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

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

  • Collect evidence to support contested claims in court.

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

  • Report overpayments, underpayments, and other irregularities.

  • 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.

  • 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.

  • Attend mediations or trials.

  • 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.

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

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

  • Obtain credit information from banks and other credit services.

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

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

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

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

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

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

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

  • 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 forms and other records to determine insurance coverage.

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

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

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

  • Pay and process claims within designated authority level.

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

Technologies & Software

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

Alternative Job Titles