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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

  • Pay and process claims within designated authority level.

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

  • Confer with legal counsel on claims requiring litigation.

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

  • Report overpayments, underpayments, and other irregularities.

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

  • Obtain credit information from banks and other credit services.

  • Collect evidence to support contested claims in court.

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

  • Attend mediations or trials.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles