AI JOB RISK SCANNER
O*NET-SOC 15-2041.00 / model V11 rated-task engine

Will AI replace
Statisticians?

Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.

Estimated AI task exposure
95%

Very High exposure

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

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

Digital/info work

85/100

Physical moat

2/100

Human moat

22/100

Rating coverage

100%

19 task statements / 19 rated

Highest-weighted occupation tasks

Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
Importance 92/100Relevance 100/100Frequency 65/100Weight 0.88
Report results of statistical analyses, including information in the form of graphs, charts, and tables.
Importance 88/100Relevance 100/100Frequency 60/100Weight 0.86
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
Importance 92/100Relevance 100/100Frequency 54/100Weight 0.85
Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
Importance 87/100Relevance 100/100Frequency 60/100Weight 0.85
Identify relationships and trends in data, as well as any factors that could affect the results of research.
Importance 83/100Relevance 100/100Frequency 60/100Weight 0.84
Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
Importance 88/100Relevance 95/100Frequency 54/100Weight 0.82
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
Importance 81/100Relevance 100/100Frequency 54/100Weight 0.82
Develop and test experimental designs, sampling techniques, and analytical methods.
Importance 84/100Relevance 100/100Frequency 48/100Weight 0.81
Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
Importance 82/100Relevance 100/100Frequency 48/100Weight 0.80
Process large amounts of data for statistical modeling and graphic analysis, using computers.
Importance 76/100Relevance 100/100Frequency 56/100Weight 0.80

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

86 points lower exposure • 53% profile similarity

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

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

Cement Masons and Concrete Finishers

6%

89 points lower exposure • 53% profile similarity

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

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

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

8%

87 points lower exposure • 53% profile similarity

Median wage: $35,660 Growth 2025–2035: -2.4% Annual openings: 72

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

Control and Valve Installers and Repairers, Except Mechanical Door

10%

85 points lower exposure • 53% profile similarity

Median wage: $74,340 Growth 2025–2035: +4.3% Annual openings: 4

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

Chefs and Head Cooks

12%

83 points lower exposure • 53% profile similarity

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

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

Hazardous Materials Removal Workers

11%

84 points lower exposure • 54% profile similarity

Median wage: $49,450 Growth 2025–2035: +1.5% Annual openings: 4

stronger human/judgment moat, more physical-world work

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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