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Automation Risk Analysis

Will “Insurance Appraiser” be Automated?

Historical Context: Oxford Study (2013)

Ranked #675 of 702. Estimated risk: 98.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

56%

“Insurance Appraiser” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

33%

“Insurance Appraiser” 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 33% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Claims Adjusters, Examiners, and Investigators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Review settled claims to determine that payments and settlements are made in accordance with company practices and procedures. Confer with legal counsel on claims requiring litigation. May also settle insurance claims.

Avg. Annual Salary $78,770
Avg. Hourly Wage $37.87
Available Jobs (US) 305,020
Job Title & Hierarchy Code (SOC) Claims Adjusters, Examiners, and Investigators #13-1031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Claims Adjusters, Examiners, and Investigators”

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Core Skills & Abilities

  • Refer questionable claims to investigator or claims adjuster for investigation or settlement.

  • Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis.

  • Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.

  • Resolve complex, severe exposure claims, using high service oriented file handling.

  • Investigate, evaluate, and settle claims, applying technical knowledge and human relations skills to effect fair and prompt disposal of cases and to contribute to a reduced loss ratio.

  • Conduct detailed bill reviews to implement sound litigation management and expense control.

  • Examine claims forms and other records to determine insurance coverage.

  • Confer with legal counsel on claims requiring litigation.

  • Attend mediations or trials.

  • Obtain credit information from banks and other credit services.

  • Examine claims investigated by insurance adjusters, further investigating questionable claims to determine whether to authorize payments.

  • Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies.

  • Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.

  • Supervise claims adjusters to ensure that adjusters have followed proper methods.

  • Prepare reports to be submitted to company's data processing department.

  • Communicate with former associates to verify employment record or to obtain background information regarding persons or businesses applying for credit.

  • Contact or interview claimants, doctors, medical specialists, or employers to get additional information.

  • Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.

  • Communicate with reinsurance brokers to obtain information necessary for processing claims.

  • Pay and process claims within designated authority level.

  • Examine titles to property to determine validity and act as company agent in transactions with property owners.

  • Present cases and participate in their discussion at claim committee meetings.

  • Investigate and assess damage to property and create or review property damage estimates.

  • Collect evidence to support contested claims in court.

  • Negotiate claim settlements or recommend litigation when settlement cannot be negotiated.

  • Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.

  • Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures.

  • Report overpayments, underpayments, and other irregularities.

  • Analyze information gathered by investigation and report findings and recommendations.

Technologies & Software

  • Alteryx AI
  • Microsoft Outlook
  • CCC Pathways Image Management Solution
  • Kimi (Moonshot AI)
  • Business software applications
  • Microsoft Word
  • ISO ClaimSearch
  • CGI INSideOUT
  • CSC Fault Evaluator
  • LexisNexis RiskWise
  • Xactware Xactimate
  • ChatGPT (OpenAI)
  • Llama (Meta)
  • Turtle Creek Software Goldenseal Architect
  • Magnify Predictive Targeting System
  • Bridium Claims 3
  • Insurance claims fraud detection software
  • Castek Insure3 Claims
  • Automatic Data Processing Autosource
  • Apple Safari
  • Microsoft Office software
  • Clear Technology Tranzax
  • CCC TL2000 Solution
  • Microsoft Publisher
  • Corporate Systems ClaimsPro
  • BCCORP Burkitt W5
  • Zoom
  • ARSoftware WinSMAC
  • CSC Automated Work Distributor AWD
  • Property damage, bodily injury, and liability estimation software
  • Qwen (Alibaba)
  • Fair Isaac Claims Advisor
  • Planful AI
  • Tropics Claims Reserve Management
  • Simsol for Adjusters
  • Bill review software
  • Injury Sciences EDR InSight
  • InSystems Calligo Document Management System
  • QwikQuote software
  • Automatic Data Processing Claims Manager & Dispatch
  • MapScenes Evidence Recorder
  • Grok (xAI)
  • Bramerhill ClaimsTech
  • First Notice Systems ClaimCapture
  • BCCORP W5 for Adjusters
  • Microsoft Copilot
  • Microsoft Access
  • Fair Isaac SmartAdvisor
  • Gemini for Workspace
  • Nova (Amazon)
  • Brightwork Alyce Claims Systems
  • Document management system software
  • CCC GuidePost Decision Support
  • CSC Colossus
  • Datanex ClaimTrac
  • Microsoft Excel
  • Tableau AI
  • Visual Statement Investigator Suite
  • MapScenes Pro
  • Axonwave Fraud and Abuse Management System
  • PhotoModeler
  • CGI-AMS BureauLink Enterprise
  • Mozilla Firefox
  • IBM Fraud and Abuse Management System
  • Captiva InputAccel
  • Medical procedure coding software
  • Computerized voice stress analyzer CVSA software
  • Hyland OnBase Enterprise Content Management
  • Automatic Data Processing Estimating
  • CAD Zone Insurance
  • Covansys ClaimConnect
  • DeepSeek
  • Claims processing administration and management software
  • Perplexity AI
  • DataRobot
  • CCC EZNet electronic communications network
  • Hummingbird Legal Bill Review
  • Mistral (Mistral AI)
  • ISO NetMap for Claims
  • Napkin AI
  • Healthcare common procedure coding system HCPCS
  • CCC Pathways Appraisal Quality Solution
  • StrataCare StrataWare eReview
  • Microsoft PowerPoint
  • Medical condition coding software
  • AutoClaims Direct DirectLink
  • Meta Business AI
  • 4n6xprt Systems StiffCalcs
  • Claude (Anthropic)
  • ADP software
  • Gemini (Google)
  • Agency Management Systems AMS 360
  • Field computers
  • Scanners
  • Tablet computers
  • Personal digital assistants PDA
  • Desktop computers
  • Handheld computers
  • Total stations
  • Measure markers
  • Notebook computers
  • Data collectors
  • Event data recorders
  • Personal computers
  • Mobile wireless handheld communication devices

Alternative Job Titles