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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

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

  • Interview people and keep track of their responses.

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

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

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

  • Discuss data presentation requirements with clients.

  • Check source data to verify completeness and accuracy.

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

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

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

  • Send out surveys.

  • Select statistical tests for analyzing data.

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

  • Participate in the publication of data or information.

Technologies & Software

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