The Effects of Regulatory Capital Requirements and Ownership Structure on Bank Lending in Emerging Asian Markets
Abstract
:1. Introduction
2. Literature Review
2.1. Regulatory Capital Requirements and Bank Lending
2.2. Ownership Structure and Bank Lending
3. Sample Selection and Variable Description
3.1. Sample Selection
3.2. Variables Description
4. Empirical Methods and Model
- = loans of bank i in quarter t
- MPt = monetary policy indicator
- = real GDP growth rate
- INFt = inflation rate
- = excess capital measure
- OWNit= ownership type and ownership concentration
- Φit = control variables.
5. Results and Discussion
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
Appendix A
Annual Lending Growth Rate | Model 1 | Model 3 | Model 4 | Model 5 | Model 6 | |||||
---|---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | |
Cons. | 306.1 *** | 0.001 | 324.9 *** | 0.000 | 303.98 *** | 0.001 | 305.24 *** | 0.001 | 328.2 *** | 0.000 |
Loan(t − 1) | −0.052 | 0.382 | −0.052 | 0.373 | −0.052 | 0.378 | −0.048 | 0.425 | −0.051 | 0.376 |
MP | −2.896 | 0.030 ** | −2.910 | 0.030 ** | −2.839 | 0.028 ** | 0.068 | 0.980 | −3.334 | 0.007 ** |
GDP | 0.306 | 0.554 | 0.358 | 0.510 | 0.366 | 0.501 | 0.457 | 0.414 | 0.386 | 0.431 |
INF | −0.490 | 0.344 | ||||||||
Excap | −0.369 | 0.416 | −0.507 | 0.428 | −0.676 | 0.328 | −0.276 | 0.537 | −0.438 | 0.408 |
Excap*GDP (risk-aversion effect) | 0.068 | 0.365 | 0.071 | 0.417 | 0.048 | 0.591 | 0.054 | 0.474 | 0.061 | 0.415 |
Excap*GDP (less-capitalize banks) | −0.206 | 0.227 | −0.206 | 0.219 | −0.171 | 0.315 | −0.185 | 0.286 | −0.199 | 0.221 |
Excap*GDP (well-capitalize banks) | 0.597 *** | 0.000 | 0.60 *** | 0.000 | 0.599 *** | 0.000 | 0.615 *** | 0.000 | 0.602 *** | 0.000 |
Excap*MP (bank-lending channel) | 0.050 | 0.432 | 0.049 | 0.442 | 0.043 | 0.496 | 0.104 | 0.201 | 0.072 | 0.380 |
Excap*MP (less-capitalize banks) | −3.202 | 0.233 | −3.167 | 0.217 | −2.869 | 0.271 | −2.955 | 0.279 | −3.067 | 0.233 |
Excap*MP (well-capitalize banks) | 2.592 *** | 0.000 | 2.585 *** | 0.000 | 2.604 *** | 0.000 | 2.681 *** | 0.000 | 2.629 *** | 0.000 |
Excap*LIQ | 0.001 | 0.409 | ||||||||
Excap*SIZE | 0.037 | 0.689 | ||||||||
LIQ*MP | −0.449 | 0.149 | ||||||||
Excap*INF | 0.010 | 0.299 | ||||||||
LIQ | 1.746 *** | 0.005 | 1.695 *** | 0.004 | 1.757 *** | 0.002 | 1.562 *** | 0.003 | 1.690 *** | 0.005 |
SIZE | −22.16 *** | 0.000 | −23.38 *** | 0.000 | −22.07 *** | 0.000 | −22.02 *** | 0.001 | −23.62 *** | 0.000 |
Wald chi2 (Prob) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | |||||
No. of banks | 63 | 63 | 63 | 63 | 63 | |||||
