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Automation Risk Analysis

Will “Collision Repair Estimator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #685 of 702. Estimated risk: 98.0%

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AI Exposure Risk

47%

“Collision Repair Estimator” will probably not 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 47% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

40%

“Collision Repair Estimator” 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 40% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Insurance Appraisers, Auto Damage, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Appraise automobile or other vehicle damage to determine repair costs for insurance claim settlement. Prepare insurance forms to indicate repair cost or cost estimates and recommendations. May seek agreement with automotive repair shop on repair costs.

Avg. Annual Salary $77,050
Avg. Hourly Wage $37.04
Available Jobs (US) 7,790
Job Title & Hierarchy Code (SOC) Insurance Appraisers, Auto Damage #13-1032
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Insurance Appraisers, Auto Damage”

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Core Skills & Abilities

  • Determine salvage value on total-loss vehicle.

  • Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.

  • Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.

  • Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.

  • Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.

  • Prepare insurance forms to indicate repair cost estimates and recommendations.

  • Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.

Technologies & Software

  • Cost estimating software
  • Microsoft Windows
  • App Software Associations AppTrak.net
  • Mitchell International Mitchell WorkCenter
  • A-T Solutions Easy Street Draw
  • Microsoft Word
  • Napkin AI
  • Perplexity AI
  • NCH Software Express Invoice
  • Microsoft Excel
  • Meridian Technologies SurePoint
  • Microsoft PowerPoint
  • Disassembler software
  • Alteryx AI
  • Microsoft Office software
  • Information Services Inc. CCC Pathways Appraisal Solution
  • Web-Est estimating software
  • Email software
  • Meta Business AI
  • Planful AI
  • Microsoft Outlook
  • Solera Audatex Estimating
  • Swan River Software Estimiser Pro
  • DataRobot
  • Adobe Acrobat
  • Tableau AI
  • Gemini for Workspace
  • Web browser software
  • ChatGPT (OpenAI)
  • Vertafore ImageRight
  • Microsoft Copilot
  • Claude (Anthropic)
  • Compact digital cameras
  • Measure markers
  • Desktop computers
  • Tire tread depth gauges
  • Laptop computers
  • Tablet computers
  • Laser facsimile machines"
  • Measuring tapes
  • Hand calculators
  • Electronic digital theodolites
  • Computer laser printers