1.Contrasting Raw Volume with Normalized Engagement
Combo and Bubble Dashboard · 2026
This adjacent workflow from digital marketing demonstrates how to avoid misleading volume metrics. An analyst needed to evaluate four platforms that appeared identical in raw reach, with average views hovering around 2.55M and 2.40M. By using a combo chart and a bubble chart, they revealed that engagement rates diverged sharply, peaking near 65% for two platforms while dropping below 50% for another. For HR professionals measuring staff engagement, this method is highly transferable. Instead of looking at raw survey completions across varying department sizes, teams can visualize normalized interaction efficiency to accurately compare engagement levels across different business units.
What it shows:
Normalize interaction data to uncover behavioral differences hidden by raw volume metrics.




