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Local corruption, total factor productivity and firm heterogeneity: Empirical evidence from Chinese manufacturing firms

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  • Demir, Firat
  • Hu, Chenghao
  • Liu, Junyi
  • Shen, Hewei

Abstract

This paper examines the effects of local corruption on total factor productivity (TFP) of manufacturing firms in China. The empirical analysis is based on a novel corruption dataset we developed on local corruption in China at various disaggregation levels. The empirical results using fixed effects and instrumental variable estimation methods suggest that corruption has an economically and statistically significant negative effect on firm productivity. The estimated economic cost of corruption is found to be high; a one standard deviation increase in corruption reduces firm TFP by around 3.8%. We also find that firm heterogeneity shapes business reactions to corruption in a given geographical location. Increasing corruption hurts firms less when they are publicly owned, export-oriented, more profitable, have faster growth, or operate in industries with lower levels of competition. We also show that firms in cities with higher levels of human capital and higher levels of public spending on education and scientific research are less sensitive to corruption. As for transmission channels, we find that corruption is likely to hurt TFP through its negative effects on private ownership, investment rate, export intensity, innovation, leverage, employment growth, and profit.

Suggested Citation

  • Demir, Firat & Hu, Chenghao & Liu, Junyi & Shen, Hewei, 2022. "Local corruption, total factor productivity and firm heterogeneity: Empirical evidence from Chinese manufacturing firms," World Development, Elsevier, vol. 151(C).
  • Handle: RePEc:eee:wdevel:v:151:y:2022:i:c:s0305750x21003855
    DOI: 10.1016/j.worlddev.2021.105770
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    1. Takahiro Sato & Atsushi Kato, 2014. "Greasing the Wheels? The Effect of Corruption in Regulated Manufacturing Sectors of India," Discussion Paper Series DP2014-07, Research Institute for Economics & Business Administration, Kobe University.
    2. Dincer, Oguzhan, 2019. "Does corruption slow down innovation? Evidence from a cointegrated panel of U.S. states," European Journal of Political Economy, Elsevier, vol. 56(C), pages 1-10.
    3. Paunov, Caroline, 2016. "Corruption's asymmetric impacts on firm innovation," Journal of Development Economics, Elsevier, vol. 118(C), pages 216-231.
    4. Xu, Gang & Yano, Go, 2017. "How does anti-corruption affect corporate innovation? Evidence from recent anti-corruption efforts in China," Journal of Comparative Economics, Elsevier, vol. 45(3), pages 498-519.
    5. Demir, FIrat, 2009. "Financial liberalization, private investment and portfolio choice: Financialization of real sectors in emerging markets," Journal of Development Economics, Elsevier, vol. 88(2), pages 314-324, March.
    6. Kaufman, Daniel & Shang-Jin Wei, 1999. "Does"grease money"speed up the wheels of commerce?," Policy Research Working Paper Series 2254, The World Bank.
    7. Zheng, Ying & Zhu, Yuande, 2013. "Bank lending incentives and firm investment decisions in China," Journal of Multinational Financial Management, Elsevier, vol. 23(3), pages 146-165.
    8. Jovanovic, Boyan & Nyarko, Yaw, 1996. "Learning by Doing and the Choice of Technology," Econometrica, Econometric Society, vol. 64(6), pages 1299-1310, November.
    9. Singh, Nirvikar, 2009. "Essays on India’s Economic Growth," Santa Cruz Department of Economics, Working Paper Series qt9qr7z6x1, Department of Economics, UC Santa Cruz.
    10. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, December.
    11. Gaviria, Alejandro, 2002. "Assessing the effects of corruption and crime on firm performance: evidence from Latin America," Emerging Markets Review, Elsevier, vol. 3(3), pages 245-268, September.
    12. Wolfgang Keller & Stephen R. Yeaple, 2009. "Multinational Enterprises, International Trade, and Productivity Growth: Firm-Level Evidence from the United States," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 821-831, November.
    13. Glaeser, Edward L. & Saks, Raven E., 2006. "Corruption in America," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 1053-1072, August.
    14. d’Agostino, Giorgio & Dunne, J. Paul & Pieroni, Luca, 2016. "Government Spending, Corruption and Economic Growth," World Development, Elsevier, vol. 84(C), pages 190-205.
    15. Olson, Mancur, Jr & Sarna, Naveen & Swamy, Anand V, 2000. "Governance and Growth: A Simple Hypothesis Explaining Cross-Country Differences in Productivity Growth," Public Choice, Springer, vol. 102(3-4), pages 341-364, March.
    16. Mehmet Ugur, 2014. "Corruption'S Direct Effects On Per-Capita Income Growth: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 28(3), pages 472-490, July.
    17. Ros, Jaime, 2013. "Rethinking Economic Development, Growth, and Institutions," OUP Catalogue, Oxford University Press, number 9780199684816, Decembrie.
    18. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    19. Philippe Aghion & Diego Comin & Peter Howitt & Isabel Tecu, 2016. "When Does Domestic Savings Matter for Economic Growth?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(3), pages 381-407, August.
    20. Katarina Keller & Panu Poutvaara & Andreas Wagener, 2009. "Military Draft And Economic Growth In Oecd Countries," Defence and Peace Economics, Taylor & Francis Journals, vol. 20(5), pages 373-393, October.
    21. Méon, Pierre-Guillaume & Weill, Laurent, 2010. "Is Corruption an Efficient Grease?," World Development, Elsevier, vol. 38(3), pages 244-259, March.
    22. Pierre-Guillaume Méon & Khalid Sekkat, 2005. "Does corruption grease or sand the wheels of growth?," Public Choice, Springer, vol. 122(1), pages 69-97, January.
    23. Jiang, Ting & Nie, Huihua, 2014. "The stained China miracle: Corruption, regulation, and firm performance," Economics Letters, Elsevier, vol. 123(3), pages 366-369.
    24. Li, Hongbin & Zhou, Li-An, 2005. "Political turnover and economic performance: the incentive role of personnel control in China," Journal of Public Economics, Elsevier, vol. 89(9-10), pages 1743-1762, September.
    25. David H. Autor & David Dorn & Gordon H. Hanson, 2015. "Untangling Trade and Technology: Evidence from Local Labour Markets," Economic Journal, Royal Economic Society, vol. 0(584), pages 621-646, May.
    26. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    27. 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.
    28. Eric Maskin & Yingyi Qian & Chenggang Xu, 2000. "Incentives, Information, and Organizational Form," Review of Economic Studies, Oxford University Press, vol. 67(2), pages 359-378.
    29. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).
    30. Kong, Dongmin & Tao, Yunqing & Wang, Yanan, 2020. "China's anti-corruption campaign and firm productivity: Evidence from a quasi-natural experiment," China Economic Review, Elsevier, vol. 63(C).
    31. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    32. Junyan Jiang, 2018. "Making Bureaucracy Work: Patronage Networks, Performance Incentives, and Economic Development in China," American Journal of Political Science, John Wiley & Sons, vol. 62(4), pages 982-999, October.
    33. Li, Hongbin & Meng, Lingsheng & Wang, Qian & Zhou, Li-An, 2008. "Political connections, financing and firm performance: Evidence from Chinese private firms," Journal of Development Economics, Elsevier, vol. 87(2), pages 283-299, October.
    34. Eugen Dimant & Guglielmo Tosato, 2018. "Causes And Effects Of Corruption: What Has Past Decade'S Empirical Research Taught Us? A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 32(2), pages 335-356, April.
    35. Wang, Yuanyuan & You, Jing, 2012. "Corruption and firm growth: Evidence from China," China Economic Review, Elsevier, vol. 23(2), pages 415-433.
    36. Philippe Aghion & Christopher Harris & Peter Howitt & John Vickers, 2001. "Competition, Imitation and Growth with Step-by-Step Innovation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 467-492.
    37. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    38. Alvaro Garcia-Marin & Nico Voigtländer, 2019. "Exporting and Plant-Level Efficiency Gains: It's in the Measure," Journal of Political Economy, University of Chicago Press, vol. 127(4), pages 1777-1825.
    39. 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.
    40. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    41. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    42. Andrei Shleifer & Robert W. Vishny, 1994. "Politicians and Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 995-1025.
    43. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    44. Dong, Bin & Torgler, Benno, 2013. "Causes of corruption: Evidence from China," China Economic Review, Elsevier, vol. 26(C), pages 152-169.
    45. Haoyuan Ding & Hanming Fang & Shu Lin & Kang Shi, 2020. "Equilibrium Consequences of Corruption on Firms: Evidence from China’s Anti-Corruption Campaign," NBER Working Papers 26656, National Bureau of Economic Research, Inc.
