58Design a customer churn prediction system.▼mediumAmazonNetflixMicrosoft1 replies◆ premiumA high-AUC churn model that changes no behavior is worthless. The strong answer nails the label definition, picks classification vs survival deliberately, and is judged on retention uplift, not accuracy.Open full answer →
59Design a lead scoring system (rank sales leads by conversion likelihood).▼mediumSalesforceMicrosoftAmazon1 replies◆ premiumSales has finite rep-hours, so the model's job is to point them at the leads worth a call. The signal interviewers want is value-weighted prioritization, careful conversion labels, and proof of revenue uplift over a holdout.Open full answer →