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Automation Risk Analysis

Will “Liability Claims Representative” 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%

“Liability Claims Representative” 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%

“Liability Claims Representative” 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

  • Report overpayments, underpayments, and other irregularities.

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

  • 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.

  • 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.

  • Collect evidence to support contested claims in court.

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

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

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

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

  • 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.

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

  • Confer with legal counsel on claims requiring litigation.

  • 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.

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

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

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

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

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

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

  • Pay and process claims within designated authority level.

  • Obtain credit information from banks and other credit services.

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

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

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

  • Attend mediations or trials.

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

Technologies & Software

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

Alternative Job Titles