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Automation Risk Analysis

Will “Statistical Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Statistical Analyst” 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%

“Statistical Analyst” 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 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.

  • Prepare and structure data warehouses for storing data.

  • Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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