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Automation Risk Analysis

Will “Sports Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Sports 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%

“Sports 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

  • Prepare and structure data warehouses for storing data.

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

  • 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.

  • 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 in peer-reviewed papers and technical manuals.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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