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Automation Risk Analysis

Will “Data Analytics 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 Analytics 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 Analytics 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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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