Executive performance dashboard for Superstore sales, profitability, logistics and returns.

Built from top-level pre-aggregated Superstore data: 8,399 orders, 4 years, 4 regions, 795 customers, 17 sub-categories and linked returns. Designed for rapid C-suite diagnosis, not decoration.

Sales performance over time

Monthly revenue and profit with rolling average trend line

Revenue + profit trend Toggle year to isolate seasonality
Performance readoutAuto-updated

Geographic heatmap panel

Region performance and top states ranked by margin

Sales by regionClick bar to filter
Top 10 states by profit marginRanked by margin quality

Product intelligence

Category → sub-category sales tiles color-coded by profit margin

Treemap-style sales concentrationRed <5%, amber 5–15%, green 15%+
Click a product tile to inspect sales, profit, margin, discount exposure, and category concentration.

Customer segment analysis

Revenue mix, AOV, return rate and discount behavior by segment

Revenue by customer segmentClick slice to filter
Segment operating comparisonAOV, returns, discount

Shipping & logistics panel

Mode distribution, priority pressure and fulfillment speed

Ship mode: order volume vs costDual-axis view
Order priority breakdownOperational load
Average days to ship by regionCycle time

Profitability drilldown

Discount percent vs profit — margin destruction appears where high discounts overlap negative profit

Discount vs profit scatterRose points = margin destroyed
Margin destruction flagsExecutive action list

Returns analysis

Return rate by category, segment and region

Returns by categoryRisk intensity
Returns by segmentCustomer risk
Returns by regionRegional risk