    46. Sharma, Chandan & Mitra, Arup, 2015. "Corruption, governance and firm performance: Evidence from Indian enterprises," Journal of Policy Modeling, Elsevier, vol. 37(5), pages 835-851.
    47. Seppo Honkapohja & Frank Westermann, 2009. "Economic Growth in the European Union," Palgrave Macmillan Books, in: Seppo Honkapohja & Frank Westermann (ed.), Designing the European Model, chapter 8, pages 259-295, Palgrave Macmillan.
    48. Marc J. Melitz & Daniel Trefler, 2012. "Gains from Trade When Firms Matter," Journal of Economic Perspectives, American Economic Association, vol. 26(2), pages 91-118, Spring.
    49. Huang,Yasheng, 1996. "Inflation and Investment Controls in China," Cambridge Books, Cambridge University Press, number 9780521554831.
    50. Firth, Michael & Fung, Peter M.Y. & Rui, Oliver M., 2006. "Corporate performance and CEO compensation in China," Journal of Corporate Finance, Elsevier, vol. 12(4), pages 693-714, September.
    51. Zhou, Zhengyi, 2017. "Government ownership and exposure to political uncertainty: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 84(C), pages 152-165.
    52. Aidt, Toke S. & Hillman, Arye L. & Qijun, LIU, 2020. "Who takes bribes and how much? Evidence from the China Corruption Conviction Databank," World Development, Elsevier, vol. 133(C).
    53. Kaldor, Nicholas, 1972. "The Irrelevance of Equilibrium Economics," Economic Journal, Royal Economic Society, vol. 82(328), pages 1237-1255, December.
    54. John Goddard & Manouche Tavakoli & John Wilson, 2005. "Determinants of profitability in European manufacturing and services: evidence from a dynamic panel model," Applied Financial Economics, Taylor & Francis Journals, vol. 15(18), pages 1269-1282.
    55. Ronald U. Mendoza & Ricardo A. Lim & Anne Ong Lopez, 2015. "Grease or Sand in the Wheels of Commerce? Firm Level Evidence on Corruption and SMES," Journal of International Development, John Wiley & Sons, Ltd., vol. 27(4), pages 415-439, 05-27.
    56. Hongbin Cai & Hanming Fang & Lixin Colin Xu, 2011. "Eat, Drink, Firms, Government: An Investigation of Corruption from the Entertainment and Travel Costs of Chinese Firms," Journal of Law and Economics, University of Chicago Press, vol. 54(1), pages 55-78.
    57. Wei, Wei & Zhang, Wan-Li & Wen, Jun & Wang, Jun-Sheng, 2020. "TFP growth in Chinese cities: The role of factor-intensity and industrial agglomeration," Economic Modelling, Elsevier, vol. 91(C), pages 534-549.
    58. Romer, Paul M, 1987. "Growth Based on Increasing Returns Due to Specialization," American Economic Review, American Economic Association, vol. 77(2), pages 56-62, May.
    59. Fisman, Raymond & Svensson, Jakob, 2007. "Are corruption and taxation really harmful to growth? Firm level evidence," Journal of Development Economics, Elsevier, vol. 83(1), pages 63-75, May.
    60. Grigorios Spanos, 2019. "Firm organization and productivity across locations," Post-Print hal-02271020, HAL.
    61. Steven N. Durlauf & Paul A. Johnson & Jonathan R. W. Temple, 2009. "The Methods of Growth Econometrics," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 24, pages 1119-1179, Palgrave Macmillan.
    62. Roberto Martin N. Galang, 2012. "Victim or Victimizer: Firm Responses to Government Corruption," Journal of Management Studies, Wiley Blackwell, vol. 49(2), pages 429-462, March.
    63. Fisman, Ray & Golden, Miriam A., 2017. "Corruption: What Everyone Needs to Know," OUP Catalogue, Oxford University Press, number 9780190463977, Decembrie.
    64. -, 2009. "Economic growth in the Caribbean," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38668, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    65. Spanos, Grigorios, 2019. "Firm organization and productivity across locations," Journal of Urban Economics, Elsevier, vol. 112(C), pages 152-168.
    66. Yang Yao & Muyang Zhang, 2015. "Subnational leaders and economic growth: evidence from Chinese cities," Journal of Economic Growth, Springer, vol. 20(4), pages 405-436, December.
    67. Fleisher, Belton M. & Hu, Yifan & Li, Haizheng & Kim, Seonghoon, 2011. "Economic transition, higher education and worker productivity in China," Journal of Development Economics, Elsevier, vol. 94(1), pages 86-94, January.
    68. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    69. Atsushi Kato & Takahiro Sato, 2014. "The effect of corruption on the manufacturing sector in India," Economics of Governance, Springer, vol. 15(2), pages 155-178, May.
    70. Vial, Virginie & Hanoteau, Julien, 2010. "Corruption, Manufacturing Plant Growth, and the Asian Paradox: Indonesian Evidence," World Development, Elsevier, vol. 38(5), pages 693-705, May.
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