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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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

  • 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.

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

Technologies & Software

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