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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 claims forms and other records to determine insurance coverage.

  • Obtain credit information from banks and other credit services.

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

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

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

  • Attend mediations or trials.

  • 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.

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

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

  • 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.

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

  • Pay and process claims within designated authority level.

  • Collect evidence to support contested claims in court.

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

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

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

  • 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.

  • Confer with legal counsel on claims requiring litigation.

  • 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.

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

  • Report overpayments, underpayments, and other irregularities.

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles