Page 1: Customer research

Column

Income level affects campaign response

Income × Response

p < 0.001 — significant

Column

Recently active customers respond more

Recency × Response

p < 0.001 — significant

Page 2: Purchase Behaviour

Column

Web purchases associated with higher response

Web purchases × Response

p < 0.001 — significant

Column

In-store purchases show no significant pattern

Store purchases × Response

p = 0.05 — not significant

Page 3: Predictive Model

Column

Decision tree: key predictors of response

Column

Model accuracy

74%

Area under ROC curve (AUC)

0.67

Top targeting recommendation

Target: high income + recent + digital