Often Missing SkillsExposure Data StandardsGeocodingModel Assumption ManagementUncertainty CommunicationVersion ControlAutomationReinsurance Contract BasicsPortfolio Optimization
Development SuggestionsBuild a strong foundation in exposure data and geospatial methods, then add automation and version control to improve speed and reliability. Practice explaining uncertainty and model limitations in simple language. Strengthen insurance and reinsurance basics to connect model outputs to pricing and contract decisions.