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Automation Risk Analysis

Will “Quantitative Methodologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Quantitative Methodologist” 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%

“Quantitative Methodologist” 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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • 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 and structure data warehouses for storing data.

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

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

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

Technologies & Software

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