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Automation Risk Analysis

Will “Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Statistician” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 65% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

22%

“Statistician” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 22% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Statisticians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $112,330
Avg. Hourly Wage $54.01
Available Jobs (US) 29,800
Job Title & Hierarchy Code (SOC) Statisticians #15-2041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Statisticians”

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Core Skills & Abilities

  • Develop software applications or programming for statistical modeling and graphic analysis.

  • Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.

  • Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.

  • Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.

  • Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.

  • Supervise and provide instructions for workers collecting and tabulating data.

  • Prepare and structure data warehouses for storing data.

  • Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.

  • Report results of statistical analyses in peer-reviewed papers and technical manuals.

  • Analyze and interpret statistical data to identify significant differences in relationships among sources of information.

  • Process large amounts of data for statistical modeling and graphic analysis, using computers.

  • Evaluate sources of information to determine any limitations, in terms of reliability or usability.

  • Develop and test experimental designs, sampling techniques, and analytical methods.

  • Identify relationships and trends in data, as well as any factors that could affect the results of research.

  • Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.

  • Determine whether statistical methods are appropriate, based on user needs or research questions of interest.

  • Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.

  • Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.

  • Report results of statistical analyses, including information in the form of graphs, charts, and tables.

Technologies & Software

  • Codeium
  • IBM SPSS AnswerTree
  • Llama (Meta)
  • Cursor AI
  • Microsoft SQL Server
  • Microsoft Office software
  • Perplexity AI
  • Camfit Data Limited Microfit
  • Insightful S-PLUS
  • SAP software
  • Statistical Solutions BMDP
  • DeepSeek
  • XLISP-STAT
  • IBM DB2
  • Claude (Anthropic)
  • NCSS Power Analysis and Sample Size PASS
  • Apache Hadoop
  • UNIX
  • v0 by Vercel
  • Systat Software SigmaPlot
  • STATISTICA
  • Qwen (Alibaba)
  • Amazon Redshift
  • Gemini Code Assist
  • Scientific Software International SSI LISREL
  • Microsoft Word
  • Lovable.dev
  • Extensible markup language XML
  • Nova (Amazon)
  • SAS
  • SAP PowerBuilder
  • GitHub Copilot
  • The MathWorks MATLAB
  • Visual Numerics TS-WAVE
  • Bolt.new
  • Apache Pig
  • IBM SPSS Amos
  • IBM SPSS Statistics
  • Structured query language SQL
  • R
  • Microsoft Visual FoxPro
  • Kimi (Moonshot AI)
  • UNISTAT Statistical Package
  • Python
  • Amazon CodeWhisperer
  • Muthen & Muthen Mplus
  • Mistral (Mistral AI)
  • Aptech Systems GAUSS
  • Stat-Ease Design-Expert
  • Tabnine
  • Mistral AI (chat/models)
  • SAS/CONNECT
  • Amazon Web Services AWS software
  • Tableau
  • Stat-Ease Design-Ease
  • NCR Teradata Warehouse Miner
  • Gemini (Google)
  • DataDescription DataDesk
  • Microsoft Access
  • Sun Microsystems Java
  • Systat Software SigmaStat
  • Econometric Software LIMDEP
  • Angoss KnowledgeSEEKER
  • SuperANOVA
  • Cytel StatXact
  • Scientific Software International SSI Hierarchical Linear and Non-Linear Modeling HLM
  • Linux
  • Quantitative Micro Software EViews
  • Teradata Database
  • Microsoft PowerPoint
  • SAS Enterprise Miner
  • SAS JMP
  • RAT-STATS
  • Apache Spark
  • XGobi
  • C++
  • Microsoft Excel
  • GraphPad Software GraphPad Prism
  • Google Antigravity
  • Formula translation/translator FORTRAN
  • Microsoft Visual Basic
  • Automatic Forecasting Systems Autobox
  • Statistical software
  • Devin (Cognition AI)
  • Common business oriented language COBOL
  • ChatGPT (OpenAI)
  • StataCorp Stata
  • Wolfram Research Mathematica
  • Grok (xAI)
  • Minitab
  • Qlik Tech QlikView
  • Microsoft Visual Basic for Applications VBA
  • StatPoint STATGRAPHICS Centurion
  • Desktop computers
  • Personal computers
  • Laptop computers