“Be the Buyer”—Leveraging the Wisdom of the Crowd in E-Commerce Assortment Planning
References
- (2010) Synthetic control methods for comparative case studies: Estimating the effect of California’s tobacco control program. J. Amer. Statist. Assoc. 105(490):493–505.Crossref, Google Scholar
- (2005) Selection on observed and unobserved variables: Assessing the effectiveness of Catholic schools. J. Political Econom. 113(1):151–184.Crossref, Google Scholar
- (2023) I hear you: Does quality improve with customer voice? Marketing Sci. 42(6):1143–1161.Link, Google Scholar
- (2009) Chapter 5. Mostly Harmless Econometrics: An Empiricist’s Companion (Princeton University Press, Princeton, NJ), 221–248.Crossref, Google Scholar
- (2016) Crowdvoting the timing of new product introduction. Working paper, American University of Beirut, Beirut, Lebanon.Google Scholar
- (2023) The effect of short-term rentals on residential investment. Marketing Sci. 42(4):819–834.Link, Google Scholar
- (2017) Online grocery retail: Revenue models and environmental impact. Management Sci. 63(6):1781–1799.Link, Google Scholar
- (2018) Offline showrooms in omnichannel retail: Demand and operational benefits. Management Sci. 64(4):1629–1651.Link, Google Scholar
- (2004) Are Emily and Greg more employable than Lakisha and Jamal? A field experiment on labor market discrimination. Amer. Econom. Rev. 94(4):991–1013.Crossref, Google Scholar
- (2004) How much should we trust differences-in-differences estimates? Quart. J. Econom. 119(1):249–275.Crossref, Google Scholar
- (2018) Stimulating online reviews by combining financial incentives and social norms. Management Sci. 64(5):2065–2082.Link, Google Scholar
- (2011) Pricing services subject to congestion: Charge per-use fees or sell subscriptions? Manufacturing Service Oper. Management 13(2):244–260.Link, Google Scholar
- (2008) Some practical guidance for the implementation of propensity score matching. J. Econom. Surveys 22(1):31–72.Crossref, Google Scholar
- (2021) Difference-in-differences with multiple time periods. J. Econom. 225(2):200–230.Crossref, Google Scholar
- (2025) The value of online interactions for store execution. Manufacturing Service Oper. Management 27(5):1464–1483.Google Scholar
- (2023) Paywall suspensions and digital news subscriptions. Marketing Sci. 42(4):729–745.Link, Google Scholar
- (2020) Effect of crowd voting on participation in crowdsourcing contests. J. Management Inform. Systems 37(2):510–535.Crossref, Google Scholar
- (2018) Thinking inside the subscription box: New research on e-commerce consumers. McKinsey & Company, https://www.mckinsey.com/∼/media/McKinsey/Industries/Technology%20Media%20and%20Telecommunica tions/High%20Tech/Our%20Insights/Thinking%20inside%20 the%20subscription%20box%20New%20research%20on%20ecom merce%20consumers/Thinking-inside-the-subscription-box-New-research-on-ecommerce-consumers.pdf.Google Scholar
- (2010) Social comparisons and contributions to online communities: A field experiment on MovieLens. Amer. Econom. Rev. 100(4):1358–1398.Crossref, Google Scholar
- (2003) Open Innovation: The New Imperative for Creating and Profiting from Technology (Harvard Business Press, Boston).Google Scholar
- (2023) US ecommerce sales pass $1 trillion for first time. Digital Commerce 360 (February 17), https://www.digitalcommerce360.com/2023/02/17/us-ecommerce-sales-2022-2021/.Google Scholar
- (2020) Two-way fixed effects estimators with heterogeneous treatment effects. Amer. Econom. Rev. 110(9):2964–2996.Crossref, Google Scholar
- (2021) The impact of psychological ownership on employee retention in mergers and acquisitions. Human Resource Management Rev. 31(3):100745.Crossref, Google Scholar
- (2007) Exploring the value of online product reviews in forecasting sales: The case of motion pictures. J. Interactive Marketing 21(4):23–45.Crossref, Google Scholar
- (2022) Robust learning of consumer preferences. Oper. Res. 70(2):918–962.Link, Google Scholar
- (1996) Reducing the cost of demand uncertainty through accurate response to early sales. Oper. Res. 44(1):87–99.Link, Google Scholar
- (2001) Optimizing inventory replenishment of retail fashion products. Manufacturing Service Oper. Management 3(3):230–241.Link, Google Scholar
- (2001) Integrating replenishment decisions with advance demand information. Management Sci. 47(10):1344–1360.Link, Google Scholar
- (2017) Channel integration, sales dispersion, and inventory management. Management Sci. 63(9):2813–2831.Link, Google Scholar
- (2017) Fostering public good contributions with symbolic awards: A large-scale natural field experiment at Wikipedia. Management Sci. 63(12):3999–4015.Link, Google Scholar
- (2022) Designing entry strategies for subscription platforms. Management Sci. 68(10):7597–7613.Link, Google Scholar
