Often Missing SkillsExperiment DesignAttribution AnalysisForecastingMetric DefinitionData Quality ManagementPresentation SkillsMarketing Channel Knowledge
Development SuggestionsPractice turning business questions into measurable metrics, run at least two controlled tests end to end, and build a simple forecasting model for spend and results. Strengthen communication by writing one page summaries that link insights to a clear recommendation and expected impact.