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Automation Risk Analysis

Will “Disability Specialist” 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%

“Disability Specialist” 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%

“Disability Specialist” 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

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

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

  • 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.

  • Confer with legal counsel on claims requiring litigation.

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

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

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

  • Attend mediations or trials.

  • 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.

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

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

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

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

  • Obtain credit information from banks and other credit services.

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

  • 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.

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

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

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

  • 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.

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

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

  • Report overpayments, underpayments, and other irregularities.

  • Pay and process claims within designated authority level.

  • 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.

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

Technologies & Software

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

Alternative Job Titles