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Automation Risk Analysis

Will “Copy Editor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #481 of 702. Estimated risk: 84.0%

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AI Exposure Risk

59%

“Copy Editor” 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%

“Copy Editor” 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.

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

  • 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.

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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