Often Missing SkillsReproducible Workflow DesignCloud Cost AwarenessProduction Quality CodeData ModelingModel ValidationClinical Reporting StandardsCross Team Communication
Development SuggestionsBuild a small portfolio of end to end analyses using public datasets. Focus on clear documentation, version control, automated workflows, and concise result summaries. Pair scientific depth with strong coding practices and an understanding of data privacy.