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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

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

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

  • Obtain credit information from banks and other credit services.

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

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

  • Attend mediations or trials.

  • Confer with legal counsel on claims requiring litigation.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Pay and process claims within designated authority level.

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

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

Technologies & Software

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

Alternative Job Titles