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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

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

  • 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.

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

  • Pay and process claims within designated authority level.

  • Obtain credit information from banks and other credit services.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Confer with legal counsel on claims requiring litigation.

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

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

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

  • Collect evidence to support contested claims in court.

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

  • 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.

  • Attend mediations or trials.

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

Technologies & Software

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

Alternative Job Titles