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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

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

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

  • Report overpayments, underpayments, and other irregularities.

  • Obtain credit information from banks and other credit services.

  • 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.

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

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

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

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

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

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

  • 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.

  • Collect evidence to support contested claims in court.

  • Attend mediations or trials.

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

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

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

  • Pay and process claims within designated authority level.

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

  • Confer with legal counsel on claims requiring litigation.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles