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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

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

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

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

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

  • Obtain credit information from banks and other credit services.

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

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

  • 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.

  • Attend mediations or trials.

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

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

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

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

  • 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.

  • Pay and process claims within designated authority level.

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

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

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

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

  • 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.

  • Collect evidence to support contested claims in court.

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

Technologies & Software

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

Alternative Job Titles