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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.

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • 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.

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

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

  • Confer with legal counsel on claims requiring litigation.

  • 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.

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

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

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

  • Pay and process claims within designated authority level.

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

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

  • Obtain credit information from banks and other credit services.

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

  • Report overpayments, underpayments, and other irregularities.

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

Technologies & Software

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

Alternative Job Titles