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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.

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

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

  • 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.

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

  • 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.

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

  • 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.

Technologies & Software

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