Strategic Measurement Frameworks

Distinguish between descriptive, predictive, and causal questions in marketing analytics.

Develop a framework for evaluating marketing data quality (accuracy, completeness, timeliness, consistency).

Interpret advanced performance metrics in a strategic context (LTV/CAC ratio, payback period, unit economics).

Evaluate the trade-offs between different measurement methodologies (e.g., attribution vs. incrementality).

Formulate a North Star Metric framework to align team activities with strategic business goals.

Translate high-level business objectives into a hierarchy of marketing KPIs.

Communicate data limitations and confidence levels effectively to non-technical stakeholders.

Critique a marketing report or dashboard for its clarity, relevance, and actionability.