# Mathematical Science Occupations, All Other

> All mathematical scientists not listed separately.

- **SOC code:** 15-2099.00
- **Canonical URL:** https://singulariki.com/roles/role-15-2099-00
- **Also known as:** Balance Engineer, Cryptanalyst, Cryptologist, Geometer, Geometrician, Harmonic Analyst, Mathematical Engineering Technician, Mathematical Scientist
- **Frame:** "AI exposure" means task overlap (how codifiable the work is), not jobs lost or a forecast. Every figure below is traced to a named public dataset.

## What this work is

## AI exposure & outlook

- **AI task-overlap index:** 97th percentile (High) across all occupations — composite of current-era exposure studies (ai-exposure-index-v1).
- **LLM task exposure, γ (OpenAI / Eloundou):** 89th percentile (High) — source: eloundou_gamma.
- **AI assistant applicability (Microsoft):** 96th percentile (High) — source: microsoft_applicability.
- **Projected employment (BLS 2024–34):** 4.0% growth (About average); 0.3k annual openings; 5k → 5.2k jobs.
- **Pay & employment (BLS OEWS, May 2024):** median $71,490; 4,660 employed.

## Sources

- **O*NET** (30.3) — U.S. Department of Labor / National Center for O*NET Development. https://www.onetcenter.org/database.html
- **BLS Occupational Employment and Wage Statistics (OEWS)** (May 2024) — U.S. Bureau of Labor Statistics. https://www.bls.gov/oes/
- **BLS Employment Projections** (2024–2034) — U.S. Bureau of Labor Statistics. https://www.bls.gov/emp/
- **Microsoft “Working with AI”** (working-with-ai) — Microsoft Research. https://www.microsoft.com/en-us/research/
- **“GPTs are GPTs” (Eloundou et al.)** (arXiv 2303.10130) — OpenAI / academic. https://arxiv.org/abs/2303.10130

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_Generated from Singulariki's joined dataset; data snapshot 2026-06-02T21:00:32.945303+00:00. https://singulariki.com/roles/role-15-2099-00_