No. of Obs. | 648 | 648 | 648 | 648 | 648 |
Annual Lending Growth Rate | South-East Region | South-Asia Region | South-Asia Region | South-Asia Region | ||||
---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | |
Cons. | 336.1 *** | 0.000 | 226.04 *** | 0.000 | 186.61 ** | 0.009 | 210.06 *** | 0.000 |
Loan(t − 1) | −0.164 *** | 0.000 | −0.163 * | 0.096 | −0.174 * | 0.092 | −0.183 ** | 0.024 |
MP | −9.64 | 0.190 | −0.346 | 0.541 | −0.342 | 0.347 | −0.353 | 0.259 |
GDP | 1.556 * | 0.058 | 0.749 * | 0.072 | 0.352 | 0.233 | 0.322 | 0.259 |
INF | −0.289 | 0.723 | −0.108 | 0.746 | ||||
Excap | 1.555 * | 0.056 | 0.284 | 0.646 | −0.435 | 0.283 | −0.677 | 0.191 |
Excap*GDP | 0.065 * | 0.080 | ||||||
Excap*MP | 0.115 | 0.432 | ||||||
LIQ | −0.541 | 0.312 | −0.752 | 0.200 | 0.257 | 0.569 | 0.207 | 0.653 |
SIZE | −26.84 *** | 0.000 | −15.55 *** | 0.000 | −12.43 ** | 0.012 | −14.01 *** | 0.001 |
MO | 1.066 | 0.386 | 0.408 | 0.236 | ||||
Excap*MO | −0.169 | 0.124 | ||||||
Excap*MO (less-capitalize banks) | −18.01 *** | 0.000 | 0.249 * | 0.078 | ||||
Excap*MO (well-capitalize banks) | 0.087 | 0.508 | −0.023 | 0.565 | ||||
OC10 | −0.088 | 0.293 | ||||||
Excap*OC10 | 0.017 *** | 0.001 | ||||||
OC5 | -0.105 * | 0.0680 | ||||||
Excap*OC5 | 0.018 *** | 0.001 | ||||||
Wald chi2 (Prob) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||||
No. of banks | 31 | 32 | 46 | 43 | ||||
No. of Obs. | 237 | 232 | 352 | 345 |
Annual Lending Growth Rate | South-Asia Region | East-Asia Region | East-Asia Region | |||
---|---|---|---|---|---|---|
Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | |
Cons. | 0.662 | 0.981 | 79.94 ** | 0.0190 | 91.41 ** | 0.017 |
Loan(t − 1) | 0.261 ** | 0.008 | 0.021 | 0.838 | 0.022 | 0.832 |
MP | −1.886 *** | 0.000 | −2.142 ** | 0.009 | −2.062 ** | 0.011 |
GDP | 1.031 *** | 0.002 | −0.257 | 0.703 | −0.392 | 0.584 |
INF | 0.599 * | 0.067 | 0.643 *** | 0.003 | 0.655 *** | 0.002 |
Excap | 0.927 ** | 0.013 | −1.592 | 0.216 | −4.435 | 0.172 |
Excap*GDP | 0.073 | 0.721 | 0.147 | 0.135 | 0.192 * | 0.088 |
Excap*MP | −0.080 | 0.558 | −0.145 | 0.433 | −0.196 | 0.265 |
Excap*LIQ | −0.069 | 0.115 | 0.063 | 0.245 | 0.065 | 0.230 |
Excap*SIZE | 0.198 | 0.318 | ||||
LIQ | −0.259 | 0.601 | −0.162 | 0.444 | −0.178 | 0.408 |
SIZE | −0.048 | 0.981 | −4.622 ** | 0.026 | −5.396 ** | 0.023 |
Wald chi2 (Prob) | 0.0000 | 0.0000 | 0.0000 | |||
No. of banks | 57 | 35 | 35 | |||
No. of Obs. | 613 | 340 | 340 |
Variable | Excap | LIQ | SIZE | GDP | INF | Loan | MP | LIQ*MP | Excap*GDP | Excap*MP | Excap*LIQ | Excap*SIZE | Excap*INF |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Excap | 1 | ||||||||||||
