Hostname: page-component-7479d7b7d-m9pkr Total loading time: 0 Render date: 2024-07-11T02:19:40.945Z Has data issue: false hasContentIssue false

Size-dependent financial frictions, capital misallocation, and aggregate productivity

Published online by Cambridge University Press:  01 July 2022

Xiaolu Zhu*
Affiliation:
School of Economics, Huazhong University of Science and Technology, 1037 Luoyu Road, Wuhan 430074, China

Abstract

This paper quantitatively examines the macroeconomic effects of size-dependent financial frictions on capital misallocation and aggregate total factor productivity. Based on panel data from China’s manufacturing sector, I find that among non-state-owned enterprises, (i) the dispersion of the marginal product of capital is large and persistent and (ii) large firms tend to have higher leverage, and lower mean and dispersion of the marginal product of capital than their small counterparts. This paper analyzes a dynamic stochastic general equilibrium model with heterogeneous agents and size-dependent financial frictions. By calibrating the model to a Chinese firm-level dataset, I show that in addition to matching the aforementioned stylized facts, the economy with a size-dependent borrowing constraint is able to reproduce the observed negative correlation between firm size and the marginal product of capital, as well as generate quantitatively modest TFP loss. Furthermore, ignoring firms’ size-dependent financing patterns may lead to an overstatement of TFP loss due to financial frictions.

Type
Articles
Copyright
© The Author(s), 2022. Published by Cambridge University Press

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Footnotes

*

I am grateful to two anonymous referees, William Barnett (Editor), an Associate Editor, Neha Bairoliya, Ariel Burstein, Brenda Samaniego de la Parra, Miroslav Gabrovski, Jang-Ting Guo, Paul Jackson, Bree Lang, Matthew Lang, Dongwon Lee, Florian Madison, Victor Ortego-Marti, Marlo Raveendran, and Yang Xie for their insightful comments and suggestions. Also, I would like to thank participants at the WEAI 94th Annual Conference, and participants at the ECON-GSA brown bag seminar and the Macroeconomic Theory Colloquium at the University of California, Riverside. This research was supported by the Fundamental Research Funds for the Central Universities, HUST: 2022WKYXQN021, and the Huazhong University of Science and Technology Double First-Class Funds for Humanities and Social Sciences (Development Economics Research Team).

