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Shopping externalities and retail concentration: Evidence from Dutch shopping streets

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  • Koster, Hans
  • Pasidis, Ilias
  • van Ommeren, Jos

Abstract

Why do shops cluster in shopping streets? According to theory, retail firms benefit from shopping externalities. We identify these externalities for the main shopping streets in the Netherlands by estimating the effect of footfall – the number of pedestrians that pass by – on store owner’s rental income, which is a composite of the effects of footfall on shop rent and on vacancy rates. We address endogeneity issues by exploiting spatial variation between intersecting streets. Our estimates imply an elasticity of rental income with respect to footfall of 0.25. We find that a shop’s marginal benefit of a passing pedestrian is € 0.005. It follows that subsidies to retail firms that increase with the levels of footfall generated by these shops are welfare improving. The optimal subsidy to store owners is, on average, 10 percent of the rent, but is higher for retail firms that generate high levels of footfall. Although explicit subsidies are controversial and difficult to implement, our results seem to justify current policy practices which cluster shops by pedestrianisation of shopping streets or by providing subsidised parking for shoppers.

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  • Koster, Hans & Pasidis, Ilias & van Ommeren, Jos, 2017. "Shopping externalities and retail concentration: Evidence from Dutch shopping streets," CEPR Discussion Papers 12216, C.E.P.R. Discussion Papers.
    • Handle: RePEc:cpr:ceprdp:12216
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    as
    1. Peter Davis, 2006. "Spatial competition in retail markets: movie theaters," RAND Journal of Economics, RAND Corporation, vol. 37(4), pages 964-982, December.
    2. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    3. Brueckner, Jan K, 1993. "Inter-store Externalities and Space Allocation in Shopping Centers," The Journal of Real Estate Finance and Economics, Springer, vol. 7(1), pages 5-16, July.
    4. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    5. Bjørn Olav Johansen & Tore Nilssen, 2016. "The Economics of Retailing Formats: Competition Versus Bargaining," Journal of Industrial Economics, Wiley Blackwell, vol. 64(1), pages 109-134, March.
    6. Norbert Schulz & Konrad Stahl, 1996. "Do Consumers Search for the Highest Price? Oligopoly Equilibrium and Monopoly Optimum in Differentiated Products Markets," RAND Journal of Economics, The RAND Corporation, vol. 27(3), pages 542-562, Autumn.
    7. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521818728.
    8. Fabiano Schivardi & Eliana Viviano, 2011. "Entry Barriers in Retail Trade," Economic Journal, Royal Economic Society, vol. 121(551), pages 145-170, March.
    9. Marianne Bertrand & Francis Kramarz, 2002. "Does Entry Regulation Hinder Job Creation? Evidence from the French Retail Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1369-1413.
    10. Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, vol. 119(1), pages 99-130, March.
    11. Emily Oster, 2019. "Unobservable Selection and Coefficient Stability: Theory and Evidence," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 187-204, April.
    12. Peter Arcidiacono & Patrick Bayer & Jason R. Blevins & Paul B. Ellickson, 2016. "Estimation of Dynamic Discrete Choice Models in Continuous Time with an Application to Retail Competition," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 889-931.
    13. Jonathan Haskel & Raffaella Sadun, 2012. "Regulation and UK Retailing Productivity: Evidence from Microdata," Economica, London School of Economics and Political Science, vol. 79(315), pages 425-448, July.
    14. Osborne, Martin J & Pitchik, Carolyn, 1987. "Equilibrium in Hotelling's Model of Spatial Competition," Econometrica, Econometric Society, vol. 55(4), pages 911-922, July.
    15. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521524131.
    16. Hans R. A. Koster & Jos Ommeren & Piet Rietveld, 2014. "Agglomeration Economies and Productivity: A Structural Estimation Approach Using Commercial Rents," Economica, London School of Economics and Political Science, vol. 81(321), pages 63-85, January.
    17. Patrick Bajari & Matthew E. Kahn, 2005. "Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 20-33, January.
    18. Rosenthal, Stuart S. & Ross, Amanda, 2010. "Violent crime, entrepreneurship, and cities," Journal of Urban Economics, Elsevier, vol. 67(1), pages 135-149, January.
    19. Peter Davis, 2006. "Spatial competition in retail markets: movie theaters," RAND Journal of Economics, The RAND Corporation, vol. 37(4), pages 964-982, December.
