Often Missing SkillsExposure Data ManagementModel GovernanceScenario DesignUncertainty CommunicationGIS Workflow AutomationClaims Data AnalysisPortfolio Risk ReportingData Visualization
Development SuggestionsBuild a small end to end project that starts with exposure data, applies a hazard layer, estimates losses, and produces a short report for a business audience. Practice explaining uncertainty clearly, and create reusable scripts for geospatial processing and reporting.