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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

  • 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.

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

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

  • Confer with legal counsel on claims requiring litigation.

  • Pay and process claims within designated authority level.

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

  • 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.

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

  • 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.

  • 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.

  • Obtain credit information from banks and other credit services.

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

  • Attend mediations or trials.

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

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

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

  • Collect evidence to support contested claims in court.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles