Internal Control and SMEs’ Sustainable Growth: The Moderating Role of Multiple Large Shareholders
Abstract
:1. Introduction
2. Hypothesis Development
2.1. Internal Control and Sustainable Growth
2.2. Internal Control, Multiple Large Shareholders, and Sustainable Growth
3. Methodology
3.1. Sample Selection
3.2. Measures of Key Variables
3.2.1. Sustainable Growth Rate
3.2.2. Internal Control
3.3. Regression Model
4. Empirical Results
4.1. Descriptive Statistics
4.2. Regression Results
4.3. Robustness Tests
4.3.1. Endogeneity Issue
4.3.2. Inflation-Adjusted SGR
4.3.3. An Alternative Measure of Multiple Large Shareholders
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Panel A: Sample Selection | |||
---|---|---|---|
Total firm-year observations available from 2011–2015 | 3594 | ||
Deduct: Observations in the financial industry | (25) | ||
Observations with missing data | (55) | ||
Final sample | 3514 | ||
Panel B: Sample distribution by year and ineffective internal control | |||
Year | Total number of firms | Number of firms with ineffective internal control | Percentage |
2011 | 635 | 22 | 3.46 |
2012 | 695 | 37 | 5.32 |
2013 | 696 | 90 | 12.93 |
2014 | 724 | 96 | 13.26 |
2015 | 764 | 112 | 14.66 |
Total | 3514 | 357 | 10.16 |
Variables | Definitions |
---|---|
SGR | Sustainable growth rate is achieved by companies using their own funds without external financing from banks or financial markets, which is estimated based on Higgins’ model (Higgins 1977). |
IC | Internal control is measured as an indicator variable which equals one if the firm has effective internal controls in that year, and zero otherwise. |
MLS | A dummy variable that equals one if firm i has at least two large shareholders defined as one holding 10% or more of the shareholding in year t, and zero otherwise. |
Boardsize | The size of board of directors is measured as the natural logarithm of director number on the board. |
IndDirector | The ratio of independent directors to total number of directors on board. |
Age | The lifetime of the firm measured as its natural log. |
Lev | Financial leverage is computed by the ratio of debt to total assets. |
Roa | Return on assets. |
Size | The natural logarithm of total assets. |
Variable | IC = 0 (n = 357) | IC = 1 (n = 3157) | Difference | |||
---|---|---|---|---|---|---|
Mean | Median | Mean | Median | t | z | |
SGR | 0.022 | 0.040 | 0.051 | 0.048 | −4.30 *** | −3.20 *** |
MLS | 0.367 | 0 | 0.388 | 0 | −0.78 | −0.78 |
Boardsize | 2.122 | 2.197 | 2.123 | 2.197 | −0.12 | −0.50 |
IndDirector | 0.374 | 0.333 | 0.372 | 0.333 | 0.44 | 0.29 |
Age | 2.402 | 2.485 | 2.368 | 2.398 | 1.54 | 0.94 |
Lev | 0.420 | 0.418 | 0.355 | 0.331 | 5.78 *** | 5.71 *** |
Roa | 0.029 | 0.033 | 0.047 | 0.045 | −5.26 *** | −5.15 *** |
Size | 21.791 | 21.764 | 21.547 | 21.467 | 4.76 *** | 5.14 *** |
Variable | Dependent Variable = SGR | |||
---|---|---|---|---|
(1) Full Sample | (2) Full Sample | (3) MLS = 0 | (4) MLS = 1 | |
