Often Missing SkillsSpatial Data EngineeringData Pipeline DevelopmentCloud ComputingRemote Sensing Feature ExtractionUncertainty QuantificationModel MonitoringData GovernanceStakeholder Storytelling
Development SuggestionsBuild a portfolio with one end-to-end project that starts from raw biodiversity records and ends in a decision-ready output. Include a clear data dictionary, a reproducible workflow, and a short write-up that explains limitations and uncertainty.