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Automation Risk Analysis

Will “Adjustment Clerk” 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%

“Adjustment Clerk” 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%

“Adjustment Clerk” 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

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

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

  • Pay and process claims within designated authority level.

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

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

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

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

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

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

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

  • 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.

  • Report overpayments, underpayments, and other irregularities.

  • Obtain credit information from banks and other credit services.

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

  • 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.

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

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

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

  • 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.

  • 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.

  • Collect evidence to support contested claims in court.

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

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

  • Attend mediations or trials.

  • 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.

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

Technologies & Software

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

Alternative Job Titles