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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

  • 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.

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

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

  • 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.

  • 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.

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

  • 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.

Technologies & Software

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