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Picking 'winners' in space: Impact of spatial targeting on firm performance in China

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  • Anthony Howell

Abstract

This paper examines the spatial patterns of China's industrial encouragement policy and its distributional impact on firm productivity. To this end, I develop separate proxies to measure three popular policy instruments (subsidies, tax holidays, and preferential access to loans). I first show that China's industrial support policies tend to exhibit a prominent spatial feature of targeting firms located in lagging cities with lower density. Taking into account potential endogeneity of industrial policy, unobserved heterogeneity and firm dynamics, quantile regression techniques show that more intense industrial support leads to: (a) a reduction in the productivity of lower‐performing firms, especially in denser cities; and (b) a small productivity gain for better performing firms but only in denser cities. Counterfactual analysis further reveals that pursuing an alternative, space‐neutral industrial encouragement policy would increase average productivity by 14–16%, in aggregate, but also contribute to significantly higher regional inequality.

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  • Anthony Howell, 2020. "Picking 'winners' in space: Impact of spatial targeting on firm performance in China," Journal of Regional Science, Wiley Blackwell, vol. 60(5), pages 1025-1046, November.
    • Handle: RePEc:bla:jregsc:v:60:y:2020:i:5:p:1025-1046
    DOI: 10.1111/jors.12497
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    1. Lu, Jiangyong & Tao, Zhigang, 2009. "Trends and determinants of China's industrial agglomeration," Journal of Urban Economics, Elsevier, vol. 65(2), pages 167-180, March.
    2. Philippe Aghion & Jing Cai & Mathias Dewatripont & Luosha Du & Ann Harrison & Patrick Legros, 2022. "Industrial Policy and Competition," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 15, pages 349-380, World Scientific Publishing Co. Pte. Ltd..
    3. Diego Restuccia & Richard Rogerson, 2008. "Policy Distortions and Aggregate Productivity with Heterogeneous Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(4), pages 707-720, October.
    4. Rawski, Thomas G, 1994. "Chinese Industrial Reform: Accomplishments, Prospects, and Implications," American Economic Review, American Economic Association, vol. 84(2), pages 271-275, May.
    5. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521885577.
    6. Stiglitz, Joseph E. & Yifu, Justin & Monga, Celestin, 2013. "The rejuvenation of industrial policy," Policy Research Working Paper Series 6628, The World Bank.
    7. Criscuolo, Chiara & Martin, Ralf & Overman, Henry & Van Reenen, John, 2012. "The Causal Effects of an Industrial Policy," IZA Discussion Papers 6323, Institute of Labor Economics (IZA).
    8. Chun-Chung Au & J. Vernon Henderson, 2006. "Are Chinese Cities Too Small?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(3), pages 549-576.
    9. Lionel Fontagné & Pamina Koenig & Florian Mayneris & Sandra Poncet, 2013. "Cluster Policies And Firm Selection: Evidence From France," Journal of Regional Science, Wiley Blackwell, vol. 53(5), pages 897-922, December.
    10. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2019. "Some Causal Effects of an Industrial Policy," American Economic Review, American Economic Association, vol. 109(1), pages 48-85, January.
    11. Zheng, Siqi & Sun, Weizeng & Wu, Jianfeng & Kahn, Matthew E., 2017. "The birth of edge cities in China: Measuring the effects of industrial parks policy," Journal of Urban Economics, Elsevier, vol. 100(C), pages 80-103.
    12. Hans R.A. Koster & Fang Fang Cheng & Michiel Gerritse & Frank G. van Oort, 2019. "Place‐based policies, firm productivity, and displacement effects: Evidence from Shenzhen, China," Journal of Regional Science, Wiley Blackwell, vol. 59(2), pages 187-213, March.
    13. Fabrizio Barca & Philip McCann & Andrés Rodríguez‐Pose, 2012. "The Case For Regional Development Intervention: Place‐Based Versus Place‐Neutral Approaches," Journal of Regional Science, Wiley Blackwell, vol. 52(1), pages 134-152, February.
    14. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    15. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    16. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    17. Pablo Fajgelbaum & Cecile Gaubert, 2018. "Optimal Spatial Policies, Geography and Sorting," NBER Working Papers 24632, National Bureau of Economic Research, Inc.
    18. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    19. Shanzi Ke & Edward Feser, 2010. "Count on the Growth Pole Strategy for Regional Economic Growth? Spread-Backwash Effects in Greater Central China," Regional Studies, Taylor & Francis Journals, vol. 44(9), pages 1131-1147.
    20. Mark D. Partridge & Dan S. Rickman & M. Rose Olfert & Ying Tan, 2015. "When Spatial Equilibrium Fails: Is Place-Based Policy Second Best?," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1303-1325, August.
    21. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    22. Anthony Howell, 2019. "Heterogeneous impacts of China's economic and development zone program," Journal of Regional Science, Wiley Blackwell, vol. 59(5), pages 797-818, November.
    23. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521712903.
    24. Enrico Moretti, 2014. "Local Economic Development, Agglomeration Economies, and the Big Push: 100 Years of Evidence from the Tennessee Valley Authority," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 275-331.
    25. Girma, Sourafel & Gong, Yundan & Görg, Holger, 2009. "What Determines Innovation Activity in Chinese State-owned Enterprises? The Role of Foreign Direct Investment," World Development, Elsevier, vol. 37(4), pages 866-873, April.
    26. Chernozhukov, Victor & Hansen, Christian, 2008. "Instrumental variable quantile regression: A robust inference approach," Journal of Econometrics, Elsevier, vol. 142(1), pages 379-398, January.
    27. Joseph E. Stiglitz & Justin Yifu Lin & Célestin Monga, 2013. "Introduction: The Rejuvenation of Industrial Policy," International Economic Association Series, in: Joseph E. Stiglitz & Justin Yifu Lin (ed.), The Industrial Policy Revolution I, pages 1-15, Palgrave Macmillan.
    28. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    29. Haley, Usha C.V. & Haley, George T., 2013. "Subsidies to Chinese Industry: State Capitalism, Business Strategy, and Trade Policy," OUP Catalogue, Oxford University Press, number 9780199773749.
    30. Rosenthal, Stuart S. & Strange, William C., 2004. "Evidence on the nature and sources of agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 49, pages 2119-2171, Elsevier.
    31. Lionel Fontagné & Pamina Koenig & Florian Mayneris & Sandra Poncet, 2013. "Cluster Policies And Firm Selection: Evidence From France," Journal of Regional Science, Wiley Blackwell, vol. 53(5), pages 897-922, December.
    32. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
    33. Yu Chen & Zhigang Li & Zheng Liu, 2018. "Agglomeration and actual tax rates: firm-level evidence from China," Regional Studies, Taylor & Francis Journals, vol. 52(1), pages 93-104, January.
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    Cited by:

    1. Yang Shen & Jing Wu & Shuping Wu, 2022. "City‐chief turnover and place‐based policy change: Evidence from China," Journal of Regional Science, Wiley Blackwell, vol. 62(5), pages 1296-1328, November.

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