Often Missing SkillsImpact Evaluation DesignCausal InferenceData Pipeline DesignData DocumentationData GovernancePrivacy ComplianceExperiment DesignReproducible ReportingVersion ControlPresentation Skills
Development SuggestionsBuild one end-to-end portfolio project using a public dataset, including data cleaning, analysis, and a short policy brief. Practice explaining results to non-technical audiences. Strengthen evaluation skills by learning core comparison approaches and when they are appropriate. Adopt simple workflow habits such as version control, consistent documentation, and repeatable reporting.