Will AI replace Natural Sciences Managers?

What this score means

Natural Sciences Managers sits in the middle of the exposure range for Management. 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 5 points above the Management average of 38. Across the 4 sources behind this baseline, individual estimates run from 23 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 4 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 · 2026
• 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
• 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 04AI Occupational Exposure to Language Modeling · 2023

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

More management occupations

• Administrative Services Managers37/100
• Advertising and Promotions Managers47/100
• Architectural and Engineering Managers35/100
• Biofuels Production Managers27/100
• Biofuels/Biodiesel Technology and Product Development Managers32/100
• Biomass Power Plant Managers30/100
• Brownfield Redevelopment Specialists and Site Managers36/100
• Business Development Manager10/100