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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

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

  • Collect evidence to support contested claims in court.

  • Report overpayments, underpayments, and other irregularities.

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

  • Pay and process claims within designated authority level.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Attend mediations or trials.

  • 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.

  • Obtain credit information from banks and other credit services.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles