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Automation Risk Analysis

Will “Claims Approver” 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 Approver” 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 Approver” 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

  • Collect evidence to support contested claims in court.

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

  • 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.

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

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

  • 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.

  • Attend mediations or trials.

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

  • 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.

  • 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.

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

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

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

  • Pay and process claims within designated authority level.

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

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

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

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

  • 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.

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

  • Obtain credit information from banks and other credit services.

Technologies & Software

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

Alternative Job Titles