    20. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    21. Janet S. Netz & Beck A. Taylor, 2002. "Maximum Or Minimum Differentiation? Location Patterns Of Retail Outlets," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 162-175, February.
    22. Ioulia Ossokina & Coen Teulings & Jan Svitak, 2017. "The urban economics of retail," CPB Discussion Paper 352, CPB Netherlands Bureau for Economic Policy Analysis.
    23. Eaton, B Curtis & Lipsey, Richard G, 1982. "An Economic Theory of Central Places," Economic Journal, Royal Economic Society, vol. 92(365), pages 56-72, March.
    24. Hosios, Arthur J, 1990. "Factor Market Search and the Structure of Simple General Equilibrium Models," Journal of Political Economy, University of Chicago Press, vol. 98(2), pages 325-355, April.
    25. d'Aspremont, C & Gabszewicz, Jean Jaskold & Thisse, J-F, 1979. "On Hotelling's "Stability in Competition"," Econometrica, Econometric Society, vol. 47(5), pages 1145-1150, September.
    26. Mohammad Arzaghi & J. Vernon Henderson, 2008. "Networking off Madison Avenue," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1011-1038.
    27. John M. Clapp & Stephen L. Ross & Tingyu Zhou, 2019. "Retail Agglomeration and Competition Externalities: Evidence from Openings and Closings of Multiline Department Stores in the U.S," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(1), pages 81-96, January.
    28. Paul C. Cheshire & Christian A. L. Hilber & Ioannis Kaplanis, 2015. "Land use regulation and productivity—land matters: evidence from a UK supermarket chain," Journal of Economic Geography, Oxford University Press, vol. 15(1), pages 43-73.
    29. Jeffery Racine & Jeffrey Hart & Qi Li, 2006. "Testing the Significance of Categorical Predictor Variables in Nonparametric Regression Models," Econometric Reviews, Taylor & Francis Journals, vol. 25(4), pages 523-544.
    30. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521818742.
    31. Cheshire, Paul & Hilber, Christian A. L. & Kaplanis, Ioannis, 2011. "Evaluating the effects of planning policies on the retail sector: or do town centre first policies deliver the goods?," LSE Research Online Documents on Economics 31757, London School of Economics and Political Science, LSE Library.
    32. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    33. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521524117.
    34. Ioulia Ossokina & Coen Teulings & Jan Svitak, 2017. "The urban economics of retail," CPB Discussion Paper 352.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    35. Kelly C. Bishop & Christopher Timmins, 2018. "Using Panel Data to Easily Estimate Hedonic Demand Functions," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(3), pages 517-543.
    36. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    37. Pashigian, B Peter & Gould, Eric D, 1998. "Internalizing Externalities: The Pricing of Space in Shopping Malls," Journal of Law and Economics, University of Chicago Press, vol. 41(1), pages 115-142, April.
    38. Melo, Patricia C. & Graham, Daniel J. & Noland, Robert B., 2009. "A meta-analysis of estimates of urban agglomeration economies," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 332-342, May.
    39. 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.
    40. Edward L. Glaeser & Stuart S. Rosenthal & William C. Strange, 2010. "Cities and Entrepreneurship," NBER Books, National Bureau of Economic Research, Inc, number glae09-1, March.
    41. Maria Sanchez Vidal, 2016. "Small shops for sale! The effects of big-box openings on grocery stores," Working Papers 2016/12, Institut d'Economia de Barcelona (IEB).
    42. Jidong Zhou, 2014. "Multiproduct Search and the Joint Search Effect," American Economic Review, American Economic Association, vol. 104(9), pages 2918-2939, September.
    43. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521818735.
    44. Dewatripont,Mathias & Hansen,Lars Peter & Turnovsky,Stephen J. (ed.), 2003. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9780521524124.
    45. Claycombe, Richard J., 1991. "Spatial retail markets," International Journal of Industrial Organization, Elsevier, vol. 9(2), pages 303-313, June.
    46. Eric D. Gould & B. Peter Pashigian & Canice J. Prendergast, 2005. "Contracts, Externalities, and Incentives in Shopping Malls," The Review of Economics and Statistics, MIT Press, vol. 87(3), pages 411-422, August.
    47. 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.
    48. Mathias Dewatripont & Lars Peter Hansen & Stephen Turnovsky, 2003. "Advances in economics and econometrics :theory and applications," ULB Institutional Repository 2013/9557, ULB -- Universite Libre de Bruxelles.
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    Cited by:

