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Automation Risk Analysis

Will “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%

“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%

“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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

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

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

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

  • 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 claims forms and other records to determine insurance coverage.

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

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

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

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

  • Collect evidence to support contested claims in court.

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

  • Pay and process claims within designated authority level.

  • 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.

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

  • Confer with legal counsel on claims requiring litigation.

  • Obtain credit information from banks and other credit services.

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

  • Attend mediations or trials.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles