Scenario B: Customer Churn Classification A subscription bus…

Scenario B: Customer Churn Classification A subscription business wants to predict whether a customer will churn (cancel) next month. Target: churn (1 = churned, 0 = stayed). The business cares more about catching likely churners than about occasionally flagging a loyal customer. This is primarily a:

Scenario A: Messy Retail Sales ExtractYou are analyzing a re…

Scenario A: Messy Retail Sales ExtractYou are analyzing a retail dataset with columns: date (string like “2025-03-01”) region (text with inconsistent capitalization and extra spaces) channel (“Online” or “Store”) price (numeric, may contain missing values) quantity (integer) Assume each row is an order line. You will clean the data and compute KPIs.You plot a histogram of revenue and see a long right tail. What does that typically indicate?

Scenario B: Customer Churn ClassificationA subscription busi…

Scenario B: Customer Churn ClassificationA subscription business wants to predict whether a customer will churn (cancel) next month.Target: churn (1 = churned, 0 = stayed).The business cares more about catching likely churners than about occasionally flagging a loyal customer.To increase recall for churners, you typically:

Scenario B: Customer Churn ClassificationA subscription busi…

Scenario B: Customer Churn ClassificationA subscription business wants to predict whether a customer will churn (cancel) next month.Target: churn (1 = churned, 0 = stayed).The business cares more about catching likely churners than about occasionally flagging a loyal customer.In plain business language, a churn model output of 0.72 for a customer usually means:

Scenario B: Customer Churn ClassificationA subscription busi…

Scenario B: Customer Churn ClassificationA subscription business wants to predict whether a customer will churn (cancel) next month.Target: churn (1 = churned, 0 = stayed).The business cares more about catching likely churners than about occasionally flagging a loyal customer.Which feature would be the most obvious data leakage if included?