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Automation Risk Analysis

Will “Data Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Data Specialist” 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 Specialist” 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

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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