Financial Structure and Financing Constraints: Evidence on Small- and Medium-Sized Enterprises in China
Abstract
:1. Introduction
2. Literature Review and Theoretical Hypothesis
2.1. Literature Review
2.2. Theoretical Hypothesis
3. Model, Data and Variables
3.1. Model Setting
3.2. Data and Variables
4. Result Analysis
4.1. Recognition Result Analysis
4.2. Robustness Test
5. Conclusions and Policy Implications
Author Contributions
Acknowledgments
Conflicts of Interest
References
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Variable Symbol | Variable Name | Variable Definition | Data Sources |
---|---|---|---|
I | Investment expenditure | Expenditure on the construction of fixed assets, intangible assets and other long-term assets | CSMAR Database—Cash Flow Statements of Enterprises |
K | Total assets | Total assets at the beginning of the period | CSMAR Database—Balance Sheets OF Enterprises |
Y | Total output | Main business income | CSMAR Database—Income Statements of Enterprises |
CF | Cash flow | Net cash flow generated by business activities | CAMAR Database—Cash Flow Statements of Enterprises |
SMB | Status of small- and medium-sized banks in the banking industry | Total assets of small- and medium-sized banks in the region/total assets of the regional banking industry 1 | Report on China’s Regional Financial Operation (2009–2013) |
BS | Proportion of the banking industry to the capital market | Loan balance of regional financial institutions B/total market value of regional shares S | Almanac of China’s Finance and Banking 2014 |
B/GDP | Development level of the banking industry | Loan balance of regional financial institutions B/regional GDP | Almanac of China’s Finance and Banking 2014 |
S/GDP | Development level of the capital market | Total market value of regional shares S/regional GDP | Almanac of China’s Finance and Banking 2014 |
Variable | Mean Value | Standard Deviation | Minimum Value | Maximum Value | Number of Observations |
---|---|---|---|---|---|
I/K | 0.106 | 0.084 | 0.000 | 0.612 | 805 |
Y/K | 0.857 | 0.485 | 0.061 | 3.160 | 805 |
CF/K | 0.115 | 0.089 | 0.000 | 0.721 | 805 |
SMB | 0.544 | 0.103 | 0.033 | 0.714 | 160 |
BS | 3.899 | 2.325 | 0.243 | 15.610 | 160 |
B/GDP | 1.174 | 0.425 | 0.563 | 2.738 | 160 |
S/GDP | 0.640 | 1.313 | 0.095 | 10.535 | 160 |
Correlation | I/K | Y/K | CF/K | SMB | BS | B/GDP | S/GDP |
---|---|---|---|---|---|---|---|
I/K | 1 | ||||||
Y/K | 0.0163 | 1 | |||||
CF/K | 0.1011 | 0.2903 | 1 | ||||
SMB | −0.0060 | −0.0657 | −0.2100 | 1 | |||
BS | −0.0001 | −0.0400 | −0.1420 | 0.1815 | 1 | ||
B/GDP | −0.0377 | 0.0125 | 0.0049 | 0.0855 | −0.4432 | 1 | |
S/GDP | −0.0598 | −0.0214 | 0.0728 | −0.1681 | −0.5862 | 0.2852 | 1 |
Reg1 | Reg2 | Reg3 | Reg4 | Reg5 | Reg6 | Reg7 | Reg8 | |
---|---|---|---|---|---|---|---|---|
Y/K | 0.019 (0.012) | 0.018 (0.012) | 0.018 (0.012) | 0.018 (0.012) | 0.018 (0.012) | 0.018 (0.012) | 0.018 (0.012) | 0.018 (0.012) |
CF/K | 0.629 ** (0.266) | 0.632 ** (0.266) | 0.697 ** (0.273) | 0.645 ** (0.267) | 0.697 ** (0.274) | 0.644 ** (0.268) | 0.702 (0.274) | 0.701 ** (0.274) |
SMB Interacting with CF/K | −1.188 ** (0.482) | −1.244 ** (0.500) | −1.106 ** (0.488) | −1.193 ** (0.483) | −1.114 ** (0.526) | −1.214 ** (0.505) | −1.090 (0.495) | −1.109 ** (0.517) |
