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Does reducing spatial differentiation increase product differentiation? Effects of zoning on retail entry and format variety

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  • Sumon Datta
  • K. Sudhir

Abstract

This paper investigates the impact of spatial zoning restrictions on retail market outcomes. We estimate a structural model of entry, location and format choice across a large number of markets in the presence of zoning restrictions. The paper contributes to the literature in three ways: First, the paper demonstrates that the omission of zoning restrictions in the extant literature on entry and location choice leads to biased estimates of the factors affecting market potential and competitive intensity. Second, the cross-market variations in zoning regulations helps us test and provide evidence for the theory that constraints on spatial differentiation will lead to greater product differentiation. Finally, we provide qualitative insight on how zoning impacts retail entry and format variety; in particular we evaluate the impact of prototypical zoning arrangements such as “centralized,” “neighborhood,” and “outskirt” zoning on entry and format variety. Copyright The Author(s) 2013

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  • Sumon Datta & K. Sudhir, 2013. "Does reducing spatial differentiation increase product differentiation? Effects of zoning on retail entry and format variety," Quantitative Marketing and Economics (QME), Springer, vol. 11(1), pages 83-116, March.
  • Handle: RePEc:kap:qmktec:v:11:y:2013:i:1:p:83-116
    DOI: 10.1007/s11129-012-9131-x
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    1. Ariel Pakes & Michael Ostrovsky & Steven Berry, 2007. "Simple estimators for the parameters of discrete dynamic games (with entry/exit examples)," RAND Journal of Economics, RAND Corporation, vol. 38(2), pages 373-399, June.
    2. A. Yeşim Orhun, 2013. "Spatial differentiation in the supermarket industry: The role of common information," Quantitative Marketing and Economics (QME), Springer, vol. 11(1), pages 3-37, March.
    3. Dmitri Kuksov, 2004. "Buyer Search Costs and Endogenous Product Design," Marketing Science, INFORMS, vol. 23(4), pages 490-499, May.
    4. Michael J. Mazzeo, 2002. "Product Choice and Oligopoly Market Structure," RAND Journal of Economics, The RAND Corporation, vol. 33(2), pages 221-242, Summer.
    5. Hiroyuki Kasahara & Katsumi Shimotsu, 2012. "Sequential Estimation of Structural Models With a Fixed Point Constraint," Econometrica, Econometric Society, vol. 80(5), pages 2303-2319, September.
    6. Patrick Bajari & C. Lanier Benkard & Jonathan Levin, 2007. "Estimating Dynamic Models of Imperfect Competition," Econometrica, Econometric Society, vol. 75(5), pages 1331-1370, September.
    7. Federico Ciliberto & Elie Tamer, 2009. "Market Structure and Multiple Equilibria in Airline Markets," Econometrica, Econometric Society, vol. 77(6), pages 1791-1828, November.
    8. Victor Aguirregabiria & Pedro Mira, 2005. "A Genetic Algorithm for the Structural Estimation of Games with Multiple Equilibria," Econometrics 0502017, University Library of Munich, Germany.
    9. Jeremy T. Fox, 2007. "Semiparametric estimation of multinomial discrete-choice models using a subset of choices," RAND Journal of Economics, RAND Corporation, vol. 38(4), pages 1002-1019, December.
    10. Ting Zhu & Vishal Singh, 2009. "Spatial competition with endogenous location choices: An application to discount retailing," Quantitative Marketing and Economics (QME), Springer, vol. 7(1), pages 1-35, March.
    11. Che‐Lin Su & Kenneth L. Judd, 2012. "Constrained Optimization Approaches to Estimation of Structural Models," Econometrica, Econometric Society, vol. 80(5), pages 2213-2230, September.
    12. Mitsukuni Nishida, 2008. "Estimating a Model of Strategic Store-Network Choice," Working Papers 08-27, NET Institute, revised Nov 2008.
    13. Michaela Draganska & Michael Mazzeo & Katja Seim, 2009. "Beyond plain vanilla: Modeling joint product assortment and pricing decisions," Quantitative Marketing and Economics (QME), Springer, vol. 7(2), pages 105-146, June.
    14. Junichi Suzuki, 2013. "Land Use Regulation As A Barrier To Entry: Evidence From The Texas Lodging Industry," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 54(2), pages 495-523, May.
    15. Bresnahan, Timothy F & Reiss, Peter C, 1991. "Entry and Competition in Concentrated Markets," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 977-1009, October.
    16. Panle Jia, 2008. "What Happens When Wal-Mart Comes to Town: An Empirical Analysis of the Discount Retailing Industry," Econometrica, Econometric Society, vol. 76(6), pages 1263-1316, November.
    17. Victor Aguirregabiria & Pedro Mira, 2007. "Sequential Estimation of Dynamic Discrete Games," Econometrica, Econometric Society, vol. 75(1), pages 1-53, January.
    18. Raphael Thomadsen, 2005. "The Effect of Ownership Structure on Prices in Geographically Differentiated Industries," RAND Journal of Economics, The RAND Corporation, vol. 36(4), pages 908-929, Winter.
    19. Paul B. Ellickson & Stephanie Houghton & Christopher Timmins, 2010. "Estimating Network Economies in Retail Chains: A Revealed Preference Approach," NBER Working Papers 15832, National Bureau of Economic Research, Inc.
    20. William A. Fischel, 2004. "An Economic History of Zoning and a Cure for its Exclusionary Effects," Urban Studies, Urban Studies Journal Limited, vol. 41(2), pages 317-340, February.
    21. Martin Pesendorfer & Philipp Schmidt-Dengler, 2008. "Asymptotic Least Squares Estimators for Dynamic Games -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 901-928.
    22. Katja Seim, 2006. "An empirical model of firm entry with endogenous product‐type choices," RAND Journal of Economics, RAND Corporation, vol. 37(3), pages 619-640, September.
    23. Randal Watson, 2009. "Product Variety And Competition In The Retail Market For Eyeglasses," Journal of Industrial Economics, Wiley Blackwell, vol. 57(2), pages 217-251, June.
    Full references (including those not matched with items on IDEAS)