IC | 0.010 ** | 0.002 | 0.002 | 0.023 ** |
(2.03) | (0.37) | (0.52) | (2.50) | |
MLS | −0.020 ** | |||
(−2.29) | ||||
IC × MLS | 0.022 ** | |||
(2.41) | ||||
Boardsize | −0.005 | −0.006 | −0.002 | −0.008 |
(−0.82) | (−0.95) | (−0.22) | (−0.85) | |
IndDirector | 0.010 | 0.008 | −0.004 | 0.057 |
(0.37) | (0.29) | (−0.11) | (1.40) | |
Age | −0.003 | −0.003 | −0.003 | −0.001 |
(−1.28) | (−1.15) | (−1.14) | (−0.18) | |
Lev | 0.075 *** | 0.076 *** | 0.072 *** | 0.083 *** |
(4.03) | (4.10) | (2.78) | (2.86) | |
Roa | 1.472 *** | 1.471 *** | 1.496 *** | 1.437 *** |
(28.95) | (29.15) | (19.16) | (13.60) | |
Size | 0.006 ** | 0.006 ** | 0.008 | 0.004 |
(2.03) | (2.03) | (1.40) | (1.03) | |
Constant | −0.195 *** | −0.186 *** | −0.223 ** | −0.142 ** |
(−3.20) | (−3.08) | (−2.02) | (−2.08) | |
Industry effects | Yes | Yes | Yes | Yes |
Year effects | Yes | Yes | Yes | Yes |
N | 3514 | 3514 | 2158 | 1356 |
Adj. R2 | 0.697 | 0.698 | 0.706 | 0.688 |
F | 52.338 *** | 49.257 *** | 38.853 *** | 100.74 *** |
Panel A: First-Stage Regression Results | |||||
---|---|---|---|---|---|
Variable | Dependent Variable = IC | ||||
Coefficient | Z-statistic | ||||
FSale | 0.052 | 0.07 | |||
Age | 0.109 | 1.39 | |||
Segments | −0.117 | −1.29 | |||
MA | 0.127 * | 1.76 | |||
Loss | 0.063 | 0.57 | |||
Roa | 2.842 *** | 4.00 | |||
Size | −0.153 *** | −4.07 | |||
Constant | 4.715 *** | 5.43 | |||
Industry effects | Yes | ||||
Year effects | Yes | ||||
N | 3531 | ||||
Pseudo R2 | 0.080 | ||||
LR Chi2 | 185.17 *** | ||||
Panel B: Second-Stage Regression Results | |||||
Variable | Dependent Variable = SGR | ||||
(1) Full Sample | (2) Full Sample | (3) MLS = 0 | (4) MLS = 1 | ||
IC | 0.010 ** | 0.002 | 0.003 | 0.023 ** | |
(2.12) | (0.47) | (0.69) | (2.55) | ||
MLS | −0.020 ** | ||||
(−2.27) | |||||
IC×MLS | 0.021 ** | ||||
(2.41) | |||||
Boardsize | −0.006 | −0.006 | −0.003 | −0.008 | |
(−0.94) | (−1.07) | (−0.31) | (−0.98) | ||
IndDirector | 0.011 | 0.009 | −0.002 | 0.056 | |
(0.40) | (0.33) | (−0.08) | (1.41) | ||
Age | 0.043 *** | 0.043 *** | 0.046 *** | 0.042 *** | |
(4.32) | (4.35) | (3.08) | (3.38) | ||
Lev | 0.078 *** | 0.079 *** | 0.073 *** | 0.088 *** | |
(4.36) | (4.42) | (2.94) | (3.09) | ||
Roa | 1.178 *** | 1.179 *** | 1.179 *** | 1.170 *** | |
(12.56) | (12.65) | (8.09) | (8.23) | ||
Size | 0.028 *** | 0.028 *** | 0.031 *** | 0.023 *** | |
(4.14) | (4.14) | (2.74) | (3.42) | ||
IMR | 0.177 *** | 0.177 *** | 0.189 *** | 0.163 *** | |
(4.89) | (4.90) | (3.45) | (3.88) | ||
Constant | −1.111 *** | −1.099 *** | −1.205 *** | −0.983 *** | |
(−4.87) | (−4.85) | (−3.26) | (−3.97) | ||
Industry effects | Yes | Yes | Yes | Yes | |
Year effects | Yes | Yes | Yes | Yes | |
N | 3514 | 3514 | 2158 | 1356 | |
Adj. R2 | 0.704 | 0.705 | 0.714 | 0.694 | |
F | 55.534 *** | 52.321 *** | 37.217 *** | 100.07 *** |
Variable | Dependent Variable = Inflation-Adjusted SGR | |||
---|---|---|---|---|