BS Interacting with CF/K | −0.009 (0.021) | −0.001 (0.022) | −0003 (−0.024) | −0.003 (0.024) | ||||
B/GDP Interacting with CF/K | 0.086 (0.077) | 0.085 (0.082) | 0.100 (0.106) | 0.100 (0.106) | ||||
S/GDP Interacting with CF/K | 0.017 (0.028) | 0.015 (0.032) | −0.008 (0.039) | −0.010 (0.042) | ||||
Year2011 | −0.003 (0.007) | −0.002 (0.008) | −0.001 (0.007) | −0.002 (0.007) | −0.001 (0.008) | −0.001 (0.008) | −0.002 (0.007) | −0.001 (0.008) |
Year2012 | −0.034 *** (0.007) | −0.033 *** (0.008) | −0.033 *** (0.008) | −0.329 *** (0.008) | −0.033 *** (0.008) | −0.033 *** (0.008) | −0.033 *** (0.007) | −0.033 *** (0.008) |
Year2013 | −0.047 *** (0.008) | −0.046 *** (0.008) | −0.046 *** (0.008) | −0.457 *** (0.008) | −0.046 *** (0.008) | −0.045 *** (0.008) | −0.046 *** (0.008) | −0.046 *** (0.008) |
Joint test of F statistics | 12.55 *** | 10.76 *** | 10.94 *** | 10.80 *** | 9.55 *** | 9.43 *** | 9.56 *** | 8.48 *** |
Observation | 644 | 644 | 644 | 644 | 644 | 644 | 644 | 644 |
Reg1 | Reg2 | Reg3 | Reg4 | Reg5 | Reg6 | Reg7 | Reg8 | |
---|---|---|---|---|---|---|---|---|
Lag_I | 0.640 *** (0.089) | 0.636 *** (0.091) | 0.635 *** (0.086) | 0.629 *** (0.084) | 0.633 *** (0.088) | 0.627 *** (0.090) | 0.635 *** (0.088) | 0.633 *** (0.094) |
Y/K | 0.003 (0.009) | 0.003 (0.009) | 0.003 (0.009) | 0.004 (0.009) | 0.003 (0.009) | 0.005 (0.012) | 0.004 (0.009) | 0.005 (0.009) |
CF/K | 0.424 ** (0.261) | 0.418 ** (0.262) | 0.435 *** (0.266) | 0.462 ** (0.289) | 0.429 *** (0.273) | 0.451 ** (0.322) | 0.474 *** (0.303) | 0.468 *** (0.339) |
SMB Interacting with CF/K | −1.718 ** (0.448) | −1.713 ** (0.447) | −1.721 *** (0.445) | −1.730 ** (0.490) | −1.707 *** (0.439) | −1.732 ** (0.516) | −1.822 *** (0.531) | −1.863 *** (0.560) |
BS Interacting with CF/K | −0.009 ** (0.021) | −0.003 (0.022) | −0.030 (−0.045) | −0.030 *** (0.045) | ||||
B/GDP Interacting with CF/K | 0.068 (0.076) | 0.072 (0.107) | 0.148 (0.129) | 0.132 (0.122) | ||||
S/GDP Interacting with CF/K | −0.057 * (0.045) | −0.080 * (0.032) | −0.099 * (0.074) | −0.118 (0.108) | ||||
Sargan P | 0.8613 | 0.8679 | 0.8756 | 0.8578 | 0.8713 | 0.8010 | 0.8351 | 0.7878 |
AR(1) | 0.0005 | 0.0006 | 0.0005 | 0.0005 | 0.0006 | 0.0006 | 0.0005 | 0.0007 |
AR(2) | 0.9487 | 0.9897 | 0.9397 | 0.9576 | 0.9836 | 0.9859 | 0.9627 | 0.9635 |
Num of Instruments | 16 | 17 | 17 | 17 | 18 | 18 | 18 | 19 |
Obs | 483 | 483 | 483 | 483 | 483 | 483 | 483 | 483 |
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Luo, S.; Zhang, Y.; Zhou, G. Financial Structure and Financing Constraints: Evidence on Small- and Medium-Sized Enterprises in China. Sustainability 2018, 10, 1774. https://doi.org/10.3390/su10061774
Luo S, Zhang Y, Zhou G. Financial Structure and Financing Constraints: Evidence on Small- and Medium-Sized Enterprises in China. Sustainability. 2018; 10(6):1774. https://doi.org/10.3390/su10061774
Chicago/Turabian StyleLuo, Sumei, Yuxi Zhang, and Guangyou Zhou. 2018. "Financial Structure and Financing Constraints: Evidence on Small- and Medium-Sized Enterprises in China" Sustainability 10, no. 6: 1774. https://doi.org/10.3390/su10061774
APA StyleLuo, S., Zhang, Y., & Zhou, G. (2018). Financial Structure and Financing Constraints: Evidence on Small- and Medium-Sized Enterprises in China. Sustainability, 10(6), 1774. https://doi.org/10.3390/su10061774