Here, Donna Coles presents a Workout Wednesday challenge built around a common and costly data mistake: reporting a simple average when the correct metric is a weighted average. The challenge uses Superstore data to make the difference visible and measurable. It's a good exercise for analysts who build dashboards for business stakeholders - the kind of thing that passes review but quietly produces wrong conclusions.