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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

  • Discuss data presentation requirements with clients.

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

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

  • Select statistical tests for analyzing data.

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

  • Participate in the publication of data or information.

  • Interview people and keep track of their responses.

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

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

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

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

  • Send out surveys.

  • Check source data to verify completeness and accuracy.

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

Technologies & Software

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