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Automation Risk Analysis

Will “Fire 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 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 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

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

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

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

  • 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.

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

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

  • Attend mediations or trials.

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

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

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

  • Pay and process claims within designated authority level.

  • Obtain credit information from banks and other credit services.

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

  • Confer with legal counsel on claims requiring litigation.

  • Collect evidence to support contested claims in court.

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles