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Automation Risk Analysis

Will “Psychometric Consultant” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Psychometric 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%

“Psychometric 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

  • 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.

  • 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.

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

  • 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.

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

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

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

  • 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.

  • Prepare and structure data warehouses for storing data.

  • 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.

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

  • 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.

Technologies & Software

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