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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

  • Check source data to verify completeness and accuracy.

  • Send out surveys.

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

  • Interview people and keep track of their responses.

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

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

  • 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.

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

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

  • Discuss data presentation requirements with clients.

  • Select statistical tests for analyzing data.

  • Participate in the publication of data or information.

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

Technologies & Software

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