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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

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

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

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

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

  • 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.

  • Attend mediations or trials.

  • Collect evidence to support contested claims in court.

  • 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.

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

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

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

  • 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.

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

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

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

  • Obtain credit information from banks and other credit services.

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

  • 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.

Technologies & Software

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

Alternative Job Titles