The document is an undergraduate thesis by Yelena Starikova discussing Birchbox as a pioneering e-commerce subscription business model within the beauty industry. It examines the operational strategies, challenges, and future trends of subscription e-commerce, highlighting its effectiveness in customer engagement and product discovery. The thesis concludes that Birchbox represents a significant shift in consumer relationships with brands and personalized shopping experiences.