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Automation Risk Analysis

Will “Auto Collision Estimator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #685 of 702. Estimated risk: 98.0%

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AI Exposure Risk

47%

“Auto Collision 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%

“Auto Collision 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

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

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

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

  • Determine salvage value on total-loss vehicle.

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

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

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

Technologies & Software

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