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Automation Risk Analysis

Will “Mathematical Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Mathematical 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%

“Mathematical 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

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

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

  • 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.

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

  • 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.

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

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

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

Technologies & Software

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