(1) Full Sample | (2) Full Sample | (3) MLS = 0 | (4) MLS = 1 | |
IC | 0.010 ** | 0.001 | 0.002 | 0.023 ** |
(2.05) | (0.35) | (0.50) | (2.54) | |
MLS | −0.020 ** | |||
(−2.33) | ||||
IC×MLS | 0.022 ** | |||
(2.46) | ||||
Boardsize | −0.005 | −0.006 | −0.002 | −0.008 |
(−0.81) | (−0.94) | (−0.19) | (−0.88) | |
IndDirector | 0.009 | 0.006 | −0.005 | 0.055 |
(0.33) | (0.24) | (−0.17) | (1.40) | |
Age | −0.003 | −0.003 | −0.003 | −0.001 |
(−1.25) | (−1.12) | (−1.11) | (−0.17) | |
Lev | 0.073 *** | 0.073 *** | 0.069 *** | 0.080 *** |
(3.97) | (4.04) | (2.73) | (2.83) | |
Roa | 1.429 *** | 1.429 *** | 1.452 *** | 1.398 *** |
(29.02) | (29.24) | (19.19) | (13.58) | |
Size | 0.006 ** | 0.006 ** | 0.008 | 0.004 |
(2.05) | (2.05) | (1.40) | (1.08) | |
Constant | −0.245 *** | −0.236 *** | −0.272 ** | −0.194 *** |
(−4.09) | (−3.97) | (−2.51) | (−2.93) | |
Industry effects | Yes | Yes | Yes | Yes |
Year effects | Yes | Yes | Yes | Yes |
N | 3514 | 3514 | 2158 | 1356 |
Adj. R2 | 0.696 | 0.698 | 0.706 | 0.687 |
F | 54.481 *** | 51.845 *** | 37.400 *** | 100.34 *** |
Variable | Dependent Variable = SGR | ||
---|---|---|---|
(1) Full Sample | (2) MLS = 0 | (3) MLS = 1 | |
IC | −0.003 | −0.002 | 0.019 *** |
(−0.64) | (−0.42) | (2.78) | |
MLS | −0.020 *** | ||
(−2.97) | |||
IC × MLS | 0.022 *** | ||
(3.16) | |||
Boardsize | −0.006 | −0.008 | −0.004 |
(−0.99) | (−0.70) | (−0.46) | |
IndDirector | 0.009 | −0.006 | 0.029 |
(0.35) | (−0.18) | (0.87) | |
Age | −0.003 | −0.001 | −0.005 |
(−1.15) | (−0.23) | (−1.41) | |
Lev | 0.076 *** | 0.065 * | 0.085 *** |
(4.09) | (1.79) | (4.14) | |
Roa | 1.470 *** | 1.424 *** | 1.507 *** |
(29.12) | (13.88) | (18.43) | |
Size | 0.006 ** | 0.009 | 0.005 * |
(1.99) | (1.10) | (1.73) | |
Constant | −0.180 *** | −0.221 | −0.181 *** |
(−2.98) | (−1.37) | (−3.10) | |
Industry effects | Yes | Yes | Yes |
Year effects | Yes | Yes | Yes |
N | 3514 | 1437 | 2077 |
Adj. R2 | 0.698 | 0.675 | 0.716 |
F | 51.178 *** | 100.50 *** | 25.939 *** |
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Wang, L.; Dai, Y.; Ding, Y. Internal Control and SMEs’ Sustainable Growth: The Moderating Role of Multiple Large Shareholders. J. Risk Financial Manag. 2019, 12, 182. https://doi.org/10.3390/jrfm12040182
Wang L, Dai Y, Ding Y. Internal Control and SMEs’ Sustainable Growth: The Moderating Role of Multiple Large Shareholders. Journal of Risk and Financial Management. 2019; 12(4):182. https://doi.org/10.3390/jrfm12040182
Chicago/Turabian StyleWang, Liangcheng, Yining Dai, and Yuye Ding. 2019. "Internal Control and SMEs’ Sustainable Growth: The Moderating Role of Multiple Large Shareholders" Journal of Risk and Financial Management 12, no. 4: 182. https://doi.org/10.3390/jrfm12040182
APA StyleWang, L., Dai, Y., & Ding, Y. (2019). Internal Control and SMEs’ Sustainable Growth: The Moderating Role of Multiple Large Shareholders. Journal of Risk and Financial Management, 12(4), 182. https://doi.org/10.3390/jrfm12040182