- (2021) Difference-in-differences with variation in treatment timing. J. Econom. 225(2):254–277.Crossref, Google Scholar
- (2014) Crowdsourcing new product ideas under consumer learning. Management Sci. 60(9):2138–2159.Link, Google Scholar
- (2022) Value of online–off-line return partnership to off-line retailers. Manufacturing Service Oper. Management 24(3):1630–1649.Link, Google Scholar
- (2019) Jack of all, master of some: Information network and innovation in crowdsourcing communities. Inform. Systems Res. 30(2):389–410.Link, Google Scholar
- (2022) Exploring the long tail: Taste clusters and sales diversity on subscription-based platforms. Working paper, University of Washington, Seattle.Google Scholar
- (2022) Crowdfunding the front lines: An empirical study of teacher-driven school improvement. Management Sci. 68(12):8809–8828.Link, Google Scholar
- (2022) When do group incentives for retail store managers work? Production Oper. Management 31(8):3077–3095.Crossref, Google Scholar
- (2024) Improving farmers’ income on online agri-platforms: Evidence from the field. Manufacturing Service Oper. Management, ePub ahead of print March 6, https://doi.org/10.1287/msom.2022.0437.Link, Google Scholar
- (2013) Advance demand information, price discrimination, and preorder strategies. Manufacturing Service Oper. Management 15(1):57–71.Link, Google Scholar
- (2024) Regulating powerful platforms: Evidence from commission fee caps. Inform. Systems Res. 36(1):126–140.Link, Google Scholar
- (2024) Channel changes choice: An empirical study about omnichannel demand sensitivity to fulfillment lead time. Management Sci. 70(5):2954–2975.Link, Google Scholar
- (2013) Information acquisition through customer voting systems. Working paper, ESCP Business School, Paris.Google Scholar
- (2004) Worms: Identifying impacts on education and health in the presence of treatment externalities. Econometrica 72(1):159–217.Crossref, Google Scholar
- (2016) Wisdom or madness? Comparing crowds with expert evaluation in funding the arts. Management Sci. 62(6):1533–1553.Link, Google Scholar
- (2024) Offline returns for online retailers via partnership. Management Sci. 71(1):279–297.Google Scholar
- (2017) The value of marketing crowdsourced new products as such: Evidence from two randomized field experiments. J. Marketing Res. 54(4):525–539.Crossref, Google Scholar
- (2019) Unobservable selection and coefficient stability: Theory and evidence. J. Bus. Econom. Statist. 37(2):187–204.Crossref, Google Scholar
- (2022) Fashion e-commerce in the United States—Statistics & facts. Accessed May 2023, https://www.statista.com/topics/3481/fashion-e-commerce-in-the-united-states/.Google Scholar
- (2022) Spillovers from online engagement: How a newspaper subscriber’s activation of digital paywall access affects her retention and subscription revenue. Management Sci. 68(5):3528–3548.Link, Google Scholar
- (2021) Social media and political contributions: The impact of new technology on political competition. Management Sci. 67(5):2997–3021.Link, Google Scholar
- (2023) A more credible approach to parallel trends. Rev. Econom. Stud. 90(5):2555–2591.Crossref, Google Scholar
- (2009) Customer retention: Examining the roles of store affect and store loyalty as mediators in the management of retail strategies. J. Strategic Marketing 17(1):1–20.Crossref, Google Scholar
- (2019) That sweater you don’t like is a trillion-dollar problem for retailers. These companies want to fix it. CNBC Online (January 12), https://www.cnbc.com/2019/01/10/growing-online-sales-means-more-returns-and-trash-for-landfills.html.Google Scholar
- (2018) Reward-based crowdfunding campaigns: Informational value and access to venture capital. Inform. Systems Res. 29(3):679–697.Link, Google Scholar
- (2024) (How) does user-generated content impact content generated by professionals? Evidence from local news. Management Sci. 70(9):6045–6068.Abstract, Google Scholar
- (2016) Managing rentals with usage-based loss. Manufacturing Service Oper. Management 18(3):429–444.Link, Google Scholar
- U.S. Chamber of Commerce (2019) The rental economy takes flight. U.S. Chamber of Commerce (September 30), https://www.uschamber.com/co/good-company/launch-pad/rental-economy- trend-grows.Google Scholar
- (2022) Does customer email engagement improve profitability? Evidence from a field experiment in subscription service retailing. Manufacturing Service Oper. Management 24(5):2703–2721.Link, Google Scholar
- (2017) Generalized synthetic control method: Causal inference with interactive fixed effects models. Political Anal. 25(1):57–76.Crossref, Google Scholar
- (2019) A structural analysis of the role of superstars in crowdsourcing contests. Inform. Systems Res. 30(1):15–33.Link, Google Scholar

