Will natural sciences managers be replaced by AI?
Updated
Natural sciences managers score 45 of 100 for AI exposure. The largest share of their task time, 96%, is work AI speeds up while they stay in charge. The other 4% stays with people.
- 96% AI helps
- 4% Needs a person
Moderate exposure
Higher than 63% of the 923 occupations we scored.
Task by task
We graded 16 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 15 and leaves 1 to people.
| Task | AI exposure |
|---|---|
| Prepare project proposals. AI drafts most proposal text; strategy and fit stay human. | 65% AI helps |
| Review project activities and prepare and review research, testing, or operational reports. AI drafts reports and summarises results; manager reviews findings. | 60% AI helps |
| Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement. AI can draft SOPs and standards; compliance sign-off stays human. | 55% AI helps |
| Prepare and administer budgets, approve and review expenditures, and prepare financial reports. Budget spreadsheets and reports are AI-assisted; approvals stay human. | 50% AI helps |
| Design or coordinate successive phases of problem analysis, solution proposals, or testing. AI can outline test phases; lead scientist is responsible for design choices. | 45% AI helps |
| Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals. Goal setting needs strategic judgement; AI helps structure plans. | 40% AI helps |
| Advise or assist in obtaining patents or meeting other legal requirements. AI assists prior-art search and drafting; legal accountability stays human. | 40% AI helps |
| Plan or direct research, development, or production activities. Planning direction rests on people; AI helps draft plans. | 35% AI helps |
| Conduct own research in field of expertise. Lab research is largely hands-on; AI aids literature and analysis. | 30% AI helps |
| Make presentations at professional meetings to further knowledge in the field. AI helps draft talks and slides; delivering the talk is human. | 30% AI helps |
Show the other 6 tasks
| Task | AI exposure |
|---|---|
| Hire, supervise, or evaluate engineers, technicians, researchers, or other staff. Hiring and evaluations need human judgement; AI drafts paperwork. | 25% AI helps |
| Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status. Client trust and live discussion stay human; AI preps materials. | 25% AI helps |
| Recruit personnel or oversee the development or maintenance of staff competence. Recruiting and developing people is relational; AI handles screening admin. | 25% AI helps |
| Develop innovative technology or train staff for its implementation. Innovation and staff training are creative and people-driven. | 25% AI helps |
| Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance. Meetings are live and human-led; AI preps agendas and notes. | 22% AI helps |
| Provide for stewardship of plant or animal resources or habitats, studying land use, monitoring animal populations, or providing shelter, resources, or medical treatment for animals. Habitat work and animal care are physical field tasks. | 5% Needs a person |
How natural sciences managers compare
All occupations (923)
Management (56)
Pay and outlook in the US
- Median pay
- $167,220 a year, May 2025
- People employed
- 108,690 in the US, May 2025
- Projected change in jobs
- +8.2% from 2024 to 2034
Skills to build
- Approve and review expenditures in SAP software
- Sign off compliance standards and SOPs before release
- Check AI-drafted reports against raw data in Excel
- Set project milestones and critical path in Microsoft Project
- Run hiring interviews and staff performance evaluations
- Lead client briefings on research findings in PowerPoint
Safer roles nearby
5 related occupations with lower scores.
Questions about natural sciences managers and AI
Will AI replace natural sciences managers?
Partly. About 4 in 10 working hours go to tasks AI can already do, mostly drafting project proposals and writing research reports. What stays with people is strategy, staff decisions and compliance sign-off.
Which tasks will AI take from natural sciences managers?
Proposal drafting, report writing and SOP drafting carry the highest exposure. AI writes most first-draft proposal text, drafts research reports and summarises results, and produces SOP and standards drafts because these tasks are text-heavy.
Which tasks stay with natural sciences managers?
Hiring and evaluating staff, client relationships and conferring with regulators stay human. Each scores 22 to 25 on exposure because the work depends on live judgement about people and trust, while AI only prepares agendas, notes and paperwork around it.
How can natural sciences managers stay valuable?
Keep the decisions that need human judgement, and check every draft AI produces. Approve budgets and expenditures in SAP software yourself, check AI-drafted reports against raw data in Excel before release, and sign off SOPs before they go live. Spend the time saved on hiring, client meetings and goal setting.
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Next steps for natural sciences managers
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