AI JOB RISK SCANNER
O*NET-SOC 25-1043.00 / model V11 rated-task engine

Will AI replace
Forestry and Conservation Science Teachers, Postsecondary?

Teach courses in forestry and conservation science. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.

Estimated AI task exposure
66%

High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

25 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

72/100

Physical moat

12/100

Human moat

59/100

Rating coverage

100%

25 task statements / 25 rated

Highest-weighted occupation tasks

Prepare course materials, such as syllabi, homework assignments, and handouts.
Importance 92/100Relevance 100/100Frequency 60/100Weight 0.87
Evaluate and grade students' class work, assignments, and papers.
Importance 85/100Relevance 100/100Frequency 54/100Weight 0.83
Maintain student attendance records, grades, and other required records.
Importance 85/100Relevance 95/100Frequency 61/100Weight 0.83
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
Importance 83/100Relevance 100/100Frequency 54/100Weight 0.82
Initiate, facilitate, and moderate classroom discussions.
Importance 80/100Relevance 100/100Frequency 56/100Weight 0.82
Prepare and deliver lectures to undergraduate or graduate students on topics, such as forest resource policy, forest pathology, and mapping.
Importance 90/100Relevance 86/100Frequency 63/100Weight 0.82
Collaborate with colleagues to address teaching and research issues.
Importance 81/100Relevance 100/100Frequency 50/100Weight 0.80
Supervise undergraduate or graduate teaching, internship, and research work.
Importance 82/100Relevance 92/100Frequency 58/100Weight 0.80
Supervise students' laboratory or field work.
Importance 85/100Relevance 92/100Frequency 52/100Weight 0.79
Maintain regularly scheduled office hours to advise and assist students.
Importance 76/100Relevance 94/100Frequency 59/100Weight 0.79

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$101,420

BLS OEWS May 2025

National employment

1,520

BLS OEWS May 2025

Projected growth

+2.8%

BLS Employment Projections 2025–2035

Average annual openings

0

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Substitute Teachers, Short-Term

12%

54 points lower exposure • 71% profile similarity

Median wage: $41,670 Growth 2025–2035: +2.0% Annual openings: 65

stronger human/judgment moat, less digital task exposure
SAFER ALTERNATIVE

Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education

19%

47 points lower exposure • 73% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Orthotists and Prosthetists

28%

38 points lower exposure • 79% profile similarity

Median wage: $81,110 Growth 2025–2035: +12.9% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Athletes and Sports Competitors

21%

45 points lower exposure • 76% profile similarity

Median wage: $66,710 Growth 2025–2035: +5.5% Annual openings: 2

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Teaching Assistants, Special Education

22%

44 points lower exposure • 76% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Chefs and Head Cooks

12%

54 points lower exposure • 63% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • relationship building
  • judgment in ambiguous situations
  • communication and persuasion

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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