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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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

  • Prepare and structure data warehouses for storing data.

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

Technologies & Software

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