Occupation baseline · Research consensus
Will AI replace Astronomers?
Baseline AI displacement risk for Astronomers, aggregated from 6 research sources.
What this score means
Astronomers sits in the middle of the exposure range for Research & Science. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 43 out of 100 it scores 4 points above the Research & Science average of 39. Across the 6 sources behind this baseline, individual estimates run from 7 to 65, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Astronomers, most central first, showing 12 of 17.
- 01Serve on professional panels and committees.
- 02Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.
- 03Analyze research data to determine its significance, using computers.
- 04Present research findings at scientific conferences and in papers written for scientific journals.
- 05Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.
- 06Collaborate with other astronomers to carry out research projects.
- 07Mentor graduate students and junior colleagues.
- 08Supervise students' research on celestial and astronomical phenomena.
- 09Teach astronomy or astrophysics.
- 10Develop theories based on personal observations or on observations and theories of other astronomers.
- 11Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.
- 12Develop instrumentation and software for astronomical observation and analysis.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 6 research sources that scored Astronomers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Astronomers?
- Published research puts Astronomers at 43 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Astronomers?
- Only partly. Individual estimates for Astronomers run from 7 to 65 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which research & science roles face similar AI exposure?
- The closest published research & science roles to Astronomers by score are Climate Change Policy Analysts (43/100), Clinical and Counseling Psychologists (43/100), and Environmental Scientists and Specialists, Including Health (43/100). Each has its own page with the research behind its number.
Also covers
Astronomer · Astronomy Outreach Coordinator · Astrophysicist · Cosmologist · Extragalactic Astronomer · Galactic Astronomer · High-Energy Astrophysicist · Institute Scientist and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More research & science occupations
- Atmospheric and Space Scientists44/100
- Quality Control Analysts44/100
- Climate Change Policy Analysts43/100
- Clinical and Counseling Psychologists43/100
- Environmental Scientists and Specialists, Including Health43/100
- Hydrologic Technicians42/100
- Industrial Ecologists42/100
- Physicists42/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.