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Automation Risk Analysis

Will “Compiler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #366 of 702. Estimated risk: 66.0%

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AI Exposure Risk

58%

“Compiler” 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%

“Compiler” 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

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

  • Check source data to verify completeness and accuracy.

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

  • Select statistical tests for analyzing data.

  • Send out surveys.

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

  • 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.

  • Interview people and keep track of their responses.

  • Participate in the publication of data or information.

  • Discuss data presentation requirements with clients.

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

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

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

Technologies & Software

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