Often Missing SkillsScientific ProgrammingData ManagementModel ValidationUncertainty AnalysisVersion ControlResearch ReproducibilityStakeholder CommunicationProject Budgeting
Development SuggestionsBuild a portfolio that shows end to end work: a clear question, a well documented method, clean data handling, and a defensible conclusion. Practice presenting results to non scientists, and adopt basic engineering habits like version control and structured documentation.