Occupation baseline · Research consensus
Will AI replace Statisticians?
Baseline AI displacement risk for Statisticians, aggregated from 7 research sources.
What this score means
Statisticians is among the more exposed roles in Technology. A large share of the work, especially its routine and text heavy parts, is already within reach of current AI, though the harder judgment calls still need a person. At 58 out of 100 it scores 3 points above the Technology average of 55. Across the 7 sources behind this baseline, individual estimates run from 45 to 71, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Statisticians, most central first, showing 12 of 19.
- 01Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
- 02Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
- 03Report results of statistical analyses, including information in the form of graphs, charts, and tables.
- 04Determine whether statistical methods are appropriate, based on user needs or research questions of interest.
- 05Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
- 06Develop and test experimental designs, sampling techniques, and analytical methods.
- 07Identify relationships and trends in data, as well as any factors that could affect the results of research.
- 08Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.
- 09Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.
- 10Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
- 11Evaluate sources of information to determine any limitations, in terms of reliability or usability.
- 12Process large amounts of data for statistical modeling and graphic analysis, using computers.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 7 research sources that scored Statisticians for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03WORKBank: Expert-Rated Automation Capacity of Occupational Tasks · 2026Shao, Zope, Jiang, Pei, Nguyen, Brynjolfsson, Yang, Stanford (2026)
- 04Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 05Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 06GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 07AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Statisticians?
- Published research puts Statisticians at 58 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Statisticians?
- Only partly. Individual estimates for Statisticians run from 45 to 71 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which technology roles face similar AI exposure?
- The closest published technology roles to Statisticians by score are Computer User Support Specialists (58/100), Digital Forensics Analysts (58/100), and Operations Research Analysts (58/100). Each has its own page with the research behind its number.
Also covers
Analytical Statistician · Applied Scientist · Applied Statistician · Biometrician · Clinical Analyst · Data Analyst · Data Analyst Specialist · Data Analytics Specialist and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More technology occupations
- Clinical Data Managers59/100
- Computer Programmers59/100
- Database Administrators59/100
- Computer User Support Specialists58/100
- Digital Forensics Analysts58/100
- Operations Research Analysts58/100
- Biostatisticians57/100
- Document Management Specialists57/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.