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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

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

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

  • Report overpayments, underpayments, and other irregularities.

  • Obtain credit information from banks and other credit services.

  • Confer with legal counsel on claims requiring litigation.

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

  • Attend mediations or trials.

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

  • 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.

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

  • 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.

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

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

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

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

  • Collect evidence to support contested claims in court.

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

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

  • 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.

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

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

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

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

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

  • Pay and process claims within designated authority level.

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

  • 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.

Technologies & Software

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

Alternative Job Titles