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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

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

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

  • 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.

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

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

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

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

Technologies & Software

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