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Research Collection Lee Kong Chian School Of Business

Sales and Merchandising

2022

Generalized random forest

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The Impact Of Subscription Programs On Customer Purchases, Raghu Iyengar, Young-Hoon Park, Qi Yu Dec 2022

The Impact Of Subscription Programs On Customer Purchases, Raghu Iyengar, Young-Hoon Park, Qi Yu

Research Collection Lee Kong Chian School Of Business

Subscription programs have become increasingly popular among a wide variety of retailers and marketplace platforms. Subscription programs give members access to a set of exclusive benefits for a fixed fee upfront. In this paper, we examine the causal effect of a subscription program on customer behavior. To account for self-selection and identify the individual-level treatment effects, we combine a difference-in-differences approach with a generalized random forests procedure that matches each member of the subscription program with comparable non-members. We find subscription leads to a large increase in customer purchases. The effect of subscription is economically significant, persistent over time, and …