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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

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

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

  • 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.

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

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

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

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

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

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

  • Collect evidence to support contested claims in court.

  • Report overpayments, underpayments, and other irregularities.

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

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

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

  • Confer with legal counsel on claims requiring litigation.

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

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

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

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

  • 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.

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

  • Attend mediations or trials.

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

  • Obtain credit information from banks and other credit services.

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

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

  • Pay and process claims within designated authority level.

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

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

Technologies & Software

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

Alternative Job Titles