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Measuring the impacts of subway openings on location choice: Systematic evidence from service enterprises, Beijing

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  • Feng, Guoqiang
  • Wang, Tianle
  • Huang, Zihong

Abstract

Studies concerning the location choices of enterprises are predominantly focus on manufacturing enterprises, with limited attention given to service enterprises. This paper examines Beijing, whose services account for more than 80 % of GDP, to ascertain whether enhanced accessibility through the expansion of subway network facilitates new service enterprises to capitalize on agglomeration economies, ultimately contributing to the transformation of the urban landscape. Using a matched dataset comprising 16,571 gird cells, each measuring 1 × 1 km in size, and information on newly registered service enterprises in Beijing from 2007 to 2018, we employ a mult-period difference-in-difference (DID) estimation methodology, leveraging exogenous shocks from the opening of new subway lines, to examine the causal relationship between subway openings and the location decision of service enterprises. Our findings indicate that the subway network positively influences the establishment of service enterprises, with a 53.8 % increase in newly registered service enterprises following the opening of a new subway line. Furthermore, the agglomeration effects of subway network are more salient for newly registered producer service enterprises, which tend to cluster in central areas, whereas consumer service enterprises demonstrate a preference for agglomeration in the city's periphery, thereby contributing to the reconfiguration of the city's urban structure.

Suggested Citation

  • Feng, Guoqiang & Wang, Tianle & Huang, Zihong, 2025. "Measuring the impacts of subway openings on location choice: Systematic evidence from service enterprises, Beijing," Journal of Transport Geography, Elsevier, vol. 123(C).
  • Handle: RePEc:eee:jotrge:v:123:y:2025:i:c:s0966692324002916
    DOI: 10.1016/j.jtrangeo.2024.104082
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    as
    1. Jenny Schuetz, 2015. "Do rail transit stations encourage neighbourhood retail activity?," Urban Studies, Urban Studies Journal Limited, vol. 52(14), pages 2699-2723, November.
    2. Ekaterina Aleksandrova & Kristian Behrens & Maria Kuznetsova, 2020. "Manufacturing (co)agglomeration in a transition country: Evidence from Russia," Journal of Regional Science, Wiley Blackwell, vol. 60(1), pages 88-128, January.
    3. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    4. Mohring, Herbert, 1972. "Optimization and Scale Economies in Urban Bus Transportation," American Economic Review, American Economic Association, vol. 62(4), pages 591-604, September.
    5. Vickerman, Roger, 2015. "High-speed rail and regional development: the case of intermediate stations," Journal of Transport Geography, Elsevier, vol. 42(C), pages 157-165.
    6. Nicolas Gendron-Carrier & Marco Gonzalez-Navarro & Stefano Polloni & Matthew A. Turner, 2022. "Subways and Urban Air Pollution," American Economic Journal: Applied Economics, American Economic Association, vol. 14(1), pages 164-196, January.
    7. Mejia-Dorantes, Lucia & Paez, Antonio & Vassallo, Jose Manuel, 2012. "Transportation infrastructure impacts on firm location: the effect of a new metro line in the suburbs of Madrid," Journal of Transport Geography, Elsevier, vol. 22(C), pages 236-250.
    8. Edward L. Glaeser & William R. Kerr, 2009. "Local Industrial Conditions and Entrepreneurship: How Much of the Spatial Distribution Can We Explain?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(3), pages 623-663, September.
    9. Stuart S. Rosenthal & William C. Strange, 2003. "Geography, Industrial Organization, and Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 377-393, May.
    10. Krugman, Paul, 1980. "Scale Economies, Product Differentiation, and the Pattern of Trade," American Economic Review, American Economic Association, vol. 70(5), pages 950-959, December.
    11. Gabriel M. Ahlfeldt & Stephen J. Redding & Daniel M. Sturm & Nikolaus Wolf, 2015. "The Economics of Density: Evidence From the Berlin Wall," Econometrica, Econometric Society, vol. 83, pages 2127-2189, November.
    12. Fang Wang & Zhao Liu & Shanshan Shang & Yuelei Qin & Bihu Wu, 2019. "Vitality continuation or over-commercialization? Spatial structure characteristics of commercial services and population agglomeration in historic and cultural areas," Tourism Economics, , vol. 25(8), pages 1302-1326, December.
    13. Treb Allen & Costas Arkolakis, 2022. "The Welfare Effects of Transportation Infrastructure Improvements," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(6), pages 2911-2957.
    14. Gilles Duranton & Matthew A. Turner, 2011. "The Fundamental Law of Road Congestion: Evidence from US Cities," American Economic Review, American Economic Association, vol. 101(6), pages 2616-2652, October.
    15. Giulia Faggio & Olmo Silva & William C. Strange, 2017. "Heterogeneous Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 99(1), pages 80-94, March.
    16. Jackson, C. Kirabo & Owens, Emily Greene, 2011. "One for the road: Public transportation, alcohol consumption, and intoxicated driving," Journal of Public Economics, Elsevier, vol. 95(1-2), pages 106-121, February.
    17. Zheng, Siqi & Xu, Yangfei & Zhang, Xiaonan & Wang, Rui, 2016. "Transit development, consumer amenities and home values: Evidence from Beijing's subway neighborhoods," Journal of Housing Economics, Elsevier, vol. 33(C), pages 22-33.
    18. Gonzalez-Navarro, Marco & Turner, Matthew A., 2018. "Subways and urban growth: Evidence from earth," Journal of Urban Economics, Elsevier, vol. 108(C), pages 85-106.
    19. Du, Rui & Zheng, Siqi, 2020. "Agglomeration, housing affordability, and new firm formation: The role of subway network," Journal of Housing Economics, Elsevier, vol. 48(C).
    20. Chen, Qifei & Wang, Meng, 2022. "Opening of high-speed rail and the consumer service industry: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 31-45.
    21. Gao, Yanyan & Zheng, Jianghuai, 2020. "The impact of high-speed rail on innovation: An empirical test of the companion innovation hypothesis of transportation improvement with China’s manufacturing firms," World Development, Elsevier, vol. 127(C).
    22. Bester, Helmut & de Palma, Andre & Leininger, Wolfgang & Thomas, Jonathan & von Thadden, Ernst-Ludwig, 1996. "A Noncooperative Analysis of Hotelling's Location Game," Games and Economic Behavior, Elsevier, vol. 12(2), pages 165-186, February.
    23. Holl, Adelheid, 2004. "Manufacturing location and impacts of road transport infrastructure: empirical evidence from Spain," Regional Science and Urban Economics, Elsevier, vol. 34(3), pages 341-363, May.
    24. Nathaniel Baum-Snow & Loren Brandt & J. Vernon Henderson & Matthew A. Turner & Qinghua Zhang, 2017. "Roads, Railroads, and Decentralization of Chinese Cities," The Review of Economics and Statistics, MIT Press, vol. 99(3), pages 435-448, July.
    25. Yao, Yongling & Pan, Haozhi & Cui, Xiaoyu & Wang, Zhen, 2022. "Do compact cities have higher efficiencies of agglomeration economies? A dynamic panel model with compactness indicators," Land Use Policy, Elsevier, vol. 115(C).
    26. Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2010. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," American Economic Review, American Economic Association, vol. 100(3), pages 1195-1213, June.
    27. Sasaki, Komei, 1989. "Transportation system change and urban structure in two-transport mode setting," Journal of Urban Economics, Elsevier, vol. 25(3), pages 346-367, May.
    28. Cletus C. Coughlin & Eran Segev, 2000. "Foreign Direct Investment in China: A Spatial Econometric Study," The World Economy, Wiley Blackwell, vol. 23(1), pages 1-23, January.
