Astronomers
Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.
Passes the screen · 1 of 17 tasks
Calculate orbits and determine sizes, shapes, brightness, and motions of different celestial bodies.
quick to check, an existing check settles it, and a mistake is cheap · 3.3% of the role's time · $6.7M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed
Does not pass
Analyze research data to determine its significance, using computers.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 16.7% of the role's time · $34.4M
Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.
physical work, outside the screen · 11.4% of the role's time · $23.4M
Collaborate with other astronomers to carry out research projects.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 9.9% of the role's time · $20.3M
Supervise students' research on celestial and astronomical phenomena.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 9.7% of the role's time · $20.0M
Develop theories based on personal observations or on observations and theories of other astronomers.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.8% of the role's time · $18.2M
Mentor graduate students and junior colleagues.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.3% of the role's time · $17.1M
Teach astronomy or astrophysics.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.0% of the role's time · $16.5M
Develop instrumentation and software for astronomical observation and analysis.
physical work, outside the screen · 5.7% of the role's time · $11.7M
Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.
physical work, outside the screen · 3.2% of the role's time · $6.6M
Review scientific proposals and research papers.
reason given most often: no existing check settles it · 3.1% of the role's time · $6.5M · waiting on a check
Present research findings at scientific conferences and in papers written for scientific journals.
reason given most often: no existing check settles it · 2.8% of the role's time · $5.8M
Develop and modify astronomy-related programs for public presentation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.7% of the role's time · $5.6M
Raise funds for scientific research.
reason given most often: nobody can tell quickly whether it worked, and a failure is too expensive · 1.9% of the role's time · $3.9M
Serve on professional panels and committees.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.7% of the role's time · $3.6M
Conduct question-and-answer presentations on astronomy topics with public audiences.
reason given most often: no existing check settles it · 1.6% of the role's time · $3.4M · waiting on a check
Direct the operations of a planetarium.
physical work, outside the screen · 1.0% of the role's time · $2.1M
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Scientific Research and Development Services | 660 | $86.0M | $2.8M | $0 |
| Federal Executive Branch (OEWS Designation) | 490 | $81.3M | $2.6M | $0 |
| Colleges, Universities, and Professional Schools | 370 | $38.3M | $1.2M | $0 |