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Automation Risk Analysis

Will “Content Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #481 of 702. Estimated risk: 84.0%

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AI Exposure Risk

59%

“Content Analyst” 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%

“Content Analyst” 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

  • 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.

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

  • 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.

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

  • 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.

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

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

  • 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.

Technologies & Software

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