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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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Prepare and structure data warehouses for storing data.

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

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

Technologies & Software

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