    29. Hyun-Ju Koh & Nadine Riedel, 2014. "Assessing the Localization Pattern of German Manufacturing and Service Industries: A Distance-based Approach," Regional Studies, Taylor & Francis Journals, vol. 48(5), pages 823-843, May.
    30. Lanaspa, Luis & Sanz-Gracia, Fernando & Vera-Cabello, María, 2016. "The (strong) interdependence between intermediate producer services' attributes and manufacturing location," Economic Modelling, Elsevier, vol. 57(C), pages 1-12.
    31. Pasha, Obed & Wyczalkowski, Chris & Sohrabian, Dro & Lendel, Iryna, 2020. "Transit effects on poverty, employment, and rent in Cuyahoga County, Ohio," Transport Policy, Elsevier, vol. 88(C), pages 33-41.
    32. Steijn, Mathieu P.A. & Koster, Hans R.A. & Van Oort, Frank G., 2022. "The dynamics of industry agglomeration: Evidence from 44 years of coagglomeration patterns," Journal of Urban Economics, Elsevier, vol. 130(C).
    33. Liu, Zheming & Zeng, Saixing & Jin, Zhizhou & Shi, Jonathan Jingsheng, 2022. "Transport infrastructure and industrial agglomeration: Evidence from manufacturing industries in China," Transport Policy, Elsevier, vol. 121(C), pages 100-112.
    34. Tabea S Sonnenschein & Simon Scheider & Siqi Zheng, 2022. "The rebirth of urban subcenters: How subway expansion impacts the spatial structure and mix of amenities in European cities," Environment and Planning B, , vol. 49(4), pages 1266-1282, May.
    35. Mariaflavia Harari, 2020. "Cities in Bad Shape: Urban Geometry in India," American Economic Review, American Economic Association, vol. 110(8), pages 2377-2421, August.
    36. Jean Dubé & Cédric Brunelle & Diègo Legros, 2016. "Location Theories and Business Location Decision: A Micro-Spatial Investigation of a Nonmetropolitan Area in Canada," The Review of Regional Studies, Southern Regional Science Association, vol. 46(2), pages 143-170, Summer.
    37. Yizhen Gu & Chang Jiang & Junfu Zhang & Ben Zou, 2021. "Subways and Road Congestion," American Economic Journal: Applied Economics, American Economic Association, vol. 13(2), pages 83-115, April.
    38. Yehua Dennis Wei & Weiye Xiao & Yangyi Wu, 2024. "Centring or suburbanization? Changing locations of producer services in Shanghai," Environment and Planning A, , vol. 56(5), pages 1482-1502, August.
    39. Michael L. Anderson, 2014. "Subways, Strikes, and Slowdowns: The Impacts of Public Transit on Traffic Congestion," American Economic Review, American Economic Association, vol. 104(9), pages 2763-2796, September.
    40. Vernon Henderson & Adam Storeygard & David N. Weil, 2011. "A Bright Idea for Measuring Economic Growth," American Economic Review, American Economic Association, vol. 101(3), pages 194-199, May.
    41. Billings, Stephen B. & Johnson, Erik B., 2016. "Agglomeration within an urban area," Journal of Urban Economics, Elsevier, vol. 91(C), pages 13-25.
    42. Arzaghi, Mohammad & Henderson, J. Vernon, 2005. "Why countries are fiscally decentralizing," Journal of Public Economics, Elsevier, vol. 89(7), pages 1157-1189, July.
    43. Diego Legros & Cédric Brunelle & Jean Dubé, 2016. "Location Theories and Business Location Decisions : A Micro-Spatial Investigation from Canada," Post-Print hal-01338193, HAL.
    44. Zhou Huang & Ganmin Yin & Xia Peng & Xiao Zhou & Quanhua Dong, 2023. "Quantifying the environmental characteristics influencing the attractiveness of commercial agglomerations with big geo-data," Environment and Planning B, , vol. 50(9), pages 2470-2490, November.
    45. Israel, Emil & Cohen-Blankshtain, Galit, 2010. "Testing the decentralization effects of rail systems: Empirical findings from Israel," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(7), pages 523-536, August.
    46. Zheng, Siqi & Hu, Xiaoke & Wang, Jianghao & Wang, Rui, 2016. "Subways near the subway: Rail transit and neighborhood catering businesses in Beijing," Transport Policy, Elsevier, vol. 51(C), pages 81-92.
    47. Barlet, M. & Briant, A. & Crusson, L., 2013. "Location patterns of service industries in France: A distance-based approach," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 338-351.
    48. Karl Wennberg & Göran Lindqvist, 2010. "The effect of clusters on the survival and performance of new firms," Small Business Economics, Springer, vol. 34(3), pages 221-241, April.
    49. Yihsu Chen & Alexander Whalley, 2012. "Green Infrastructure: The Effects of Urban Rail Transit on Air Quality," American Economic Journal: Economic Policy, American Economic Association, vol. 4(1), pages 58-97, February.
    50. Iseki, Hiroyuki & Jones, Robert P., 2018. "Analysis of firm location and relocation in relation to Maryland and Washington, DC metro rail stations," Research in Transportation Economics, Elsevier, vol. 67(C), pages 29-43.
    51. Yaqi Hu & Yingzi Chen, 2022. "Coupling of Urban Economic Development and Transportation System: An Urban Agglomeration Case," Sustainability, MDPI, vol. 14(7), pages 1-17, March.
    52. Wang, Chunyang & Meng, Weidong & Hou, Xinshuo, 2020. "The impact of high-speed rails on urban economy: An investigation using night lighting data of Chinese cities," Research in Transportation Economics, Elsevier, vol. 80(C).
    53. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    54. Jed Kolko, 2010. "Urbanization, Agglomeration, and Coagglomeration of Service Industries," NBER Chapters, in: Agglomeration Economics, pages 151-180, National Bureau of Economic Research, Inc.
    55. David Bassens & Laura Gutierrez & Reijer Hendrikse & Deborah Lambert & Maëlys Waiengnier, 2021. "Unpacking the advanced producer services complex in world cities: Charting professional networks, localisation economies and markets," Urban Studies, Urban Studies Journal Limited, vol. 58(6), pages 1286-1302, May.
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    Keywords

    Subway; Location choices; Service enterprises; Urban structure; DID; Beijing;
    All these keywords.

    JEL classification:

    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

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