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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

  • 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.

  • Confer with legal counsel on claims requiring litigation.

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

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

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

  • Report overpayments, underpayments, and other irregularities.

  • 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.

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

  • Collect evidence to support contested claims in court.

  • Pay and process claims within designated authority level.

  • 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.

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

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

  • Obtain credit information from banks and other credit services.

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

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

  • 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.

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

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

  • Attend mediations or trials.

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles