Chemists
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 · 0 of 12 tasks
No task in this role passes the screen.
Does not pass
Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 13.0% of the role's time · $1.0B
Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 10.1% of the role's time · $792M
Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.
physical work, outside the screen · 9.6% of the role's time · $752M
Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.9% of the role's time · $697M
Conduct quality control tests.
physical work, outside the screen · 8.6% of the role's time · $671M
Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.3% of the role's time · $645M
Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.
physical work, outside the screen · 8.1% of the role's time · $630M
Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.7% of the role's time · $605M
Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.
physical work, outside the screen · 7.3% of the role's time · $570M
Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.
physical work, outside the screen · 7.2% of the role's time · $564M
Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 7.2% of the role's time · $561M
Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.
reason given most often: nobody can tell quickly whether it worked · 4.0% of the role's time · $313M · passed by Claude Sonnet · the models disagreed
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Scientific Research and Development Services | 16,260 | $1.7B | $0 | $0 |
| Pharmaceutical and Medicine Manufacturing | 11,800 | $1.0B | $0 | $0 |
| Chemical Manufacturing (3251, 3252, 3253, and 3259 only) | 8120 | $843M | $0 | $0 |
| Architectural, Engineering, and Related Services | 10,110 | $775M | $0 | $0 |
| Federal Executive Branch (OEWS Designation) | 5240 | $723M | $0 | $0 |
| Chemical Manufacturing (3255 and 3256 only) | 4870 | $414M | $0 | $0 |
| Management of Companies and Enterprises | 3430 | $399M | $0 | $0 |
| Merchant Wholesalers, Nondurable Goods (4242 and 4246 only) | 2590 | $261M | $0 | $0 |
| Local Government, excluding Schools and Hospitals (OEWS Designation) | 2950 | $251M | $0 | $0 |
| Colleges, Universities, and Professional Schools | 2070 | $170M | $0 | $0 |