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Automation Risk Analysis

Will “Workers' Compensation Claims 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%

“Workers' Compensation Claims 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%

“Workers' Compensation Claims 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

  • Report overpayments, underpayments, and other irregularities.

  • Collect evidence to support contested claims in court.

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

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

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

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

  • 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.

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

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

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

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

  • Obtain credit information from banks and other credit services.

  • 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.

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

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

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

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

  • Confer with legal counsel on claims requiring litigation.

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

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

  • Pay and process claims within designated authority level.

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

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

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

  • Attend mediations or trials.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles