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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, 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.

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

  • Confer with legal counsel on claims requiring litigation.

  • Pay and process claims within designated authority level.

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

  • Collect evidence to support contested claims in court.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Report overpayments, underpayments, and other irregularities.

  • Obtain credit information from banks and other credit services.

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

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

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

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

  • Attend mediations or trials.

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

Technologies & Software

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

Alternative Job Titles