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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

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

  • 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.

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

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

  • Confer with legal counsel on claims requiring litigation.

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

  • Obtain credit information from banks and other credit services.

  • Collect evidence to support contested claims in court.

  • 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.

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

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

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

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

  • Pay and process claims within designated authority level.

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

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

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

  • 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.

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

  • 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.

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

  • Report overpayments, underpayments, and other irregularities.

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

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

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

  • Attend mediations or trials.

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

Technologies & Software

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

Alternative Job Titles