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Automation Risk Analysis

Will “Data Analyst 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 Analyst 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 Analyst 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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Prepare and structure data warehouses for storing data.

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

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

  • 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.

Technologies & Software

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