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Automation Risk Analysis

Will “Statistical Consultant” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Statistical Consultant” 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%

“Statistical Consultant” 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

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

  • Prepare and structure data warehouses for storing data.

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

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

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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