Abstract
As a matter of expediency, most existing corporate-based urban networks can only be quantitatively measured by either counting the number of linkages or calculating the product of estimated service values. However, the impreciseness arising due to the limits of quantitative analysis may prove fatal to studies about non-market economies like China. Employing the capital investment dataset as an example, we build a capital-weighted intervention network as well as an unweighted control network to carry out an examination of the quantitative validity in China’s corporate-based urban network analysis. Both the overall spatial pattern and top city-dyads within the capital-weighted network witness Beijing, as the most dominant city, overshadow the performance of the others, and the unweighted network shows multilateral interactions between China’s top cities including Beijing, Shanghai, Shenzhen, and Guangzhou. To further interpret the noticeable differences, we divide the overall network into two subnetworks, inferred by focusing on state-owned enterprises (SOEs) and private enterprises. The results show that the public and private sectors have separately created vastly different sub-networks in China and that SOEs play a much more significant role in terms of capital. Besides fresh insights into China’s urban network, this study provides a cautionary tale reminding researchers of the essentiality and complexity when making a quantitative distinction between different linkages.
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References
Alderson A S, Beckfield J, 2004. Power and position in the world city system. American Journal of Sociology, 109(4): 811–851. doi: https://doi.org/10.1086/378930
Anderson R C, Mansi S A, Reeb D M, 2004. Board characteristics, accounting report integrity, and the cost of debt. Journal of Accounting & Economics, 37(3): 315–342. doi: https://doi.org/10.1016/j.jacceco.2004.01.004
Anheier H K, Gerhards J, Romo F P, 1995. Forms of capital and social structure in cultural fields: examining bourdieu’s social topography. American Journal of Sociology, 100(4): 859–903. doi: https://doi.org/10.1086/230603
Barabási A L, Albert R, 1999. Emergence of scaling in random networks. Science, 286(5439): 509–512. doi: https://doi.org/10.1126/science.286.5439.509
Beaverstock J V, Smith R G, Taylor P J et al., 2000. Globalization and world cities: some measurement methodologies. Applied Geography, 20(1): 43–63. doi: https://doi.org/10.1016/S0143-6228(99)00016-8
Bian J, 2014. China’s Securities Market: Towards Efficient Regulation. London: Taylor & Francis. doi: https://doi.org/10.4324/9781315819075
Bremmer I, 2010. Article commentary: The end of the free market: who wins the war between states and corporations? European View, 9(1): 249–252. doi: https://doi.org/10.1007/s12290-010-0129-z
Bruton G D, Peng M W, Ahlstrom D et al., 2015. State-owned enterprises around the world as hybrid organizations. Academy of Management Perspectives, 29(1): 92–114. doi: https://doi.org/10.5465/amp.2013.0069
Chen H Y, Li R, Tillmann P, 2019. Pushing on a string: state-owned enterprises and monetary policy transmission in China. China Economic Review, 54: 26–40. doi: https://doi.org/10.1016/j.chieco.2018.10.005
Chen J J, 2004. Determinants of capital structure of Chinese-listed companies. Journal of Business Research, 57(12): 1341–1351. doi: https://doi.org/10.1016/S0148-2963(03)00070-5
Dannefer D, 2003. Cumulative advantage/disadvantage and the life course: cross-fertilizing age and social science theory. The Journals of Gerontology: Series B, Psychological Sciences and Social Sciences, 58(6): S327–S337. doi: https://doi.org/10.1093/geronb/58.6.S327
Daude C, Fratzscher M, 2008. The pecking order of cross-border investment. Journal of International Economics, 74(1): 94–119. doi: https://doi.org/10.1016/j.jinteco.2007.05.010
Del Bo C D, Ferraris M, Florio M, 2017. Governments in the market for corporate control: evidence from M&A deals involving state-owned enterprises. Journal of Comparative Economics, 45(1): 89–109. doi: https://doi.org/10.1016/j.jce.2016.11.006
Derudder B, 2006. On conceptual confusion in empirical analyses of a transnational urban network. Urban Studies, 43(11): 2027–2046. doi: https://doi.org/10.1080/00420980600897842
Derudder B, Taylor P J, Hoyler M et al., 2013. Measurement and interpretation of connectivity of Chinese cities in world city network.2010. Chinese Geographical Science, 23(3): 261–273. doi: https://doi.org/10.1007/s11769-013-0604-y
Derudder B, 2020. Bipartite network projections of multi-locational corporations: realising the potential. Geographical Analysis. https://onlinelibrary.wiley.com/doi/full/10.1111/gean.1231
Derudder B, Taylor P J, 2020. Three globalizations shaping the twenty-first century: understanding the new world geography through its cities. Annals of the American Association of Geographers. https://www.tandfonline.com/doi/full/10.1080/24694-452.2020.1727308
Drucker P F, 1997. The global economy and the nation-state. Foreign Affairs, 76(5): 159–171. doi: https://doi.org/10.2307/20048206
Fama E F, French K R, 2004. The capital asset pricing model: theory and evidence. Journal of Economic Perspectives, 18(3): 25–46. doi: https://doi.org/10.2139/ssrn.440920
Firth M, Lin C, Liu P et al., 2009. Inside the black box: bank credit allocation in China’s private sector. Journal of Banking & Finance, 33(6): 1144–1155. doi: https://doi.org/10.1016/j.jbankfin.2008.12.008
Gupta P, Kochhar K, Panth S, 2015. Bank ownership and the effects of financial liberalization: evidence from India. Indian Growth and Development Review, 8(1): 109–138. doi: https://doi.org/10.1108/IGDR-08-2014-0028
Hennemann S, Derudder B, 2014. An alternative approach to the calculation and analysis of connectivity in the world city network. Environment and Planning B: Planning & Design, 41(3): 392–412. doi: https://doi.org/10.1068/b39108
Hsueh R, 2011. China’s Regulatory State: A New Strategy for Globalization. Ithaca: Cornell University Press.
Jacobs W, Koster H, Hall P, 2011. The location and global network structure of maritime advanced producer services. Urban Studies, 48(13): 2749–2769. doi: https://doi.org/10.1177/0042098010391294
Jones L, Zou Y Z, 2017. Rethinking the role of state-owned enterprises in China’s rise. New Political Economy, 22(6): 743–760. doi: https://doi.org/10.1080/13563467.2017.1321625
Krackardt D, 1987. QAP partialling as a test of spuriousness. Social Networks, 9(2): 171–186. doi: https://doi.org/10.1016/0378-8733(87)90012-8
Kragelund P, 2009. Knocking on a wide-open door: Chinese investments in Africa. Review of African Political Economy, 36(122): 479–497. doi: https://doi.org/10.1080/03056240903346111
Lai K R, 2012. Differentiated markets: Shanghai, Beijing and Hong Kong in China’s financial centre network. Urban Studies, 49(6): 1275–1296. doi: https://doi.org/10.1177/0042098011408143
Latapy M, Magnien C, del Vecchio N, 2008. Basic notions for the analysis of large two-mode networks. Social Networks, 30(1): 31–48. doi: https://doi.org/10.1016/j.socnet.2007.04.006
Li C, Wang Y P, Wu L S et al., 2016. Political connections and tax-induced earnings management: evidence from China. The European Journal of Finance, 22(4–6): 413–431. doi: https://doi.org/10.1080/1351847X.2012.753465
Li H, 2012. The impact of China’s stock market reforms on its international stock market linkages. The Quarterly Review of Economics and Finance, 52(4): 358–368. doi: https://doi.org/10.1016/j.qref.2012.10.003
Li Y C, Phelps N, 2018. Megalopolis unbound: knowledge collaboration and functional polycentricity within and beyond the Yangtze River Delta Region in China.2014. Urban Studies, 55(2): 443–460. doi: https://doi.org/10.1177/0042098016656971
Li Y C, Phelps N A, 2019. Megalopolitan glocalization: the evolving relational economic geography of intercity knowledge linkages within and beyond China’s Yangtze River Delta region, 2004–2014. Urban Geography, 40(9): 1310–1334. doi: https://doi.org/10.1080/02723638.2019.1585140
Liu X J, Derudder B, 2013. Analyzing urban networks through the lens of corporate networks: a critical review. Cities, 31: 430–437. doi: https://doi.org/10.1016/j.cities.2012.07.009
Lu M, Wan G H, 2014. Urbanization and urban systems in the people’s republic of China: research findings and policy re-commendations. Journal of Economic Surveys, 28(4): 671–685. doi: https://doi.org/10.1111/joes.12078
Martinus K, Sigler T J, Searle G et al., 2015. Strategic globalizing centers and sub-network geometries: a social network analysis of multi-scalar energy networks. Geoforum, 64: 78–89. doi: https://doi.org/10.1016/j.geoforum.2015.06.006
McMaster R B, McMaster S, 2002. A history of twentieth-century American academic cartography. Cartography and Geographic Information Science, 29(3): 305–321. doi: https://doi.org/10.1559/152304002782008486
Meyer D R, 2003. The challenges of research on the global network of cities. Urban Geography, 24(4): 301–313. doi: https://doi.org/10.2747/0272-3638.24.4.301
Naughton B, Tsai K S, 2015. State Capitalism, Institutional Adaptation, and the Chinese Miracle. Cambridge: Cambridge University Press. doi: https://doi.org/10.1017/CBO9781139962858
Neal Z, 2012. Structural determinism in the interlocking world city network. Geographical Analysis, 44(2): 162–170. doi: https://doi.org/10.1111/j.1538-4632.2012.00843.x
Neal Z P, Derudder B, Taylor P J, 2019. Should I stay or should I go: predicting advanced producer services firm expansion and contraction. International Regional Science Review, 42(2): 207–229. doi: https://doi.org/10.1177/0160017618784739
Neal Z P, 2020. Fallacies in world city network measurement. Geographical Analysis. https://onlinelibrary.wiley.com/doi/full/10.1111/gean.12230
Nordlund C, 2004. A critical comment on the Taylor approach for measuring world city interlock linkages. Geographical Analysis, 36(3): 290–296. doi: https://doi.org/10.1353/geo.2004.0011
Pan F H, Xia Y B, 2014. Location and agglomeration of headquarters of publicly listed firms within China’s urban system. Urban Geography, 35(5): 757–779. doi: https://doi.org/10.1080/02723638.2014.909112
Pan F H, Bi W K, Lenzer J et al., 2017. Mapping urban networks through inter-firm service relationships: the case of China. Urban Studies, 54(16): 3639–3654. doi: https://doi.org/10.1177/0042098016685511
Pan Fenghua, He Ziyun, Sigler T et al., 2018. How Chinese financial centers integrate into global financial center networks: an empirical study based on overseas expansion of Chinese financial service firms. Chinese Geographical Science, 28(2): 217–230. doi: https://doi.org/10.1007/s11769-017-0913-7
Pažitka V, Wójcik D, Knight E, 2020. Critiquing construct validity in world city network research: moving from office location networks to inter-organizational projects in the modeling of intercity business flows. Geographical Analysis. https://doi.org/10.1111/gean.12226
Sassen S, 2013. The Global City: New York, London, Tokyo. Princeton: Princeton University Press. doi: https://doi.org/10.2307/2152688
Schleimer S C, Pedersen T, 2014. The effects of MNC parent effort and social structure on subsidiary absorptive capacity. Journal of International Business Studies, 45(3): 303–320. doi: https://doi.org/10.1057/jibs.2013.65
Sharman J C, 2010. Shopping for anonymous shell companies: an audit study of anonymity and crime in the international financial system. Journal of Economic Perspectives, 24(4): 127–140. doi: https://doi.org/10.1257/jep.24.4.127
Sigler T, Martinus K, Iacopini I et al., 2020. The role of tax havens and offshore financial centres in shaping corporate geographies: an industry sector perspective. Regional Studies, 54(5): 621–633. doi: https://doi.org/10.1080/00343404.2019.1602257
Sutton P C, Costanza R, 2002. Global estimates of market and non-market values derived from nighttime satellite imagery, land cover, and ecosystem service valuation. Ecological Economics, 41(3): 509–527. doi: https://doi.org/10.1016/S0921-8009(02)00097-6
Taylor P J, 1997. Hierarchical tendencies amongst world cities: a global research proposal. Cities, 14(6): 323–332. doi: https://doi.org/10.1016/s0264-2751(97)00023-1
Taylor P J, 2001. Specification of the world city network. Geographical Analysis, 33(2): 181–194. doi: https://doi.org/10.1111/j.1538-4632.2001.tb00443.x
Taylor P J, 2004. The new geography of global civil society: NGOs in the world city network. Globalizations, 1(2): 265–277. doi: https://doi.org/10.1080/1474773042000308604
Taylor P J, Hoyler M, Verbruggen R, 2010. External urban relational process: introducing central flow theory to complement central place theory. Urban Studies, 47(13): 2803–2818. doi: https://doi.org/10.1177/0042098010377367
Taylor P J, Derudder B, Hoyler M et al., 2013. New regional geographies of the world as practised by leading advanced producer service firms in 2010. Transactions of the Institute of British Geographers, 38(3): 497–511. doi: https://doi.org/10.1111/j.1475-5661.2012.00545.x
Taylor P J, Derudder B, Hoyler M et al., 2014a. City-dyad analyses of China’s integration into the world city network. Urban Studies, 51(5): 868–882. doi: https://doi.org/10.1177/0042098013494419
Taylor P J, Derudder B, Faulconbridge J et al., 2014b. Advanced producer service firms as strategic networks, global cities as strategic places. Economic Geography, 90(3): 267–291. doi: https://doi.org/10.1111/ecge.12040
Tong D D, 2017. The Heart of Economic Reform: China’s Banking Reform and State Enterprise Restructuring. London: Taylor & Francis. doi: https://doi.org/10.4324/9781315186863
Tsui A S, Lau C M, 2002. The Management of Enterprises in the People’s Republic of China. Boston: Springer. doi: https://doi.org/10.1007/978-1-4615-1095-6
Wang Y Y, 2015. The rise of the ‘shareholding state’: financialization of economic management in China. Socio-Economic Review, 13(3): 603–625. doi: https://doi.org/10.1093/ser/mwv016
Wirth L, 1938. Urbanism as a way of life. American Journal of Sociology, 44(1): 1–24. doi: https://doi.org/10.1086/217913
Zhang W Y, Derudder B, Wang J H et al., 2018a. Regionalization in the Yangtze River Delta, China, from the perspective of inter-city daily mobility. Regional Studies, 52(4): 528–541. doi: https://doi.org/10.1080/00343404.2017.1334878
Zhang X, Li Y J, Yuan Y B, 2018b. Behind the scenes: the evolving urban networks of film production in China. Urban Geography, 39(10): 1510–1527. doi: https://doi.org/10.1080/02723638.2018.1477297
Zhang Z, Cai T, 2020. Delta-shaped openness: visualizing the foreign capital in mainland China. Environment and Planning A: Economy and Space, 52(1): 3–5. doi: https://doi.org/10.1177/0308518x19846129
Zhao M X, Liu X J, Derudder B et al., 2015. Mapping producer services networks in mainland Chinese cities. Urban Studies, 52(16): 3018–3034. doi: https://doi.org/10.1177/0042098014558541
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Zhang, Z., Tang, Z. Examination and Interpretation of the Quantitative Validity in China’s Corporate-based Urban Network Analysis. Chin. Geogr. Sci. 31, 41–53 (2021). https://doi.org/10.1007/s11769-021-1175-y
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DOI: https://doi.org/10.1007/s11769-021-1175-y