous auditing | 3 | 8 % |
| 3 | multi-INT analytics | 3 | 8 % |
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 7 | 19 % |
| 2 | problem solving | 5 | 14 % |
| 3 | data gathering | 4 | 11 % |
| 4 | data processing | 4 | 11 % |
| 5 | policy development | 4 | 11 % |
| 6 | research program direction | 4 | 11 % |
| 7 | ai methodology evaluation | 3 | 8 % |
| 8 | algorithm development | 3 | 8 % |
| 9 | analytics project leadership | 3 | 8 % |
| 10 | data exploration | 3 | 8 % |
| 11 | model development | 3 | 8 % |
| 12 | project facilitation | 3 | 8 % |
| 13 | proof auditing | 3 | 8 % |
| 14 | proof construction | 3 | 8 % |
| 15 | tevv procedure development | 3 | 8 % |
Regional breakdown
Corpus note: 37 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
US (us)
37 ads.
Top hard skills:
- data analysis — 43 % (16 ads)
- mathematical modeling — 32 % (12 ads)
- algorithm development — 19 % (7 ads)
- scientific research — 16 % (6 ads)
- statistical analysis — 16 % (6 ads)
- statistical modeling — 16 % (6 ads)
- ai model evaluation — 11 % (4 ads)
- mathematical reasoning — 11 % (4 ads)
- problem solving — 11 % (4 ads)
- proof verification — 11 % (4 ads)
Top tools:
- Python — 19 % (7 ads)
- MATLAB — 14 % (5 ads)
- C++ — 11 % (4 ads)
- Lean 4 — 11 % (4 ads)
- standard software applications — 11 % (4 ads)
- mathlib — 8 % (3 ads)
- Java — 5 % (2 ads)
Seniority: mid 73 % · n/a 24 % · senior 3 %
UK (gb)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
EU/DACH (de, at, ch, nl)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
Job title variants in the market
| Title | Ads |
|---|---|
| Mathematician | 9 |
| Statistician and Mathematician | 3 |
| Remote Applied Mathematician for AI Model Evaluation | 2 |
| Applied Mathematician | 1 |
| Applied Mathematician — Electronic Trading & Quantitative Finance | 1 |
| Applied Mathematician- Multi-Object Tracking | 1 |
| Applied Mathematician- Multi-Object Tracking with Security Clearance | 1 |
| Applied Mathematician/Analyst | 1 |
| Applied Mathematician--Communications, Navigation, and Timing En with Security Clearance | 1 |
| Applied Mathematician--Communications, Navigation, and Timing Engineering (PhD Preferred) | 1 |
| Applied Research Mathematician | 1 |
| Applied Research Mathematician (Junior - Senior) | 1 |
| Applied Research Mathematician / Quantum Computing - Mid to Expert Level (Maryland) | 1 |
| Applied Research Mathematician Junior - Senior | 1 |
| Mathematician – Foundations | 1 |
| Mathematician – Foundations & Formal Proof (AI Training) | 1 |
| Mathematician (Foundations / Formalization) (Hiring Immediately) | 1 |
| Mathematician/Statistician | 1 |
| Mathematicians | 1 |
| Mathematics Researcher (Masters/PhDs) | 1 |
| Postdoctoral Fellow - Applied Mathematics & Statistics | 1 |
| R&D Mathematician | 1 |
| Research Mathematician — Formalization | 1 |
| Senior Game Mathematician — Flexible Schedule & RTP Insight | 1 |
| Senior Statistician/Mathematician (QAF Accreditation) - OBIQUA | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.