Occupation baseline · Research consensus
Will AI replace Natural Sciences Managers?
Baseline AI displacement risk for Natural Sciences Managers, aggregated from 6 research sources.
What this score means
Natural Sciences Managers leans toward the safer end for Management. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 36 out of 100 it sits close to the Management average of 37. Across the 6 sources behind this baseline, individual estimates run from 5 to 57, 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 Natural Sciences Managers, most central first, showing 12 of 16.
- 01Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.
- 02Design or coordinate successive phases of problem analysis, solution proposals, or testing.
- 03Plan or direct research, development, or production activities.
- 04Review project activities and prepare and review research, testing, or operational reports.
- 05Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.
- 06Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.
- 07Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.
- 08Prepare project proposals.
- 09Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.
- 10Recruit personnel or oversee the development or maintenance of staff competence.
- 11Prepare and administer budgets, approve and review expenditures, and prepare financial reports.
- 12Conduct own research in field of expertise.
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 Natural Sciences Managers 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 Natural Sciences Managers?
- Published research puts Natural Sciences Managers at 36 out of 100 for AI displacement risk, in the lower risk 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 Natural Sciences Managers?
- Only partly. Individual estimates for Natural Sciences Managers run from 5 to 57 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 management roles face similar AI exposure?
- The closest published management roles to Natural Sciences Managers by score are Chief Sustainability Officers (36/100), Education Administrators, All Other (36/100), and Funeral Home Managers (36/100). Each has its own page with the research behind its number.
Also covers
Agricultural Research Director · Agriculture Research Director · Analytical Services Manager · Chemical Engineer Supervisor · Chemical Plant Technical Director · Chemical Process Exploration Manager · Clinical Project Manager · Clinical Trials Manager and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More management occupations
- Education Administrators, Kindergarten through Secondary37/100
- Chief Sustainability Officers36/100
- Education Administrators, All Other36/100
- Funeral Home Managers36/100
- Security Managers36/100
- Compensation and Benefits Managers35/100
- Construction Managers35/100
- Education Administrators, Postsecondary35/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.