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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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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