AI JOB RISK SCANNER
O*NET-SOC 15-2041.01 / model V11 rated-task engine

Will AI replace
Biostatisticians?

Develop and apply biostatistical theory and methods to the study of life sciences.

Estimated AI task exposure
91%

Very 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

81/100

Physical moat

4/100

Human moat

22/100

Rating coverage

100%

25 task statements / 25 rated

Highest-weighted occupation tasks

Write program code to analyze data with statistical analysis software.
Importance 82/100Relevance 100/100Frequency 47/100Weight 0.80
Draw conclusions or make predictions, based on data summaries or statistical analyses.
Importance 88/100Relevance 100/100Frequency 39/100Weight 0.80
Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.
Importance 85/100Relevance 100/100Frequency 42/100Weight 0.80
Provide biostatistical consultation to clients or colleagues.
Importance 81/100Relevance 100/100Frequency 45/100Weight 0.79
Prepare tables and graphs to present clinical data or results.
Importance 82/100Relevance 96/100Frequency 43/100Weight 0.78
Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.
Importance 82/100Relevance 100/100Frequency 35/100Weight 0.77
Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
Importance 79/100Relevance 100/100Frequency 37/100Weight 0.77
Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
Importance 79/100Relevance 100/100Frequency 37/100Weight 0.77
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.
Importance 84/100Relevance 100/100Frequency 28/100Weight 0.76
Develop or implement data analysis algorithms.
Importance 79/100Relevance 96/100Frequency 41/100Weight 0.76

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

$105,650

BLS OEWS May 2025

National employment

29,030

BLS OEWS May 2025

Projected growth

+11.0%

BLS Employment Projections 2025–2035

Average annual openings

2

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

Electric Motor, Power Tool, and Related Repairers

5%

86 points lower exposure • 53% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

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

Helpers--Extraction Workers

5%

86 points lower exposure • 53% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

82 points lower exposure • 56% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

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

Millwrights

5%

86 points lower exposure • 54% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

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

Cement Masons and Concrete Finishers

6%

85 points lower exposure • 56% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

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

Outdoor Power Equipment and Other Small Engine Mechanics

5%

86 points lower exposure • 52% profile similarity

Median wage: $47,880 Growth 2025–2035: +2.3% Annual openings: 4

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

  • domain expertise
  • exception handling
  • accountability for outcomes

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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