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Automation Risk Analysis

Will “Punch Card Operator” 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%

“Punch Card Operator” 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%

“Punch Card Operator” 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

  • Select materials needed to complete work assignments.

  • Maintain logs of activities and completed work.

  • Store completed documents in appropriate locations.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles