The role of spillovers when evaluating regional development interventions: evidence from administrative upgrading in China
Tóm tắt
Direct effects of regional development interventions on targeted areas may be amplified by positive spillovers from elsewhere or offset by negative spillovers. Yet spillovers are often ignored in the applied literature, where impact analyses based on difference-in-differences typically treat spatial units as independent of their neighbours. We study spatial spillovers from a popular regional development intervention in China—converting counties to cities. China’s top-down approach lets only central government bestow city status on an area, with over ten percent of counties upgraded to cities in the last two decades. A growing literature estimates impacts of these conversions, with spatial units typically treated as independent of their neighbours. In contrast, our spatial econometric models use a 20-year panel for almost 2500 county-level units to allow indirect spillover effects on indicators of local economic activity. The positive direct effects on GDP and luminosity of a county being upgraded are amplified through positive indirect effects, especially in the eastern regions of China where economic activity and population are more densely concentrated. The models without spatial lags that ignore spillovers give estimated effects of converting counties to cities that are only two-fifths to two-thirds as large as the estimated effects coming from the spatial models.
Tài liệu tham khảo
Asyahid, E.A., Pekerti, I.S.: Economic impact of natural disasters, spillovers, and role of human development: case of Indonesia. Lett. Spat. Resour. Sci.resour. Sci. 15(3), 493–506 (2022)
Baugh, K., Elvidge, C., Ghosh, T., Ziskin, D.: Development of a 2009 stable lights product using DMSP-OLS data. Proceed. Asia-Pacific Adv. Netw. 30, 114 (2010)
Bo, S.: Centralization and regional development: evidence from a political hierarchy reform to create cities in China. J. Urban Econ. 115, 103182 (2020)
Cao, Z., Wang, L., Zhang, Y.: Environmental effects of city-county mergers in China: strengthening governance or aggravating pollution? Sustainability. 14(9), 5522 (2022)
Chen, A., Partridge, M.D.: When are cities engines of growth in China? Spread and backwash effects across the urban hierarchy. Reg. Stud. 47(8), 1313–1331 (2013)
Chen, Y., Wang, K., Wang, F.: Economic growth mechanism of county-to-district conversion and its dialectical relationship with city shrinkage: case study of county-to-district conversion in Hangzhou, China. J. Urban Plan. Dev. 146(4), 05020029 (2020)
Chung, J.H., Lam, T.C.: China’s city system in flux: explaining post-Mao administrative changes. China Q. 180, 945–964 (2004)
De Castris, M., Di Gennaro, D., Pellegrini, G.: Do spatial spillovers of regional policies aid the reduction of regional inequalities in Europe? In Capello, R. and Conte, A., (editors). Cities and Regions in Transition. FrancoAngeli, (2023), pp. 265–288.
Delgado, M.S., Florax, R.J.: Difference-in-differences techniques for spatial data: Local autocorrelation and spatial interaction. Econ. Lett. 137, 123–126 (2015)
Deng, N., Feng, B., Partridge, M.D.: A blessing or curse: the spillover effects of city–county consolidation on local economies. Reg. Stud. 56(9), 1571–1588 (2022)
Drukker, D.M., Prucha, I.R., Raciborski, R.: Maximum likelihood and generalized spatial two-stage least-squares estimators for a spatial-autoregressive model with spatial-autoregressive disturbances. Stata J. 13(2), 221–241 (2013)
Elhorst, J.P.: Dynamic spatial panels: models, methods, and inferences. J. Geogr. Syst. 14(1), 5–28 (2012)
Fan, S., Li, L., Zhang, X.: Rethinking China's under-urbanization: an evaluation of its county-to-city upgrading policy (No. 875). International Food Policy Research Institute (IFPRI), (2009)
Fan, S., Li, L., Zhang, X.: Challenges of creating cities in China: Lessons from a short-lived county-to-city upgrading policy. J. Comp. Econ. 40(3), 476–491 (2012)
Forstall, R.L., Chan, K.W.: Urban places: statistical definitions. In: Wright, J. (ed.) International Encyclopedia of the Social and Behavioral Sciences, pp. 854–861. Elsevier (2015)
Gambina, D., Mazzola, F.: The impact of spatial spillovers on Cohesion Funds’ effectiveness: A spatial panel analysis for the Italian provinces. In Capello, R. and Conte, A., (editors). Cities and Regions in Transition. FrancoAngeli, (2023), pp. 245–263.
Ghosh, T., Baugh, K.E., Elvidge, C.D., Zhizhin, M., Poyda, A., Hsu, F.C.: Extending the DMSP nighttime lights time series beyond 2013. Remote Sens. 13(24), 5004 (2021)
Gibson, J., Li, C.: The erroneous use of China’s population and per capita data: a structured review and critical test. J. Econ. Surv. 31(4), 905–922 (2017)
Gibson, J., Jiang, Y., Susantono, B.: Revisiting the role of secondary towns: how different types of urban growth relate to poverty in Indonesia. World Dev. 169, 106281 (2023)
He, J., Jaros, K.: The multilevel politics of County-to-District mergers in China. J. Contemp. China 32(144), 932–950 (2023)
Jiang, M., Chen, W., Yu, X., Zhong, G., Dai, M., Shen, X.: How can urban administrative boundary expansion affect air pollution? Mechanism analysis and empirical test. J. Environ. Manage. 322, 116075 (2022)
Krisztin, T., Piribauer, P., Wögerer, M.: The spatial econometrics of the coronavirus pandemic. Lett. Spat. Resour. Sci. Resour. Sci. 13(1), 209–218 (2020)
Landry, P.F.: Decentralized authoritarianism in China: the Communist Party’s control of local elites in the post-Mao era, vol. 1. Cambridge University Press, New York (2008)
Lee, L., Yu, J.: Estimation of spatial autoregressive panel data models with fixed effects. J. Econom. 154(1), 165–185 (2010)
LeSage, J., Pace, R.K.: Introduction to Spatial Econometrics. Chapman and Hall and CRC Press, Boca Raton (2009)
Li, L.: The incentive role of creating cities in China. China Econ. Rev. Econ. Rev. 22(1), 172–181 (2011)
Lichtenberg, E., Ding, C.: Local officials as land developers: urban spatial expansion in China. J. Urban Econ. 66(1), 57–64 (2009)
Liu, X., Zeng, J., Zhou, Q.: The chosen fortunate in the urbanization process in China? evidence from a geographic regression discontinuity study. Rev. Dev. Econ. 23(4), 1768–1787 (2019)
Lu, S., Wang, H.: Regional integration by administrative division adjustment: City-County consolidation and layout of land development in China. J. Urban Plan. Dev. 149(3), 04023017 (2023)
Ma, L.J.: Urban administrative restructuring, changing scale relations and local economic development in China. Polit. Geogr.geogr. 24(4), 477–497 (2005)
McKinsey Global Institute [MGI]: Preparing for China’s urban billion. (2009) https://www.mckinsey.com/featured-insights/urbanization/preparing-for-chinas-urban-billion
Mukim, M., Zhu, T.J.: Empowering cities: good for growth? Evidence from the people’s republic of China. Asian Dev. Rev. 35(1), 175–195 (2018)
Mur, J., Angulo, A.: Model selection strategies in a spatial setting: Some additional results. Reg. Sci. Urban Econ. 39(2), 200–213 (2009)
National Bureau of Statistics [NBS]. Beijing Statistical Yearbook. China Statistics Press, Beijing (2001–2020)
National Bureau of Statistics [NBS]. China City Statistical Yearbook. China Statistics Press, Beijing (2001–2020)
National Bureau of Statistics [NBS]. China Statistical Yearbook (county-level). China Statistics Press, Beijing (2001–2020)
Park, A., Johnston, B.: Rural development and dynamic externalities in Taiwan’s structural transformation. Econ. Dev. Cult. Change 44(1), 181–208 (1995)
Qiu, F., Tong, Q.: A spatial difference-in-differences approach to evaluate the impact of light rail transit on property values. Econ. Model. 99(1), 105496 (2021)
Ravallion, M.: Externalities in rural development: Evidence for China. In: Kanbur, R., Venables, A. (eds.) Spatial Inequality and Development, pp. 137–162. Oxford University Press, Oxford (2005)
Rosenstein-Rodan, P.N.: Problems of industrialisation of eastern and south-eastern Europe. Econ. J. 53(210–211), 202–211 (1943)
Shen, J.: Scale, state and the city: urban transformation in post-reform China. Habitat Int. 31(3–4), 303–316 (2007)
Su, X.: Unpacking administrative rank: intercity competition and the remaking of local state space in China. Polit. Geogr.geogr. 92, 102518 (2022)
Tan, X., Tan, Y.: Equalization through China’s intergovernmental fiscal system: The effectiveness of central and provincial transfers. Asian Dev. Rev. 41(1), (2024)
Tang, W.: Decentralization and development of small cites: evidence from county-to-city upgrading in China. China Econ. Quarterly Int. 1(3), 191–207 (2021)
Tang, W., Hewings, G.J.: Do city–county mergers in China promote local economic development? Econ. Transit. 25(3), 439–469 (2017)
Tian, C., Ji, W., Chen, S., Wu, J.: The time and spatial effects of a City-County merger on housing prices—Evidence from Fuyang. Sustainability. 12(4), 1639 (2020)
Wang, J., Wang, J.: Effects of urban administrative system on urban system development in China. Role State China’s Urban Syst. Dev. Gov. Capacit. Inst. Policy. pp. 161-185 (2021)
Wang, J., Yeh, A.G.: Administrative restructuring and urban development in China: effects of urban administrative level upgrading. Urban Stud. 57(6), 1201–1223 (2020)
Zeng, Z., You, C.: The price of becoming a City: decentralization and air pollution—the evidence from the policy of County-to-City upgrade in China. Int. J. Environ. Res. Public Health 19(23), 15621 (2022)
Zhang, X., Gibson, J.: Using multi-source nighttime lights data to proxy for county-level economic activity in China from 2012 to 2019. Remote Sens. 14(5), 1282 (2022)
Zhang, S., Zhang, M.A., Sun, W.: Administrative division adjustment and housing price co-movement: evidence from City-County mergers in China. Chin. World. Econ. 30(4), 149–173 (2022)
Zhang, X., Gibson, J., Deng, X.: Remotely too equal: popular DMSP night-time lights data understate spatial inequality. Reg. Sci. Policy Pract.pract. 15(9), 2106 (2023)
Zhao, B., Xi, X.: Economic effects of conversion from county (or county-level city) to municipal district in China. PLoS ONE 17(9), e0272267 (2022)
