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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

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

  • Attend mediations or trials.

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

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

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

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

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

  • 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.

  • 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.

  • Collect evidence to support contested claims in court.

  • Pay and process claims within designated authority level.

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

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

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

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

  • Obtain credit information from banks and other credit services.

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

  • Confer with legal counsel on claims requiring litigation.

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

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

  • 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.

  • 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.

  • Report overpayments, underpayments, and other irregularities.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles