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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

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

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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