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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

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

  • Send out surveys.

  • Check source data to verify completeness and accuracy.

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

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

  • Interview people and keep track of their responses.

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

  • Select statistical tests for analyzing data.

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

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

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

  • Participate in the publication of data or information.

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

  • Discuss data presentation requirements with clients.

Technologies & Software

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