Dashboards become powerful when paired with interpretation. This module teaches you to analyze week-over-week variances in marketing KPIs, identify what drives changes, and add narrative annotations that help stakeholders understand the story behind the numbers.

Modern campaigns span multiple channels; understanding each one’s contribution is essential. This module teaches you to analyze multi-channel journey performance to inform campaign decisions, assessing how email, social, and webinar touchpoints work together to create MQLs and drive pipeline growth.

Contribution analysis helps you determine which channels contribute to conversion, while attribution models help you decide how to rank those channels; attribution turns broad channel data into clearly analyzed and weighed data to help drive budget decisions. This module teaches you to apply attribution logic to evaluate channel efficiency using CPA, CTR, ROI, and ROAS, then make budget reallocation recommendations that maximize pipeline return. Each metric works together to inform decisions about where to invest, reduce, or test budget allocation across channels.

Post-launch campaign reviews, transform campaign endings into learning beginnings. This module teaches you to conduct structured 30-day reviews that compare actual results against forecasts, identify performance drivers, and document insights that improve future campaigns.

Insights become valuable when translated into action. This module teaches you to transform post-launch performance findings into actionable recommendations and create stakeholder presentations that communicate outcomes, insights, and hypotheses for continuous improvement.

Demonstrate your analytics mastery with a comprehensive post-launch review. You'll use a Power BI or Excel dashboard starter template to build campaign visuals, compare actuals against forecast, analyze channel and segment performance, review attribution and efficiency metrics, make optimization recommendations, and create a concise executive presentation that communicates insights, risks, assumptions, and forward-looking hypotheses.