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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

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

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

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

  • Obtain credit information from banks and other credit services.

  • 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.

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

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

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

  • Confer with legal counsel on claims requiring litigation.

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

  • Collect evidence to support contested claims in court.

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

  • 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, 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.

  • Report overpayments, underpayments, and other irregularities.

  • Pay and process claims within designated authority level.

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

  • Attend mediations or trials.

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles