Often Missing SkillsExperiment DesignCausal MeasurementModel Evaluation LiteracyFeature PrioritizationData GovernancePrivacy and ConsentPersonalization Platform ThinkingChange Management
Development SuggestionsBuild a portfolio of two to three shipped personalization initiatives with clear before and after metrics. Practice writing a measurement plan for each initiative, including guardrail metrics and rollout steps. Partner closely with data science to learn model evaluation basics and to define success criteria that avoid short term metric gaming.