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Automation Risk Analysis

Will “Varitypist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #691 of 702. Estimated risk: 99.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

65%

“Varitypist” 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 65% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

41%

“Varitypist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 41% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Data Entry Keyers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate data entry device, such as keyboard or photo composing perforator. Duties may include verifying data and preparing materials for printing.

Avg. Annual Salary $42,070
Avg. Hourly Wage $20.22
Available Jobs (US) 135,280
Job Title & Hierarchy Code (SOC) Data Entry Keyers #43-9021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Data Entry Keyers”

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Core Skills & Abilities

  • Maintain logs of activities and completed work.

  • Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners.

  • Locate and correct data entry errors, or report them to supervisors.

  • Compile, sort, and verify the accuracy of data before it is entered.

  • Compare data with source documents, or re-enter data in verification format to detect errors.

  • Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.

  • Store completed documents in appropriate locations.

  • Select materials needed to complete work assignments.

  • Resolve garbled or indecipherable messages, using cryptographic procedures and equipment.

Technologies & Software

  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Qwen (Alibaba)
  • UiPath (RPA + AI)
  • ChatGPT (OpenAI)
  • Data entry software
  • Jenzabar ERP
  • Microsoft Office software
  • Gemini for Workspace
  • Database software
  • Llama (Meta)
  • Grok (xAI)
  • Electronic medical record EMR software
  • Blackbaud The Raiser's Edge
  • Mistral (Mistral AI)
  • FaceTime
  • Medical condition coding software
  • SAP software
  • Microsoft Dynamics
  • Perceptive Software Intelligent Capture
  • DeepSeek
  • Zapier AI
  • Healthcare common procedure coding system HCPCS
  • Grammarly AI
  • Otter.ai
  • FileMaker Pro
  • Intuit QuickBooks
  • Google Drive
  • Medical procedure coding software
  • Perplexity AI
  • Microsoft Copilot
  • Microsoft Outlook
  • Microsoft Access
  • Sage 50 Accounting
  • Google Docs
  • Nova (Amazon)
  • Gemini (Google)
  • Microsoft Dynamics GP
  • Microsoft Word
  • Claude (Anthropic)
  • Notion AI
  • Salesforce.com Salesforce CRM
  • Napkin AI
  • Microsoft PowerPoint
  • IBM Informix
  • Personal computers
  • Computer keyboards
  • Photo composing perforators
  • Multiline telephone systems
  • Computer data input scanners
  • Computer inkjet printers
  • Laser facsimile machines

Alternative Job Titles