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Automation Risk Analysis

Will “Field Liability Generalist” 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%

“Field Liability Generalist” 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%

“Field Liability Generalist” 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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

  • Collect evidence to support contested claims in court.

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

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

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

  • Attend mediations or trials.

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

  • 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.

  • Report overpayments, underpayments, and other irregularities.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles