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Automation Risk Analysis

Will “Statistical Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Statistical Scientist” 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%

“Statistical Scientist” 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.

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

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

  • 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.

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

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

  • Supervise and provide instructions for workers collecting and tabulating 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, including information in the form of graphs, charts, and tables.

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

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

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

  • Prepare and structure data warehouses for storing data.

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

  • 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.

  • 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.

Technologies & Software

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