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Automation Risk Analysis

Will “Applied Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Applied 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%

“Applied 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

  • 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.

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

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

  • 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.

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

  • 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.

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

  • 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.

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

Technologies & Software

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