Often Missing SkillsMulti-touch AttributionPipeline AnalyticsAudience SegmentationLanding Page OptimizationSales AlignmentMarketing Data QualityExperiment DesignBudget Forecasting
Development SuggestionsBuild a portfolio of campaigns with clear targets and results, strengthen reporting using consistent definitions for leads and pipeline, and run a regular testing program that documents learnings and next steps.