References

Arellano, C., Bai, Y. and Zhang, J. (2012) Firm dynamics and financial development. Journal of Monetary Economics 59(6), 533549.CrossRefGoogle Scholar
Azariadis, C., Kaas, L. and Wen, Y. (2016) Self-fulfilling credit cycles. The Review of Economic Studies 83(4), 13641405.CrossRefGoogle Scholar
Bah, E.-H. and Fang, L. (2016) Entry costs, financial frictions, and cross-country differences in income and TFP. Macroeconomic Dynamics 20(4), 884908.CrossRefGoogle Scholar
Bai, C.-E. and Qian, Z. (2010) The factor income distribution in china: 1978-2007. China Economic Review 21(4), 650670.CrossRefGoogle Scholar
Bai, Y., Lu, D. and Tian, X. (2018) Do financial frictions explain chinese firms’ saving and misallocation? NBER working paper No. w24436.Google Scholar
Banerjee, A. V. and Moll, B. (2010) Why does misallocation persist? American Economic Journal: Macroeconomics 2(1), 189206.Google Scholar
Bhabra, G. S. and Yao, Y. (2011) Is bankruptcy costly? Recent evidence on the magnitude and determinants of indirect bankruptcy costs. Journal of Applied Finance and Banking 1(2), 3968.Google Scholar
Boyreau-Debray, G. and Wei, S.-J. (2005) Pitfalls of a state-dominated financial system: The case of china. NBER working paper No. w11214.Google Scholar
Brandt, L., Van Biesebroeck, J. and Zhang, Y. (2014) Challenges of working with the chinese NBS firm-level data. China Economic Review 30(2), 339352.CrossRefGoogle Scholar
Buera, F. J. and Moll, B. (2015) Aggregate implications of a credit crunch: The importance of heterogeneity. American Economic Journal: Macroeconomics 7(3), 142.Google Scholar
Buera, F. J., Kaboski, J. P. and Shin, Y. (2011) Finance and development: A tale of two sectors. American Economic Review 101(5), 19642002.CrossRefGoogle Scholar
Chatterjee, S. and Eyigungor, B. (2022). The firm size-leverage relationship and its implications for entry and business concentration. Working paper.CrossRefGoogle Scholar
Curtis, C. C. (2016) Economic reforms and the evolution of china’s total factor productivity. Review of Economic Dynamics 21(2), 225245.CrossRefGoogle Scholar
Dang, C., Li, Z. F. and Yang, C. (2018) Measuring firm size in empirical corporate finance. Journal of Banking & Finance 86(4), 159176.CrossRefGoogle Scholar
David, J. M. and Venkateswaran, V. (2019) The sources of capital misallocation. American Economic Review 109(7), 25312567.CrossRefGoogle Scholar
Davydenko, S. A., Strebulaev, I. A. and Zhao, X. (2012) A market-based study of the cost of default. The Review of Financial Studies 25(10), 29592999.CrossRefGoogle Scholar
Deis, D. R., Guffey, D. M. and Moore, W. T. (1995) Further evidence on the relationship between bankruptcy costs and firm size. Quarterly Journal of Business and Economics, 6979. Google Scholar
Dollar, D. and Wei, S.-J. (2007) Das (wasted) kapital: Firm ownership and investment efficiency in China. NBER working paper No. w13103.CrossRefGoogle Scholar
Drechsel, T. (2022). Earnings-based borrowing constraints and macroeconomic fluctuations. Working paper.Google Scholar
Gopinath, G., Kalemli-Özcan, , Karabarbounis, L. and Villegas-Sanchez, C. (2017) Capital allocation and productivity in south europe. The Quarterly Journal of Economics 132(4), 19151967.CrossRefGoogle Scholar
Greenwald, D. (2019) Firm debt covenants and the macroeconomy: The interest coverage channel. MIT Sloan School of Management working paper.Google Scholar
Hall, R. E. and Jones, C. I. (1999) Why do some countries produce so much more output per worker than others? The Quarterly Journal of Economics 114(1), 83116.CrossRefGoogle Scholar
Hopenhayn, H. A. (2014) Firms, misallocation, and aggregate productivity: A review. Annual Review of Economics 6(1), 735770.CrossRefGoogle Scholar
Hsieh, C.-T. and Olken, B. A. (2014) The missing ”missing middle”? Journal of Economic Perspectives 28(3), 89108.CrossRefGoogle Scholar
Hsieh, C.-T. and Klenow, P. J. (2009) Misallocation and manufacturing TFP in china and India. The Quarterly Journal of Economics 124(4), 14031448.CrossRefGoogle Scholar
Hsieh, C.-T. and Song, Z. M. (2015) Grasp the large, let go of the small: The transformation of the state sector in china. NBER working paper No. w21006.Google Scholar
Inklaar, R., Lashitew, A. A. and Timmer, M. P. (2017) The role of resource misallocation in cross-country differences in manufacturing productivity. Macroeconomic Dynamics 21(3), 733756.CrossRefGoogle Scholar
Klenow, P. J. and Rodriguez-Clare, A. (1997) The neoclassical revival in growth economics: Has it gone too far? NBER macroeconomics annual 12, 73103.CrossRefGoogle Scholar
Lian, C. and Ma, Y. (2021) Anatomy of corporate borrowing constraints. The Quarterly Journal of Economics 136(1), 229291.CrossRefGoogle Scholar
LucasJr, R. E. (1978) On the size distribution of business firms. The Bell Journal of Economics 508–523(2), 508.CrossRefGoogle Scholar
Midrigan, V. and Xu, D. Y. (2014) Finance and misallocation: Evidence from plant-level data. American Economic Review 104(2), 422458.CrossRefGoogle Scholar
Moll, B. (2014) Productivity losses from financial frictions: Can self-financing undo capital misallocation? American Economic Review 104(10), 31863221.CrossRefGoogle Scholar
Poncet, S., Steingress, W. and Vandenbussche, H. (2010) Financial constraints in china: Firm-level evidence. China Economic Review 21(3), 411422.CrossRefGoogle Scholar
Rajan, R. G. and Zingales, L. (1995) What do we know about capital structure? Some evidence from international data. The Journal of Finance 50(5), 14211460.CrossRefGoogle Scholar
Restuccia, D. and Rogerson, R. (2008) Policy distortions and aggregate productivity with heterogeneous establishments. Review of Economic Dynamics 11(4), 707720.CrossRefGoogle Scholar
Rouwenhorst, K. G. (1995) Asset pricing implications of equilibrium business cycle models. In: Rouwenhorst, K. G. (eds.), Frontiers of Business Cycle Research, pp. 294330. Princeton: Princeton University Press.CrossRefGoogle Scholar
Ruiz-García, J. C. (2021). Financial frictions, firm dynamics and the aggregate economy: Insights from richer productivity processes. Working paper.Google Scholar
Song, Z., Storesletten, K. and Zilibotti, F. (2011) Growing like china. American Economic Review 101(1), 196233.CrossRefGoogle Scholar
Warner, J. B. (1977) Bankruptcy costs: Some evidence. The Journal of Finance 32(2), 337347.CrossRefGoogle Scholar
Wu, G. L. (2018) Capital misallocation in china: Financial frictions or policy distortions? Journal of Development Economics 130(5), 203223.CrossRefGoogle Scholar
Wu, J., Li, N. and Shi, P. (2014) Benchmark wealth capital stock estimations across china’s 344 prefectures: 1978 to 2012. China Economic Review 31(3), 288302.CrossRefGoogle Scholar