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Expansionary monetary policy and credit allocation: Evidence from China

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  • Cai, Yue

Abstract

We identify the impact of expansionary monetary policy in China during the 2008–2009 global financial crisis on the credit and investment allocation among firms. We obtain robust evidence that expansionary monetary policy led to the misallocation of bank credit to less productive firms after controlling for confounding factors. However, we find that investment increased more for more productive firms. Additional analyses show that this occurred partly because more productive firms hoarded cash before the crisis, and partly because less productive firms invested more in financial assets.

Suggested Citation

  • Cai, Yue, 2021. "Expansionary monetary policy and credit allocation: Evidence from China," China Economic Review, Elsevier, vol. 66(C).
  • Handle: RePEc:eee:chieco:v:66:y:2021:i:c:s1043951x21000134
    DOI: 10.1016/j.chieco.2021.101595
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    1. Sun, Rongrong, 2013. "Does monetary policy matter in China? A narrative approach," China Economic Review, Elsevier, vol. 26(C), pages 56-74.
    2. Ippolito, Filippo & Ozdagli, Ali K. & Perez-Orive, Ander, 2018. "The transmission of monetary policy through bank lending: The floating rate channel," Journal of Monetary Economics, Elsevier, vol. 95(C), pages 49-71.
    3. Chen, Zhuo & He, Zhiguo & Liu, Chun, 2020. "The financing of local government in China: Stimulus loan wanes and shadow banking waxes," Journal of Financial Economics, Elsevier, vol. 137(1), pages 42-71.
    4. Chong-En Bai & Chang-Tai Hsieh & Zheng (Michael) Song, 2016. "The Long Shadow of China’s Fiscal Expansion," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 47(2 (Fall)), pages 129-181.
    5. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, Oxford University Press, vol. 132(4), pages 1915-1967.
    6. Pablo Ottonello & Thomas Winberry, 2020. "Financial Heterogeneity and the Investment Channel of Monetary Policy," Econometrica, Econometric Society, vol. 88(6), pages 2473-2502, November.
    7. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    8. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    9. Huang, Guihai & Song, Frank M., 2006. "The determinants of capital structure: Evidence from China," China Economic Review, Elsevier, vol. 17(1), pages 14-36.
    10. Yi Huang & Marco Pagano & Ugo Panizza, 2020. "Local Crowding‐Out in China," Journal of Finance, American Finance Association, vol. 75(6), pages 2855-2898, December.
    11. Kaiji Chen & Jue Ren & Tao Zha, 2018. "The Nexus of Monetary Policy and Shadow Banking in China," American Economic Review, American Economic Association, vol. 108(12), pages 3891-3936, December.
    12. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    13. Kaiji Chen & Patrick C. Higgins & Daniel F. Waggoner & Tao Zha, 2016. "Impacts of Monetary Stimulus on Credit Allocation and Macroeconomy: Evidence from China," FRB Atlanta Working Paper 2016-9, Federal Reserve Bank of Atlanta.
    14. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    15. Anil K Kashyap & Owen A. Lamont & Jeremy C. Stein, 1994. "Credit Conditions and the Cyclical Behavior of Inventories," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(3), pages 565-592.
    16. Li-Wen Lin & Curtis J. Milhaupt, 2017. "Bonded to the State: A Network Perspective on China's Corporate Debt Market," Journal of Financial Regulation, Oxford University Press, vol. 3(1), pages 1-39.
    17. Shen, Jianfu & Firth, Michael & Poon, Winnie P.H., 2016. "Credit Expansion, Corporate Finance and Overinvestment: Recent Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 39(C), pages 16-27.
    18. Olivier Blanchard & Andrei Shleifer, 2001. "Federalism With and Without Political Centralization: China Versus Russia," IMF Staff Papers, Palgrave Macmillan, vol. 48(4), pages 1-8.
    19. Nick Bloom & Stephen Bond & John Van Reenen, 2007. "Uncertainty and Investment Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 391-415.
    20. Ouyang, Min & Peng, Yulei, 2015. "The treatment-effect estimation: A case study of the 2008 economic stimulus package of China," Journal of Econometrics, Elsevier, vol. 188(2), pages 545-557.
    21. 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.
    22. Allen, Franklin & Qian, Yiming & Tu, Guoqian & Yu, Frank, 2019. "Entrusted loans: A close look at China's shadow banking system," Journal of Financial Economics, Elsevier, vol. 133(1), pages 18-41.
