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Automation Risk Analysis

Will “Chart Changer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #366 of 702. Estimated risk: 66.0%

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AI Exposure Risk

58%

“Chart Changer” 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%

“Chart Changer” 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

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

  • Participate in the publication of data or information.

  • Check source data to verify completeness and accuracy.

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

  • Interview people and keep track of their responses.

  • 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.

  • Discuss data presentation requirements with clients.

  • Send out surveys.

  • 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.

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

  • Select statistical tests for analyzing data.

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

Technologies & Software

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