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Automation Risk Analysis

Will “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%

“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%

“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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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, including information in the form of graphs, charts, and tables.

Technologies & Software

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