Often Missing SkillsMarketing Automation ArchitectureData Modeling BasicsAttribution FundamentalsDeliverability ManagementIntegration BasicsExperiment DesignConsent ManagementDocumentation Standards
Development SuggestionsStrengthen platform depth by building a full lifecycle program with clear entry rules, exit rules, and measurement. Improve data skills by learning how customer records, fields, and events connect across systems. Practice reporting by defining a small set of metrics for each campaign and reviewing results on a regular cadence.