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Automation Risk Analysis

Will “Fire Claims Adjuster” 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%

“Fire Claims Adjuster” 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%

“Fire Claims Adjuster” 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

  • 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.

  • Confer with legal counsel on claims requiring litigation.

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

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

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

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

  • 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.

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

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

  • Collect evidence to support contested claims in court.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Pay and process claims within designated authority level.

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

  • Obtain credit information from banks and other credit services.

  • Report overpayments, underpayments, and other irregularities.

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

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

  • Attend mediations or trials.

Technologies & Software

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

Alternative Job Titles