Estimating Sparse Spatial Demand to Manage Crowdsourced Supply in the Sharing Economy

References

• Adam H, He P, Zheng F (2024) Machine learning for demand estimation in long tail markets. Management Sci. 70(8):5040–5065.Link, Google Scholar
• Airbnb (2022) Airbnb plus incentive program terms and conditions. Accessed December 12, 2022, https://www.airbnb.com/help/article/2366.Google Scholar
• Albuquerque P, Bronnenberg BJ (2012) Measuring the impact of negative demand shocks on car dealer networks. Marketing Sci. 31(1):4–23.Link, Google Scholar
• Benjaafar S, Bernhard H, Courcoubetis C, Kanakakis M, Papafragkos S (2022) Drivers, riders, and service providers: The impact of the sharing economy on mobility. Management Sci. 68(1):123–142.Link, Google Scholar
• Berry ST (1994) Estimating discrete-choice models of product differentiation. RAND J. Econom. 25(2):242–262.Crossref, Google Scholar
• Berry ST, Carnall M, Spiller PT (2006) Airline hubs: Costs, markups and the implications of customer heterogeneity. Lee D, ed. Competition and Antitrust (Elsevier, Amsterdam), 183–214.Google Scholar
• Berry ST, Levinsohn J, Pakes A (1995) Automobile prices in market equilibrium. Econometrica 63(4):841–890.Crossref, Google Scholar
• Bruno HA, Vilcassim NJ (2008) Structural demand estimation with varying product availability. Marketing Sci. 27(6):1126–1131.Link, Google Scholar
• Cao G, Jin GZ, Weng X, Zhou L (2021) Market-expanding or market-stealing? Competition with network effects in bike-sharing. RAND J. Econom. 52(4):778–814.Crossref, Google Scholar
• Chan TY, Padmanabhan V, Seetharaman P (2007) An econometric model of location and pricing in the gasoline market. J. Marketing Res. 44(4):622–635.Crossref, Google Scholar
• Cho S, Lee G, Rust J, Yu M (2019) Semi-parametric instrument-free demand estimation: Relaxing optimality and equilibrium assumptions. Working paper, Seoul National University, Seoul, South Korea.Google Scholar
• Conlon CT, Mortimer JH (2013) Demand estimation under incomplete product availability. Amer. Econom. J. Microeconomics 5(4):1–30.Crossref, Google Scholar
• Davis P (2006) Spatial competition in retail markets: Movie theaters. RAND J. Econom. 37(4):964–982.Crossref, Google Scholar
• Deheuvels P, Pfeifer D (1988) Poisson approximations of multinomial distributions and point processes. J. Multivariate Anal. 25(1):65–89.Crossref, Google Scholar
• Duan JA, Mela CF (2009) The role of spatial demand on outlet location and pricing. J. Marketing Res. 46(2):260–278.Crossref, Google Scholar
• Dubé JP, Fox JT, Su CL (2012) Improving the numerical performance of static and dynamic aggregate discrete choice random coefficients demand estimation. Econometrica 80(5):2231–2267.Crossref, Google Scholar
• Dubé JP, Hortaçsu A, Joo J (2021) Random-coefficients logit demand estimation with zero-valued market shares. Marketing Sci. 40(4):637–660.Link, Google Scholar
• Eckhardt GM, Houston MB, Jiang B, Lamberton C, Rindfleisch A, Zervas G (2019) Marketing in the sharing economy. J. Marketing 83(5):5–27.Crossref, Google Scholar
• Ehrenberg ASC (1959) The pattern of consumer purchases. J. Roy. Statist. Soc. Series C 8(1):26–41.Google Scholar
• Fader PS, Hardie BGS, Lee KL (2005) “Counting your customers” the easy way: An alternative to the Pareto/NBD model. Marketing Sci. 24(2):275–284.Link, Google Scholar
• Fox JT, il Kim K, Ryan SP, Bajari P (2012) The random coefficients logit model is identified. J. Econometrics 166(2):204–212.Crossref, Google Scholar
• Fradkin A (2017) Search, matching, and the role of digital marketplace design in enabling trade: Evidence from Airbnb. Preprint, submitted March 23, https://dx.doi.org/10.2139/ssrn.2939084.Google Scholar
• Gallego G, van Ryzin G (1994) Optimal dynamic pricing of inventories with stochastic demand over finite horizons. Management Sci. 40(8):999–1020.Link, Google Scholar
• Gandhi A, Houde JF (2020) Measuring substitution patterns in differentiated-products industries. NBER Working Paper No. 26375, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Gandhi A, Lu Z, Shi X (2023) Estimating demand for differentiated products with zeroes in market share data. Quant. Econom. 14(2):381–418.Crossref, Google Scholar
• Gupta V, Kallus N (2022) Data pooling in stochastic optimization. Management Sci. 68(3):1595–1615.Link, Google Scholar
• Hagiu A, Wright J (2024) Optimal discoverability on platforms. Management Sci. Forthcoming.Link, Google Scholar
• He P, Zheng F, Belavina E, Girotra K (2021) Customer preference and station network in the London bike-share system. Management Sci. 67(3):1392–1412.Link, Google Scholar
• Hogan JE, Lemon KN, Libai B (2003) What is the true value of a lost customer? J. Service Res. 5(3):196–208.Crossref, Google Scholar
• Hortaçsu A, Natan OR, Parsley H, Schwieg T, Williams KR (2023) Demand estimation with infrequent purchases and small market sizes. Quant. Econom. 14(4):1251–1294.Crossref, Google Scholar
• Huang Y (2024) Pricing frictions and platform remedies: The case of Airbnb. Preprint, submitted February 18, 2021, https://dx.doi.org/10.2139/ssrn.3767103.Google Scholar
• Kabra A, Belavina E, Girotra K (2020) Bike-share systems: Accessibility and availability. Management Sci. 66(9):3803–3824.Link, Google Scholar
• Kamakura WA, Russell GJ (1989) A probabilistic choice model for market segmentation and elasticity structure. J. Marketing Res. 26(4):379–390.Crossref, Google Scholar
• Karaca-Mandic P, Train K (2003) Standard error correction in two-stage estimation with nested samples. Econom. J. 6(2):401–407.Crossref, Google Scholar
• Li H, Srinivasan K (2019) Competitive dynamics in the sharing economy: An analysis in the context of Airbnb and hotels. Marketing Sci. 38(3):365–391.Link, Google Scholar
• Lin Z, Wang Y, Hong Y (2022) The Poisson multinomial distribution and its applications in voting theory, ecological inference, and machine learning. Preprint, submitted January 11, https://arxiv.org/abs/2201.04237.Google Scholar
• Massy WF, Montgomery DB, Morrison DG (1974) Stochastic Models of Buying Behavior (The MIT Press, Cambridge, MA).Google Scholar
• McCarthy DM, Winer RS (2019) The Pareto rule in marketing revisited: Is it 80/20 or 70/20? Marketing Lett. 30:139–150.Crossref, Google Scholar
• McDonald DR (1980) On the Poisson approximation to the multinomial distribution. Canadian J. Statist. 8(1):115–118.Crossref, Google Scholar
• Musalem A, Olivares M, Bradlow ET, Terwiesch C, Corsten D (2010) Structural estimation of the effect of out-of-stocks. Management Sci. 56(7):1180–1197.Link, Google Scholar
• Nevo A (2001) Measuring market power in the ready-to-eat cereal industry. Econometrica 69(2):307–342.Crossref, Google Scholar
• Pan Q, Wang W (2022) Costly price adjustment and automated pricing: The case of Airbnb. Preprint, submitted April 13, https://dx.doi.org/10.2139/ssrn.4077985.Google Scholar
• Perren R, Kozinets RV (2018) Lateral exchange markets: How social platforms operate in a networked economy. J. Marketing 82(1):20–36.Crossref, Google Scholar
• Petrin A, Train K (2010) A control function approach to endogeneity in consumer choice models. J. Marketing Res. 47(1):3–13.Crossref, Google Scholar
• Poisson SD (1837) Recherches sur la Probabilité des Jugements en Matière Criminelle et en Matière Civile, Précédées des Règles Générales du Calcul des Probabilités (Bachelier, Paris).Google Scholar
• Rossi F, Rubera G (2021) Measuring competition for attention in social media. Marketing Sci. 40(6):1147–1168.Abstract, Google Scholar
• Schmittlein DC, Morrison DG, Colombo R (1987) Counting your customers: Who are they and what will they do next? Management Sci. 33(1):1–24.Link, Google Scholar
• Stourm L, Albuquerque P (2024) Flowers and bees: Spatial network effects in the adoption of a sharing-economy platform. J. Marketing Res. 61(6):1015–1040.Crossref, Google Scholar
• Stourm V, Bradlow ET (2023) Cross-reward effects in a coalition loyalty program: The impact of a point currency devaluation. Internat. J. Res. Marketing 40(2):276–293.Crossref, Google Scholar
• Stourm V, Neslin SA, Bradlow ET, Breugelmans E, Chun SY, Gardete P, Kannan PK, et al. (2020) Refocusing loyalty programs in the era of big data: A societal lens paradigm. Marketing Lett. 31(4):405–418.Crossref, Google Scholar
• Talluri K, van Ryzin G (2004) Revenue management under a general discrete choice model of consumer behavior. Management Sci. 50(1):15–33.Link, Google Scholar
• Thomadsen R (2005) The effect of ownership structure on prices in geographically differentiated industries. RAND J. Econom. 36(4):908–929.Google Scholar
• Thomadsen R (2007) Product positioning and competition: The role of location in the fast food industry. Marketing Sci. 26(6):792–804.Link, Google Scholar
• Tian L, Jiang B (2018) Effects of consumer-to-consumer product sharing on distribution channel. Production Oper. Management 27(2):350–367.Crossref, Google Scholar
• Trusov M, Bodapati AV, Bucklin RE (2010) Determining influential users in internet social networks. J. Marketing Res. 47(4):643–658.Crossref, Google Scholar
• Valendin J, Reutterer T, Platzer M, Kalcher K (2022) Customer base analysis with recurrent neural networks. Internat. J. Res. Marketing 39(4):988–1018.Crossref, Google Scholar
• Williams KR (2022) The welfare effects of dynamic pricing: Evidence from airline markets. Econometrica 90(2):831–858.Crossref, Google Scholar
• Yao S, Mela CF (2008) Online auction demand. Marketing Sci. 27(5):861–885.Link, Google Scholar
• Yao D, Tang C, Chu J (2023) A dynamic model of owner acceptance in peer-to-peer sharing markets. Marketing Sci. 42(1):166–188.Link, Google Scholar
• Zervas G, Proserpio D, Byers JW (2017) The rise of the sharing economy: Estimating the impact of Airbnb on the hotel industry. J. Marketing Res. 54(5):687–705.Crossref, Google Scholar
• Zhang C, Chen J, Raghunathan S (2022) Two-sided platform competition in a sharing economy. Management Sci. 68(12):8909–8932.Link, Google Scholar
• Zhao W, Zheng YS (2000) Optimal dynamic pricing for perishable assets with nonhomogeneous demand. Management Sci. 46(3):375–388.Link, Google Scholar