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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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

Technologies & Software

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