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Automation Risk Analysis

Will “Statistical Data 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 Data 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 Data 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

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

  • 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.

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

  • 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.

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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