LIQ | 0.40 | 1 | |||||||||||
SIZE | −0.07 | −0.08 | 1 | ||||||||||
GDP | −0.02 | −0.06 | −0.05 | 1 | |||||||||
INF | 0.00 | −0.09 | 0.03 | −0.17 | 1 | ||||||||
Loan | 0.19 | 0.14 | −0.05 | 0.09 | 0.04 | 1 | |||||||
MP | −0.01 | 0.03 | −0.07 | −0.08 | 0.17 | −0.02 | 1 | ||||||
LIQ*MP | −0.01 | −0.00 | −0.08 | −0.04 | 0.17 | −0.04 | 0.10 | 1 | |||||
Excap*GDP | 0.29 | 0.20 | −0.06 | 0.03 | −0.00 | 0.11 | −0.04 | −0.11 | 1 | ||||
Excap*MP | 0.01 | 0.06 | −0.01 | −0.01 | 0.04 | 0.01 | 0.21 | 0.51 | −0.15 | 1 | |||
Excap*LIQ | 0.54 | 0.40 | −0.04 | −0.01 | −0.00 | 0.16 | 0.00 | 0.02 | 0.56 | 0.10 | 1 | ||
Excap*SIZE | 0.49 | 0.35 | −0.02 | −0.03 | −0.001 | 0.19 | −0.03 | −0.06 | 0.89 | −0.05 | 0.81 | 1 | |
Excap*INF | 0.55 | 0.38 | −0.05 | −0.06 | 0.05 | 0.15 | 0.00 | −0.04 | 0.60 | −0.01 | 0.87 | 0.84 | 1 |
Phillips-Perron Test | Augmented Dickey-Fuller Test | ||||
---|---|---|---|---|---|
Variable | Statistics | p-Value | Variable | Statistics | p-Value |
Loan | 1209.25 | 0.0000 | Loan | 1209.25 | 0.0000 |
Excap | 864.31 | 0.0000 | Excap | 864.31 | 0.0000 |
LIQ | 862.70 | 0.0000 | LIQ | 862.70 | 0.0000 |
SIZE | 356.66 | 0.035 | SIZE | 356.66 | 0.035 |
GDP | 1088.87 | 0.0000 | GDP | 1088.87 | 0.0000 |
MP | 923.71 | 0.0000 | MP | 923.71 | 0.0000 |
INF | 1214.28 | 0.0000 | INFC | 1214.28 | 0.0000 |
MO | 398.19 | 0.0000 | MO | 398.19 | 0.0000 |
FO | 456.41 | 0.0000 | FO | 456.41 | 0.0000 |
OC5 | 573.36 | 0.0000 | OC5 | 573.36 | 0.0000 |
OC10 | 602.92 | 0.0000 | OC10 | 602.92 | 0.0000 |
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1 | Because of the possibility of endogenous relation between dependent and independent variables, the current study employs lag values of all bank related and economic variables. As the large number of lags in model inflate the standard errors of coefficients and can increase an estimation bias, so we use one year lag value in model estimation (Hanck et al. 2019; Wooldridge 2013). |
Classification | Variables | Description |
---|---|---|
Dependent Variable | Bank Loans (Loans) | Annual growth rate of natural log of Bank Loans |
Independent Variables | Monitory policy indicator (MP) | Monetary policy indicator is central bank policy rate of the Banks and other credit institutes |
Economic growth (GDP) | Real GDP growth ratio | |
Inflation rate (INF) | Measured by Consumer Price Index | |
Excess capital of banks (EXCAP) | Regulatory capital minus capital requirements 1 | |
Control Variables | Liquidity (LIQ) | Calculated as total of cash and marketable securities to total assets |
