Data Scientists vs Bioinformatics Scientists
Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index
A factual, source-backed comparison of Data Scientists and Bioinformatics Scientists on the dimensions both occupations carry. Every figure is a position within an independent published dataset — not a verdict on which job is better, safer, or more “future-proof.”
At a glance
| Dimension | Data Scientists | Bioinformatics Scientists |
|---|---|---|
| Median pay | $112,590 | $93,330 |
| Employment | 233,440 | 59,710 |
| Employment outlook (2024–34) · BLS projection | Growing fast (+33.5%) | About average (+1.2%) |
| Annual openings · BLS projection | 23,400 | 4,800 |
| Typical education · O*NET | Most of these occupations require a four-year bachelor's degree, but some do not. | Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree). |
| AI exposure · published exposure studies | High · 98th pct | High · 77th pct |
| Global GenAI gradient · ILO ISCO-08 · via crosswalk | — | 77th pct · 40% of tasks |
| Observed AI use · Anthropic Economic Index | — | Automation-leaning (48.5%) |
| Mostly remote-capable · Dingel–Neiman | — | Yes |
Pay and employment are BLS OEWS estimates; outlook and openings are BLS 2024–2034 projections; AI exposure and observed-use figures come from separate research and reflect exposure and usage, not predictions that either job will disappear. Compare like with like.
Skills
Specific to Data Scientists
Specific to Bioinformatics Scientists
- Biology
- Computers and Electronics
- Mathematics
- Written Comprehension
- Written Expression
- English Language
- Reading Comprehension
- Critical Thinking
Knowledge, skills & abilities O*NET rates as important for each occupation. “Shared” are common to both; the columns list what is distinctive to each (top by the order O*NET surfaces).
Tools & technology
Shared: Data base user interface and query software , Data base management system software , Object or component oriented development software , File versioning software , Development environment software , Spreadsheet software , Presentation software , Analytical or scientific software , Operating system software , Application server software , Web platform development software , Enterprise application integration software .
Specific to Data Scientists
Specific to Bioinformatics Scientists
Full profiles
This page is a summary. See the complete source-backed profile for Data Scientists or Bioinformatics Scientists — tasks, the full skill graph, tools, work context, preparation, wages by percentile, industries, AI exposure and the AI work map.
More comparisons
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- Data Scientists vs Operations Research Analysts
- Data Scientists vs Bioinformatics Technicians
- Data Scientists vs Mathematicians
- Data Scientists vs Computer and Information Research Scientists
- Data Scientists vs Biostatisticians
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
- BLS Employment Projections 2024–2034 U.S. Bureau of Labor Statistics
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- Microsoft “Working with AI” working-with-ai Microsoft Research
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
- AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic
- ILO / Gmyrek et al. GenAI exposure gradient 2025 International Labour Organization
- IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022 Institute for Structural Research (IBS)
- Frey & Osborne (2013) frey-osborne-automation academic
- Dingel & Neiman (2020) dingel-neiman-workathome academic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Data Scientists vs Bioinformatics Scientists." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/compare/data-scientists-vs-bioinformatics-scientists
Singulariki. (2026). Data Scientists vs Bioinformatics Scientists. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/data-scientists-vs-bioinformatics-scientists
@misc{singulariki-data-scientists-vs-bioinformatics-scientists,
title = {Data Scientists vs Bioinformatics Scientists},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
url = {https://singulariki.com/compare/data-scientists-vs-bioinformatics-scientists}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.