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Automation Risk Analysis

Will “Demographer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Demographer” 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%

“Demographer” 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 sources of information to determine any limitations, in terms of reliability or usability.

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

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

  • 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.

  • 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.

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

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

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

Technologies & Software

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