Size (SIZE) | Calculated as log of total assets | |
Non-performing loans ratio (NPLR) | Non-performing loans to total loan | |
Ownership Variables (OWN) | Ownership Concentration (OC) | % of shares held by top three shareholders who hold greater than or equal to 10% of shares (OC10). |
% of shares held by top five shareholders who hold greater than or equal to 5% of shares (OC5). | ||
Managerial Ownership (MO) | % of shares held by management and directors | |
Foreign Ownership (FO) | % of shares held by foreign entities |
Variable | Combined Sample | China | India | ||||||
Obs. | Mean | Std. Dev | Obs. | Mean | Std. Dev | Obs. | Mean | Std. Dev | |
Excap | 2066 | 6.17 | 35.23 | 445 | 4.17 | 46.86 | 526 | 2.05 | 4.50 |
Loan Growth | 1911 | 17.69 | 29.31 | 410 | 18.74 | 10.35 | 488 | 10.53 | 13.81 |
SIZE | 2066 | 13.52 | 2.128 | 445 | 13.29 | 1.80 | 526 | 13.60 | 1.41 |
LIQ | 2066 | 6.95 | 7.05 | 445 | 6.18 | 4.68 | 526 | 3.79 | 3.28 |
MO | 830 | 1.64 | 4.15 | 205 | 1.53 | 4.32 | 232 | 1.44 | 4.39 |
FO | 1054 | 19 | 17.11 | 201 | 19.28 | 17.21 | 336 | 18.76 | 17.49 |
OC5 | 1212 | 60.93 | 22.10 | 202 | 63.31 | 18.61 | 297 | 57.47 | 21.39 |
OC10 | 1243 | 55.49 | 25.95 | 221 | 58.81 | 23.41 | 312 | 48.72 | 26.26 |
Variable | Pakistan | Indonesia | Malaysia | ||||||
Obs. | Mean | Std. Dev | Obs. | Mean | Std. Dev | Obs. | Mean | Std. Dev | |
Excap | 258 | 5.80 | 9.96 | 346 | 14.98 | 65.32 | 138 | 3.67 | 2.48 |
Loan Growth | 239 | 16.70 | 22.75 | 319 | 23.65 | 62.38 | 128 | 10.76 | 11.15 |
SIZE | 258 | 12.27 | 1.25 | 346 | 16.41 | 1.96 | 138 | 11.59 | 0.90 |
LIQ | 258 | 6.39 | 4.77 | 346 | 10.73 | 10.79 | 138 | 13.41 | 7.56 |
MO | 83 | 1.31 | 2.43 | 38 | 4.59 | 7.14 | 90 | 1.72 | 3.45 |
FO | 122 | 14.77 | 13.25 | 91 | 25.36 | 17.47 | 99 | 19.38 | 18.77 |
OC5 | 166 | 60.41 | 24.44 | 211 | 61.39 | 22.87 | 95 | 63.57 | 17.35 |
OC10 | 164 | 54.72 | 30.13 | 200 | 56.80 | 24.07 | 95 | 59.30 | 25.41 |
Variable | Philippines | Thailand | |||||||
Obs. | Mean | Std. Dev | Obs. | Mean | Std. Dev | ||||
Excap | 203 | 10.23 | 13.23 | 150 | 3.72 | 3.42 | |||
Loan Growth | 188 | 15.52 | 20.78 | 139 | 8.97 | 11.18 | |||
SIZE | 203 | 11.98 | 1.59 | 150 | 13.32 | 1.13 | |||
LIQ | 203 | 10.60 | 7.05 | 150 | 1.60 | 0.90 | |||
MO | 108 | .80 | 1.34 | 64 | 2.08 | 4.52 | |||
FO | 97 | 20.92 | 17.90 | 108 | 17.26 | 15.61 | |||
OC5 | 133 | 52.82 | 23.64 | 108 | 74.01 | 20.15 | |||
OC10 | 143 | 50.06 | 23.73 | 108 | 71.14 | 21.54 |
Annual Lending Growth Rate | Model 1 | Model 3 | Model 4 | Model 5 | Model 6 | |||||
---|---|---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | |
Cons. | 144.6 *** | 0.000 | 158.6 *** | 0.000 | 141.5 *** | 0.000 | 143.5 *** | 0.000 | 142.9 *** | 0.000 |
Loan(t − 1) | 0.020 | 0.783 | −0.122 *** | 0.000 | 0.016 | 0.826 | 0.019 | 0.796 | 0.073 | 0.447 |
MP | −1.334 *** | 0.003 | −0.902 ** | 0.019 | −1.301 *** | 0.005 | 0.316 | 0.742 | −1.489 *** | 0.001 |
GDP | −0.022 | 0.947 | 0.320 | 0.359 | 0.206 | 0.511 | 0.190 | 0.626 | 0.043 | 0.887 |
Excap | 0.216 | 0.522 | −0.206 | 0.600 | −0.204 | 0.776 | 0.316 | 0.397 | 0.278 | 0.297 |
Excap*GDP (risk-aversion effect) | 0.005 | 0.934 | 0.051 | 0.337 | 0.017 | 0.735 | −0.013 | 0.849 | 0.022 | 0.635 |
Excap*GDP (less-capitalize banks) | 0.012 | 0.901 | 0.006 | 0.948 | ||||||
Excap*GDP (well-capitalize banks) | 0.520 *** | 0.000 | 0.531 *** | 0.000 | ||||||
Excap*MP (bank-lending channel) | −0.002 | 0.967 | −0.021 | 0.534 | 0.014 | 0.712 | 0.041 | 0.380 | 0.020 | 0.631 |
Excap*MP (less-capitalize banks) | −1.316 | 0.118 | −0.935 | 0.182 | −1.393 | 0.126 | −1.322 | 0.110 | −1.408 | 0.158 |
Excap*MP (well-capitalize banks) | 2.054 ** | 0.008 | 0.300 ** | 0.051 | 1.917 *** | 0.004 | 2.132 ** | 0.008 | 1.780 ** | 0.008 |
Excap*LIQ | 0.002 | 0.133 | ||||||||
Excap*LIQ (less-capitalize banks) | 0.074 | 0.209 | ||||||||
Excap*LIQ (well-capitalize banks) | 0.200 *** | 0.000 | ||||||||
Excap*SIZE | 0.032 | 0.673 | ||||||||
Excap*SIZE (less-capitalize banks) | 0.034 | 0.566 | ||||||||
Excap*SIZE (well-capitalize banks) | 0.233 *** | 0.000 | ||||||||
LIQ*MP | −0.379 * | 0.055 | ||||||||
Excap*INF | −0.033 | 0.326 | ||||||||
Excap*INF (less-capitalize banks) | 0.028 | 0.714 | ||||||||
Excap*INF (well-capitalize banks) | 0.350 * | 0.063 | ||||||||
LIQ | 0.876 *** | 0.003 | 0.493 ** | 0.050 | 0.875 *** | 0.002 | 0.807 *** | 0.004 | 0.864 *** | 0.002 |
SIZE | −10.06 *** | 0.000 | −10.84 *** | 0.000 | −9.938 *** | 0.000 | −10.09 *** | 0.000 | −9.958 *** | 0.000 |
AR(1), AR(2), (p-value) | 0.006 | 0.610 | 0.016 | 0.197 | 0.005 | 0.655 | 0.006 | 0.721 | 0.009 | 0.494 |
Wald chi2 (Prob) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | |||||
No. of banks | 155 | 155 | 155 | 155 | 155 | |||||
No. of Obs. | 1601 | 1601 | 1601 | 1601 | 1601 |
Annual Lending Growth Rate | Model 2 (OC5) | Model 2 (OC10) | Model 2 (MO) | Model 2 (FO) | ||||
---|---|---|---|---|---|---|---|---|
Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | Coeff. | p-Value | |
Cons. | 102.8 ** | 0.011 | 133 *** | 0.000 | 145.5 *** | 0.000 | 190.3 *** | 0.000 |
Loan(t − 1) | 0.067 | 0.559 | −0.073 | 0.277 | −0.098 *** | 0.000 | −0.214 *** | 0.000 |
MP | −1.555 ** | 0.042 | −0.805 * | 0.072 | −1.127 | 0.120 | −1.049 * | 0.066 |
