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Automation Risk Analysis

Will “Prorate Clerk” be Automated?

Historical Context: Oxford Study (2013)

Ranked #366 of 702. Estimated risk: 66.0%

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AI Exposure Risk

58%

“Prorate Clerk” 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%

“Prorate Clerk” 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.

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

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

  • Interview people and keep track of their responses.

  • Check source data to verify completeness and accuracy.

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

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

  • Select statistical tests for analyzing data.

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

  • Send out surveys.

  • 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.

Technologies & Software

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