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Automation Risk Analysis

Will “Analytical Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Analytical 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%

“Analytical 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

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

  • 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.

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

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

  • 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.

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

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

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

  • 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.

Technologies & Software

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