    23. Jeremy C. Stein & Anil K. Kashyap, 2000. "What Do a Million Observations on Banks Say about the Transmission of Monetary Policy?," American Economic Review, American Economic Association, vol. 90(3), pages 407-428, June.
    24. 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.
    25. Du, Julan & Li, Chang & Wang, Yongqin, 2017. "A comparative study of shadow banking activities of non-financial firms in transition economies," China Economic Review, Elsevier, vol. 46(S), pages 35-49.
    26. Bleck, Alexander & Liu, Xuewen, 2018. "Credit expansion and credit misallocation," Journal of Monetary Economics, Elsevier, vol. 94(C), pages 27-40.
    27. 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.
    28. Li, Kai & Yue, Heng & Zhao, Longkai, 2009. "Ownership, institutions, and capital structure: Evidence from China," Journal of Comparative Economics, Elsevier, vol. 37(3), pages 471-490, September.
    29. Francisco Buera, 2009. "A dynamic model of entrepreneurship with borrowing constraints: theory and evidence," Annals of Finance, Springer, vol. 5(3), pages 443-464, June.
    30. Fan, Joseph P. H. & Titman, Sheridan & Twite, Garry, 2012. "An International Comparison of Capital Structure and Debt Maturity Choices," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(1), pages 23-56, February.
    31. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    32. repec:hal:wpspec:info:hdl:2441/5e3g19l1fn9thpq7ldd8kqr3vu is not listed on IDEAS
    33. Stefano Federico & Fadi Hassan & Veronica Rappoport, 2020. "Trade shocks and credit reallocation," Temi di discussione (Economic working papers) 1289, Bank of Italy, Economic Research and International Relations Area.
    34. Joshua D. Rauh & Amir Sufi, 2010. "Capital Structure and Debt Structure," Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4242-4280, December.
    35. Ricardo Reis, 2013. "The Portugese Slump and Crash and the Euro Crisis," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 143-210.
    36. Imai, Kentaro, 2016. "A panel study of zombie SMEs in Japan: Identification, borrowing and investment behavior," Journal of the Japanese and International Economies, Elsevier, vol. 39(C), pages 91-107.
    37. Chong-En Bai & Chang-Tai Hsieh & Zheng Michael Song, 2016. "The Long Shadow of a Fiscal Expansion," NBER Working Papers 22801, National Bureau of Economic Research, Inc.
    38. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    39. Jiménez, Gabriel & Mian, Atif & Peydró, José-Luis & Saurina, Jesús, 2020. "The Real Effects of the Bank Lending Channel," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 115, pages 162-179.
    40. repec:hal:spmain:info:hdl:2441/5e3g19l1fn9thpq7ldd8kqr3vu is not listed on IDEAS
    41. Jeremy C. Stein, 1998. "An Adverse-Selection Model of Bank Asset and Liability Management with Implications for the Transmission of Monetary Policy," RAND Journal of Economics, The RAND Corporation, vol. 29(3), pages 466-486, Autumn.
    42. Chong-En Bai & Chang-Tai Hsieh & Zheng (Michael) Song, 2016. "The Long Shadow of China’s Fiscal Expansion," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 47(2 (Fall)), pages 129-181.
    43. Yang, Xingquan & Han, Liang & Li, Wanli & Yin, Xingqiang & Tian, Lin, 2017. "Monetary policy, cash holding and corporate investment: Evidence from China," China Economic Review, Elsevier, vol. 46(C), pages 110-122.
    44. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    45. Liu, Qigui & Pan, Xiaofei & Tian, Gary Gang, 2018. "To what extent did the economic stimulus package influence bank lending and corporate investment decisions? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 86(C), pages 177-193.
    46. Grosse-Rueschkamp, Benjamin & Steffen, Sascha & Streitz, Daniel, 2019. "A capital structure channel of monetary policy," Journal of Financial Economics, Elsevier, vol. 133(2), pages 357-378.
    47. Mulier, Klaas & Schoors, Koen & Merlevede, Bruno, 2016. "Investment-cash flow sensitivity and financial constraints: Evidence from unquoted European SMEs," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 182-197.
    48. 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.
    49. Hayakawa, Kazuhiko, 2009. "A SIMPLE EFFICIENT INSTRUMENTAL VARIABLE ESTIMATOR FOR PANEL AR(p) MODELS WHEN BOTH N AND T ARE LARGE," Econometric Theory, Cambridge University Press, vol. 25(3), pages 873-890, June.
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