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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

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

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

  • Attend mediations or trials.

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Pay and process claims within designated authority level.

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

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

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

  • Confer with legal counsel on claims requiring litigation.

  • Report overpayments, underpayments, and other irregularities.

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

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

  • 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.

  • Obtain credit information from banks and other credit services.

  • Collect evidence to support contested claims in court.

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

  • 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

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

Alternative Job Titles