Each card below is one finding. Headline on the left is what's surprising, the chart on the right is the evidence. RISK means it's bad if ignored, OPPORTUNITY means there's lift available, INSIGHT means it reshapes how you think about the segment.
All numbers pulled live from IDA warehouse (V_CURRENT_CUSTOMER, FACT_CUSTOMER_PERFORMANCE filtered to GOAL_TYPE=5, FACT_ORDER_TRANSACTION, FACT_SALES_TRANSACTION). See the long-form memo for methodology and implications.