Often Missing SkillsProduction Data EngineeringCloud PlatformsAutomated Quality ChecksAPI FundamentalsProject ManagementRegulatory Data Standards
Development SuggestionsBuild comfort with modern data tooling by contributing ontology updates through a tracked workflow, adding automated checks, and partnering with engineering on a small end to end integration. Strengthen domain credibility by aligning work to widely used biomedical standards and documenting clear decision rules.