Often Missing SkillsAdvanced Measurement StrategyIncrementality TestingCustomer Data ModelingChannel Deliverability ManagementPersonalization OperationsLifecycle ForecastingChange Management
Development SuggestionsBuild a portfolio of lifecycle programs with clear outcomes, strengthen measurement with test plans and reporting, and deepen technical fluency in marketing automation and data structures through hands on projects with Data and Engineering teams.