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    4. Astrid Pennerstorfer & Dieter Pennerstorfer, 2018. "How Small are Small Markets? Location Choice and Geographical Market Size for Child Care Services," Economics working papers 2018-14, Department of Economics, Johannes Kepler University Linz, Austria.
    5. Mitsukuni Nishida, 2015. "Estimating a Model of Strategic Network Choice: The Convenience-Store Industry in Okinawa," Marketing Science, INFORMS, vol. 34(1), pages 20-38, January.
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    7. Nan Yang, 2018. "An Empirically Tractable Dynamic Oligopoly Model: Application to Store Entry and Exit in Dutch Grocery Retail," Marketing Science, INFORMS, vol. 37(6), pages 1029-1049, November.
    8. Jason R. Blevins & Ahmed Khwaja & Nathan Yang, 2018. "Firm Expansion, Size Spillovers, and Market Dominance in Retail Chain Dynamics," Management Science, INFORMS, vol. 64(9), pages 4070-4093.
    9. Bunyada Laoprapassorn, 2022. "Entry and Spatial Competition of Intermediaries: Evidence from Thailand's Rice Market," PIER Discussion Papers 170, Puey Ungphakorn Institute for Economic Research.
    10. Schivardi, Fabiano & Pozzi, Andrea, 2015. "Entry Regulation in Retail Markets," CEPR Discussion Papers 10836, C.E.P.R. Discussion Papers.
    11. Pennerstorfer, Dieter & Schindler, Nora & Weiss, Christoph R. & Yontcheva, Biliana, 2020. "Income inequality and product variety: Empirical evidence," DICE Discussion Papers 353, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    12. Erdmann, Anett, 2015. "The role of captive consumers in retailers' location choices," UC3M Working papers. Economics we1507, Universidad Carlos III de Madrid. Departamento de Economía.
    13. Mitsukuni Nishida, 2014. "The costs of zoning regulations in retail chains: the case of the City Planning Act of 1968 in Japan," Journal of Regulatory Economics, Springer, vol. 45(3), pages 305-328, June.
    14. Aguirregabiria, Victor & Suzuki, Junichi, 2015. "Empirical Games of Market Entry and Spatial Competition in Retail Industries," CEPR Discussion Papers 10410, C.E.P.R. Discussion Papers.
    15. Buechel, Berno & Klein, Jan, 2014. "Do Consumers' Preferences Really Matter? - A Note on Spatial Competition with Restricted Strategies," MPRA Paper 55288, University Library of Munich, Germany.
    16. O. Cem Ozturk & Sriram Venkataraman & Pradeep K. Chintagunta, 2016. "Price Reactions to Rivals’ Local Channel Exits," Marketing Science, INFORMS, vol. 35(4), pages 588-604, July.
    17. Shijie Lu & Sha Yang, 2017. "Investigating the Spillover Effect of Keyword Market Entry in Sponsored Search Advertising," Marketing Science, INFORMS, vol. 36(6), pages 976-998, November.
    18. Botao Yang & Sha Yang & Shantanu Dutta, 2022. "Platform Service Offering to Business Customers: Strategic Considerations in Engendering Seller Use of Marketing Tools," Marketing Science, INFORMS, vol. 41(2), pages 361-379, March.
    19. Rahkovsky Ilya & Volpe Richard, 2018. "Structure and Food Price Inflation," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 16(1), pages 1-16, January.
    20. Bonfrer, André & Chintagunta, Pradeep & Dhar, Sanjay, 2022. "Retail store formats, competition and shopper behavior: A Systematic review," Journal of Retailing, Elsevier, vol. 98(1), pages 71-91.
    21. Kim, Sunghoon & DeSarbo, Wayne S. & Chang, Won, 2021. "Note: A new approach to the modeling of spatially dependent and heterogeneous geographical regions," International Journal of Research in Marketing, Elsevier, vol. 38(3), pages 792-803.

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    More about this item

    Keywords

    Product variety; Zoning; Entry; Location choice; Retail competition; Discrete games; Multiple equilibria; Structural modeling; C5; C70; L13; L81; M31;
    All these keywords.

    JEL classification:

    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • C70 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - General
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets
    • L81 - Industrial Organization - - Industry Studies: Services - - - Retail and Wholesale Trade; e-Commerce
    • M31 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Marketing and Advertising - - - Marketing

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