Often Missing SkillsCloud ComputingWorkflow AutomationModel ValidationUncertainty QuantificationVersion ControlReproducible ResearchData Engineering
Development SuggestionsBuild a small portfolio that shows end-to-end work: data collection or ingestion, quality checks, modeling, validation, and a clear written summary. Practice using version control and reproducible workflows so results can be trusted and repeated. Add one cloud-based project to demonstrate you can scale analyses beyond a personal computer.