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Automation Risk Analysis

Will “Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #481 of 702. Estimated risk: 84.0%

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AI Exposure Risk

59%

“Checker” 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

29%

“Checker” 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 29% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Proofreaders and Copy Markers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Read transcript or proof type setup to detect and mark for correction any grammatical, typographical, or compositional errors. Excludes workers whose primary duty is editing copy. Includes proofreaders of braille.

Avg. Annual Salary $52,730
Avg. Hourly Wage $25.35
Available Jobs (US) 5,160
Job Title & Hierarchy Code (SOC) Proofreaders and Copy Markers #43-9081
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Proofreaders and Copy Markers”

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Core Skills & Abilities

  • Consult reference books or secure aid of readers to check references with rules of grammar and composition.

  • Archive documents, conduct research, and read copy, using the internet and various computer programs.

  • Typeset and measure dimensions, spacing, and positioning of page elements, such as copy and illustrations, to verify conformance to specifications, using printer's ruler or layout software.

  • Route proofs with marked corrections to authors, editors, typists, or typesetters for correction or reprinting.

  • Read corrected copies or proofs to ensure that all corrections have been made.

  • Compare information or figures on one record against same data on other records, or with original copy, to detect errors.

  • Correct or record omissions, errors, or inconsistencies found.

  • Write original content, such as headlines, cutlines, captions, and cover copy.

  • Mark copy to indicate and correct errors in type, arrangement, grammar, punctuation, or spelling, using standard printers' marks.

  • Read proof sheets aloud, calling out punctuation marks and spelling unusual words and proper names.

  • Consult with authors and editors regarding manuscript changes and suggestions.

Technologies & Software

  • Microsoft Word
  • Grammarly AI
  • Grok (xAI)
  • QuarkXPress
  • ChatGPT (OpenAI)
  • Adobe After Effects
  • Adobe InCopy
  • Adobe Illustrator
  • Qwen (Alibaba)
  • Adobe Acrobat
  • Napkin AI
  • Claude (Anthropic)
  • Microsoft Copilot
  • Adobe Creative Cloud software
  • Bugzilla
  • Nova (Amazon)
  • DeepSeek
  • Microsoft Outlook
  • Grammarly Editor
  • Elite Minds RightWriter
  • WordPress
  • Adobe InDesign
  • Gemini (Google)
  • AutoCrit Editing Wizard
  • Kimi (Moonshot AI)
  • After the Deadline
  • WhiteSmoke
  • Otter.ai
  • Adobe Photoshop
  • myWriterTools
  • File transfer protocol FTP client software
  • Notion AI
  • Perplexity AI
  • UiPath (RPA + AI)
  • Style guide databases
  • Intelligent Editing PerfectIt
  • Gemini for Workspace
  • HP Autonomy TeamSite
  • Microsoft Excel
  • HubSpot software
  • Adobe Captivate
  • Microsoft PowerPoint
  • Microsoft Office software
  • Apple iWork Keynote
  • Zapier AI
  • Serenity Software Editor
  • Adobe Dreamweaver
  • Pro Writing Aid
  • FileMaker Pro
  • Microsoft Access
  • Mistral (Mistral AI)
  • Adobe FrameMaker
  • Microsoft Visio
  • Avid Technology Media Composer
  • Llama (Meta)
  • InScribe
  • Apple Final Cut Pro
  • Universal serial bus USB flash drives
  • Copy machines
  • Laptop computers
  • Computer data input scanners
  • Laser facsimile machines
  • Tablet computers
  • Inkjet facsimile machines
  • Printers' rulers
  • Personal computers
  • Videoconferencing equipment