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    2. Paul C. Cheshire & Christian A. L. Hilber & Piero Montebruno & Rosa Sanchis-Guarner, 2022. "(IN)convenient stores? What do policies pushing stores to town centres actually do?," Working Papers 2022/09, Institut d'Economia de Barcelona (IEB).
    3. Yuhei Miyauchi & Kentaro Nakajima & Stephen J. Redding, 2021. "The Economics of Spatial Mobility: Theory and Evidence Using Smartphone Data," NBER Working Papers 28497, National Bureau of Economic Research, Inc.
    4. Martijn I Dröes & Hans R A Koster, 2023. "A world divided: refugee centers, house prices and household preferences," Journal of Economic Geography, Oxford University Press, vol. 23(1), pages 51-90.
    5. Formánek, Tomáš & Sokol, Ondřej, 2022. "Location effects: Geo-spatial and socio-demographic determinants of sales dynamics in brick-and-mortar retail stores," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    6. Sung Hyo Hong & Junhong Im & Gyoungju Lee, 2023. "Industry Structure of Commercial Districts and the Impact of COVID-19," Sustainability, MDPI, vol. 15(11), pages 1-11, May.
    7. Ioulia Ossokina & Coen Teulings & Jan Svitak, 2017. "The urban economics of retail," CPB Discussion Paper 352, CPB Netherlands Bureau for Economic Policy Analysis.
    8. Ioulia Ossokina & Coen Teulings & Jan Svitak, 2017. "The urban economics of retail," CPB Discussion Paper 352.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    9. Song Zhang & Mark Duijn & Arno J. Vlist, 2023. "Tenant Mix and Retail Rents in High Street Shopping Districts," The Journal of Real Estate Finance and Economics, Springer, vol. 67(1), pages 72-107, July.
    10. Federica Daniele & Mariona Segu & David Bounie & Youssouf Camara, 2022. "Bike-friendly cities: an opportunity for local businesses? Evidence from the city of Paris," THEMA Working Papers 2022-09, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    11. Stuart S. Rosenthal & William C. Strange, 2020. "How Close Is Close? The Spatial Reach of Agglomeration Economies," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 27-49, Summer.
    12. Maral Taşcılar & Kerem Yavuz Arslanlı, 2022. "Forecasting commercial real estate indicators under COVID-19 by adopting human activity using social big data," Asia-Pacific Journal of Regional Science, Springer, vol. 6(3), pages 1111-1132, October.
    13. Klingen, Joris & van Ommeren, Jos, 2020. "Urban air pollution and time losses: Evidence from cyclists in London," Regional Science and Urban Economics, Elsevier, vol. 81(C).

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    More about this item

    Keywords

    Retail; Shopping externalities; Rents; Vacancies; Agglomeration economies; Footfall;
    All these keywords.

    JEL classification:

    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General
    • R33 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Nonagricultural and Nonresidential Real Estate Markets

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