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Automation Risk Analysis

Will “Accident Investigator” 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%

“Accident Investigator” 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%

“Accident Investigator” 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

  • 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.

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

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

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

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

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

  • Confer with legal counsel on claims requiring litigation.

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

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

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

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

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

  • Obtain credit information from banks and other credit services.

  • Attend mediations or trials.

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

  • 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.

  • 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.

  • 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.

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

  • Pay and process claims within designated authority level.

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

Technologies & Software

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

Alternative Job Titles