Often Missing SkillsClear metric definitionExperiment designBudget forecastingExecutive communicationMarketing automation basicsAttribution basicsDocumentation disciplineData quality awareness
Development SuggestionsBuild a portfolio of two to three programs with a clear goal, timeline, budget, and results. Practice writing one-page program briefs and monthly performance summaries. Strengthen reporting by defining a small set of metrics, setting targets, and explaining what changed and why.