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Automation Risk Analysis

Will “Clerical Adjuster” 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%

“Clerical Adjuster” 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%

“Clerical Adjuster” 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

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

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

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

  • Pay and process claims within designated authority level.

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

  • 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.

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

  • 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.

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

  • 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.

  • Collect evidence to support contested claims in court.

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

  • Obtain credit information from banks and other credit services.

  • 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.

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

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

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

  • 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.

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

  • Report overpayments, underpayments, and other irregularities.

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

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

  • Confer with legal counsel on claims requiring litigation.

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

  • Attend mediations or trials.

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

Technologies & Software

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

Alternative Job Titles