Customer Purchase Likelihood | Soft-Voting Boosting Ensemble

Customer Features

8 Inputs

1. Age 32 yrs

2. Gender

3. Annual Income ($) $65,000

4. Past Purchases (Count) 4 orders

5. Product Category Electronics (0)

6. Time Spent on Website (Minutes) 14.5 mins

7. Loyalty Program Member

8. Discounts Availed (Coupons/Deals) 2 deals

Live Soft-Voting

Will the customer purchase?

✓ Yes

Ensemble Confidence 85.4%

Soft-voting weighted blend

AdaBoostClassifier 82.0%

GradientBoostingClassifier 86.5%

XGBClassifier 89.2%

LGBMClassifier 84.1%

CatBoostClassifier 85.0%

Behavioral impacts

application/json

{\n  "purchase": "Yes",\n  "confidence": 85.4\n}