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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.

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

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

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

  • Pay and process claims within designated authority level.

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

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

  • 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.

  • 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.

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

  • Obtain credit information from banks and other credit services.

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

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

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

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

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

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

  • Attend mediations or trials.

  • 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.

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

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

  • 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.

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

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

  • Confer with legal counsel on claims requiring litigation.

  • Report overpayments, underpayments, and other irregularities.

  • Collect evidence to support contested claims in court.

Technologies & Software

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

Alternative Job Titles