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Automation Risk Analysis

Will “Legal Proofreader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #481 of 702. Estimated risk: 84.0%

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AI Exposure Risk

59%

“Legal Proofreader” 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%

“Legal Proofreader” 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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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