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Automation Risk Analysis

Will “Bookman” be Automated?

Historical Context: Oxford Study (2013)

Ranked #366 of 702. Estimated risk: 66.0%

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AI Exposure Risk

58%

“Bookman” 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 58% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

26%

“Bookman” 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 26% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Statistical Assistants, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.

Avg. Annual Salary $55,470
Avg. Hourly Wage $26.67
Available Jobs (US) 5,900
Job Title & Hierarchy Code (SOC) Statistical Assistants #43-9111
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Statistical Assistants”

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Core Skills & Abilities

  • Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.

  • Interview people and keep track of their responses.

  • Compile reports, charts, or graphs that describe and interpret findings of analyses.

  • Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.

  • Select statistical tests for analyzing data.

  • Check source data to verify completeness and accuracy.

  • Enter data into computers for use in analyses or reports.

  • Organize paperwork, such as survey forms or reports, for distribution or analysis.

  • Code data prior to computer entry, using lists of codes.

  • Participate in the publication of data or information.

  • Compute and analyze data, using statistical formulas and computers or calculators.

  • Discuss data presentation requirements with clients.

  • File data and related information, and maintain and update databases.

  • Send out surveys.

Technologies & Software

  • PolySystems Asset Delphi
  • A programming language APL
  • IBM SPSS Statistics
  • Word processing software
  • Towers Perrin MoSes
  • Llama (Meta)
  • Microsoft Active Server Pages ASP
  • DeepSeek
  • Microsoft Access
  • UiPath (RPA + AI)
  • Qwen (Alibaba)
  • Avidian Technologies Prophet
  • Gemini (Google)
  • The MathWorks MATLAB
  • Grammarly AI
  • Zapier AI
  • Python
  • Microsoft Excel
  • Hyland OnBase Enterprise Content Management
  • C++
  • QSR International NVivo
  • Microsoft Visual Basic
  • Structured query language SQL
  • SAS
  • Microsoft Outlook
  • Database software
  • Microsoft Visual Studio
  • Systat Software SigmaStat
  • Mistral (Mistral AI)
  • STATISTICA
  • Data visualization software
  • Grok (xAI)
  • IBM Lotus 1-2-3
  • Microsoft Word
  • Software development tools
  • Microsoft Office software
  • Harvard Graphics
  • Oracle Java
  • Insightful S-PLUS
  • dBASE
  • Microsoft PowerPoint
  • Web browser software
  • Corel WordPerfect Office Suite
  • Benfield ReMetrica
  • Google Workspace software
  • Notion AI
  • GGY AXIS
  • StataCorp Stata
  • Perplexity AI
  • Microsoft Copilot
  • C#
  • Wolfram Research Mathematica
  • Kimi (Moonshot AI)
  • Otter.ai
  • Oracle PL/SQL
  • Gemini for Workspace
  • Nova (Amazon)
  • SAP BusinessObjects Crystal Reports
  • ChatGPT (OpenAI)
  • Tableau
  • Bentley MicroStation
  • Napkin AI
  • Claude (Anthropic)
  • Minitab
  • R
  • Personal computers
  • Supercomputers
  • Universal serial bus USB flash drives
  • Desktop computers
  • Laptop computers
  • Liquid crystal display LCD video projectors
  • Graphing calculators
  • 10-key calculators