GDP | 0.559 | 0.195 | 0.415 | 0.100 * | 0.746 ** | 0.014 | 0.295 | 0.290 |
Excap | −0.042 | 0.955 | −0.721 | 0.229 | 1.365 ** | 0.017 | 1.354 ** | 0.031 |
Excap*GDP (risk-aversion effect) | −0.017 | 0.866 | 0.011 | 0.835 | 0.059 ** | 0.021 | 0.026 | 0.503 |
Excap*MP (bank-lending channel) | 0.169 | 0.533 | −0.090 | 0.243 | 0.011 | 0.927 | 0.047 | 0.377 |
Oc5 | −0.112 * | 0.075 | ||||||
Excap*OC5 | 0.022 ** | 0.010 | ||||||
Excap*OC5 (less-capitalize banks) | 0.008 | 0.481 | ||||||
Excap*OC5 (well-capitalize banks) | 0.006 | 0.483 | ||||||
OC10 | −0.105 | 0.118 | ||||||
Excap*OC10 | 0.029 *** | 0.001 | ||||||
Excap*OC10 (less-capitalize banks) | 0.011 | 0.520 | ||||||
Excap*OC10 (well-capitalize banks) | 0.002 | 0.301 | ||||||
MO | −0.417 | 0.562 | ||||||
Excap*MO | 0.042 | 0.554 | ||||||
Excap*MO (less-capitalize banks) | −0.037 | 0.792 | ||||||
Excap*MO (well-capitalize banks) | −0.232 * | 0.070 | ||||||
FO | 0.178 * | 0.090 | ||||||
Excap*FO | −0.022 | 0.175 | ||||||
Excap*FO (less-capitalize banks) | 0.002 | 0.804 | ||||||
Excap*FO (well-capitalize banks) | -0.006 | 0.779 | ||||||
LIQ | 0.807 ** | 0.035 | 0.401 ** | 0.047 *** | 0.001 | 0.998 | −0.000 | 1.000 |
SIZE | −7.105 ** | 0.009 | −8.890 *** | 0.000 | −10.48 *** | 0.000 | −13.59 *** | 0.000 |
AR(1), AR(2), (p-value) | 0.052 | 0.516 | 0.039 | 0.354 | 0.082 | 0.110 | 0.101 | 0.138 |
Wald chi2 (Prob) | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||||
No. of banks | 124 | 128 | 88 | 112 | ||||
No. of Obs. | 954 | 976 | 651 | 828 |
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Akhtar, Y.; Kayani, G.M.; Yousaf, T. The Effects of Regulatory Capital Requirements and Ownership Structure on Bank Lending in Emerging Asian Markets. J. Risk Financial Manag. 2019, 12, 142. https://doi.org/10.3390/jrfm12030142
Akhtar Y, Kayani GM, Yousaf T. The Effects of Regulatory Capital Requirements and Ownership Structure on Bank Lending in Emerging Asian Markets. Journal of Risk and Financial Management. 2019; 12(3):142. https://doi.org/10.3390/jrfm12030142
Chicago/Turabian StyleAkhtar, Yasmeen, Ghulam Mujtaba Kayani, and Tahir Yousaf. 2019. "The Effects of Regulatory Capital Requirements and Ownership Structure on Bank Lending in Emerging Asian Markets" Journal of Risk and Financial Management 12, no. 3: 142. https://doi.org/10.3390/jrfm12030142
APA StyleAkhtar, Y., Kayani, G. M., & Yousaf, T. (2019). The Effects of Regulatory Capital Requirements and Ownership Structure on Bank Lending in Emerging Asian Markets. Journal of Risk and Financial Management, 12(3), 142. https://doi.org/10.3390/jrfm12030142