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Automation Risk Analysis

Will “Data Reviewer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #481 of 702. Estimated risk: 84.0%

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AI Exposure Risk

59%

“Data Reviewer” 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%

“Data Reviewer” 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

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

  • 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.

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

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

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

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

  • 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.

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

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

Technologies & Software

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