Educational Instruction and Library · United States (national)
Environmental Science Teachers, Postsecondary
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is moderately exposed to automation, and meaningful change looks likely over the next 5 to 10 years.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 30.4 to 54.4
Physical / roboticsrange 7.4 to 31.4
When the change is likely
Partial, 5 to 10 yearslocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Use your 5 to 10 year runway
Change here is gradual. Build resilient skills steadily and watch the signals rather than waiting for a shock.
It is skill-adjacent and less exposed (39.8 vs 42). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Evaluate and grade students' class work, laboratory work, assignments, and papers.
50.0
Prepare course materials, such as syllabi, homework assignments, and handouts.
50.0
Supervise students' laboratory and field work.
100.0
Advise students on academic and vocational curricula and on career issues.
100.0
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
50.0
Supervise undergraduate or graduate teaching, internship, and research work.
100.0
Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
50.0
Initiate, facilitate, and moderate classroom discussions.
100.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Supervise students' laboratory and field work.
Task: Advise students on academic and vocational curricula and on career issues.
Lower-risk adjacent roles
Biological Science Teachers, Postsecondary
39.8
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary
40.0
Chemistry Teachers, Postsecondary
40.2
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Environmental Science Teachers, Postsecondary to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 42.4, robotics 19.4.
The timeline comes from the higher axis (42.4), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.