Research

Selected Work-in-Progress

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Why and When Do Showroom Openings Affect Retail Sales?

Jessica Wu, Kathleen T. Li, Christophe Van den Bulte

Abstract

Existing research suggests that physical showrooms, which are zero-inventory stores where customers can try on products, can boost overall sales for online retailers. Yet little attention has been given to how the effect of opening a showroom varies across product types and customer segments. In this paper, we investigate whether opening a showroom has a different effect on product categories with more non-digital (e.g. suits) vs. more digital attributes (e.g. ties) and how the effect varies based on individual customer experience within the product category. Using approximately 4 million transactions from a men’s clothing retailer that opened showrooms in several U.S. cities, we employ a difference-in-differences approach to study the effect of opening showrooms and directly test the mechanism that showroom openings boost sales by resolving the customer uncertainty about non-digital attributes. We hypothesize that (1) showroom openings will have a stronger positive effect on sales for product categories with more non-digital attributes because it is more important to try on those products to learn about the fit, and (2) the positive effect on sales of opening a showroom will be more pronounced among less experienced customers. The findings support both hypotheses, demonstrating that showrooms significantly drive sales for non-digital product categories and have the most substantial impact on customers with limited experience in the product category.

Keywords: Showroom Opening, Retail Sales, Customer Fit and Sizing Learning, Digital vs. Non-Digital Attributes

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Harbingers of Store Lifecycles

Jessica Wu, Rex Y. Du, Kathleen T. Li

Keywords: Store Lifecycle, Harbingers, Same-Store Sales Growth Prediction, Mobility Data, Mixed-Effects Model, Gradient Boosting

Peer-Reviewed Publications

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Comparing the impacts of COVID-19 on residential rental market across rental sectors

Jiao, J., Wu, X., Chen, Y. and Farahi, A. (2024), Cities, Vol. 151 No. 105074.

The number of COVID-19-related deaths and local awareness positively influence rental prices for single-family residences, with these effects being more pronounced in suburban areas and communities with lower population density. In contrast, the number of confirmed COVID-19 cases has a negative impact on rental prices for condominiums and duplexes. Furthermore, during the pandemic, social factors affect rental prices differently for single-family homes compared to condominiums.

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How the single-family residence housing market capitalizes green property upgraded features

Jiao, J., Wu, X., Chen, Y. and Farahi, A. (2023), International Journal of Housing Markets and Analysis, Vol. 18 No. 2, pp. 398-415.

Green efficiency features are generally associated with an 11.9% increase in single-family home prices, while green sustainability upgrades can raise selling prices by approximately 11.7%. Although green housing certifications do not significantly affect most housing segments, they do lead to a 13.2% price premium for single-family homes sold in the mid-price range - a greater impact than simply listing green features on the MLS.

Other Work Samples

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Python, Databases, & Big Data

The goals of this team project are to give an insightful idea about the data-relevant job market in Texas, California, and New York, visualized by Tableau and to help job-seekers match the job position effectively and efficiently by developing a interactive matching tool.

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Research Proposal for Ph.D. Health Economics seminar

Health Insurance Literacy and Healthcare Usage Among U.S. College Students: A Comparison of Domestic and International Students