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