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Automation Risk Analysis

Will “General 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%

“General 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%

“General 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

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

  • Attend mediations or trials.

  • Confer with legal counsel on claims requiring litigation.

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

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

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

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

  • Collect evidence to support contested claims in court.

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

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

  • 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.

  • Obtain credit information from banks and other credit services.

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

Technologies & Software

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

Alternative Job Titles