Two-step system GMM and PCSE estimation methodologies for all banks dependent variables for the 2005–2022 period: FSS and leverage determinants
| Two step system GMM | Robust check: PCSE method | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | Model 9 | Model 10 | |
| FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | |
| Past realization effect | ||||||||||
| L.FSS | ***0.7291434 | ***1.013356 | ***1.103322 | ***0.2647664 | ***0.0355721 | *0.3074508 | ***0.0358648 | ***0.6140131 | ||
| L.LEVERAGE | *0.3897596 | **0.4372512 | ||||||||
| Bank-specific variables | ||||||||||
| ASQLNPL | **0.1514603 | 1.16042 | ***−0.1718042 | 0.6470378 | −0.0221 | 0.1659841 | 0.6120235 | 0.1452629 | **0.8315162 | **0.0301727 |
| CAPADEQ | *0.0459596 | **2.293659 | 0.0088 | **2.065479 | 0.0358 | ***0.0510414 | ***4.836399 | ***.0599931 | ***4.824814 | ***0.0805832 |
| COSTINCOME | *0.0091163 | 0.0308987 | −0.0260 | 0.0361802 | 0.0317 | **−0.0096797 | 0.139481 | −0.0053965 | 0.0965 | 0.0012543 |
| LIQUID | −0.0010 | ***0.4668316 | *−0.0135643 | **0.4279082 | **−0.0282391 | −0.0029272 | ***0.4229041 | −0.0069756 | ***0.4027856 | −0.0061779 |
| LTA | ***0.5665938 | 2.28363 | −0.5999 | *3.471045 | ***−0.7454907 | −0.1208947 | 0.5015868 | *−0.4029861 | 0.8044 | −0.0988265 |
| TAX | **0.0290886 | 0.1771005 | **0.0076753 | *0.1625887 | 0.0241 | 0.0000961 | 0.0195668 | −0.0010595 | 0.0217 | 0.0042723 |
| DIV | −0.0001 | −0.0063881 | ***0.0005288 | −0.0018119 | 0.0000 | 0.0001921 | −0.0017884 | 0.0000166 | −0.0004 | 0.0000918 |
| Macroeconomic variables | ||||||||||
| (E)Energyintensity | *−0.2643391 | 1.363968 | ***−0.1700222 | −0.4740052 | ||||||
| (S)Unempl | 0.0860 | 0.8048165 | −0.0474907 | 1.112005 | ||||||
| (G)GovEff | *−0.7273886 | *8.816819 | ***−0.6659091 | −3.226025 | ||||||
| Fintech | **0.0131401 | −0.1043047 | ||||||||
| GDPGrowth | ***0.0963068 | **−0.0096104 | ||||||||
| Dummy variables | ||||||||||
| IBD | *0.4073704 | 8.097619 | **−1.859525 | 8.319232 | ***−1.006266 | ***11.72856 | ***−1.576841 | ***14.53404 | ||
| Time 2020 | **−0.4415634 | −5.072117 | 0.0496 | *−2.185364 | *0.6404526 | **−0.3339384 | −1.086802 | −0.0397825 | −0.8731 | 0.0004651 |
| Intercept | ***−12.01538 | −95.39425 | *12.55854 | *−97.65838 | *9.982168 | 3.74202 | **−82.01628 | **8.43116 | **−82.21635 | 2.587844 |
| Instrumental variables | 14 | 14 | 6 | 15 | 6 | |||||
| Likelihood ratio P-chi2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
| Mean variance inflationary factor | 1.8200 | 1.2800 | 1.1700 | 1.8200 | 1.1700 | 1.8200 | 1.2800 | 1.1700 | 1.8200 | 1.1700 |
| AR(1) | 0.0590 | 0.328 | 0.0540 | 0.322 | 0.003 | |||||
| AR(2) | 0.2020 | 0.922 | 0.1370 | 0.406 | 0.3080 | |||||
| Hansen test | 0.2720 | 0.19 | 0.1820 | 0.228 | 0.3000 | |||||
| Wald p-value χ2/F-statistics | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
| Two step system GMM | Robust check: PCSE method | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | Model 9 | Model 10 | |
| FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | Leverage(Coef.) | FSS(Coef.) | |
| L.FSS | ***0.7291434 | ***1.013356 | ***1.103322 | ***0.2647664 | ***0.0355721 | *0.3074508 | ***0.0358648 | ***0.6140131 | ||
| L.LEVERAGE | *0.3897596 | **0.4372512 | ||||||||
| ASQLNPL | **0.1514603 | 1.16042 | ***−0.1718042 | 0.6470378 | −0.0221 | 0.1659841 | 0.6120235 | 0.1452629 | **0.8315162 | **0.0301727 |
| CAPADEQ | *0.0459596 | **2.293659 | 0.0088 | **2.065479 | 0.0358 | ***0.0510414 | ***4.836399 | ***.0599931 | ***4.824814 | ***0.0805832 |
| COSTINCOME | *0.0091163 | 0.0308987 | −0.0260 | 0.0361802 | 0.0317 | **−0.0096797 | 0.139481 | −0.0053965 | 0.0965 | 0.0012543 |
| LIQUID | −0.0010 | ***0.4668316 | *−0.0135643 | **0.4279082 | **−0.0282391 | −0.0029272 | ***0.4229041 | −0.0069756 | ***0.4027856 | −0.0061779 |
| LTA | ***0.5665938 | 2.28363 | −0.5999 | *3.471045 | ***−0.7454907 | −0.1208947 | 0.5015868 | *−0.4029861 | 0.8044 | −0.0988265 |
| TAX | **0.0290886 | 0.1771005 | **0.0076753 | *0.1625887 | 0.0241 | 0.0000961 | 0.0195668 | −0.0010595 | 0.0217 | 0.0042723 |
| DIV | −0.0001 | −0.0063881 | ***0.0005288 | −0.0018119 | 0.0000 | 0.0001921 | −0.0017884 | 0.0000166 | −0.0004 | 0.0000918 |
| (E)Energyintensity | *−0.2643391 | 1.363968 | ***−0.1700222 | −0.4740052 | ||||||
| (S)Unempl | 0.0860 | 0.8048165 | −0.0474907 | 1.112005 | ||||||
| (G)GovEff | *−0.7273886 | *8.816819 | ***−0.6659091 | −3.226025 | ||||||
| Fintech | **0.0131401 | −0.1043047 | ||||||||
| GDPGrowth | ***0.0963068 | **−0.0096104 | ||||||||
| IBD | *0.4073704 | 8.097619 | **−1.859525 | 8.319232 | ***−1.006266 | ***11.72856 | ***−1.576841 | ***14.53404 | ||
| Time 2020 | **−0.4415634 | −5.072117 | 0.0496 | *−2.185364 | *0.6404526 | **−0.3339384 | −1.086802 | −0.0397825 | −0.8731 | 0.0004651 |
| Intercept | ***−12.01538 | −95.39425 | *12.55854 | *−97.65838 | *9.982168 | 3.74202 | **−82.01628 | **8.43116 | **−82.21635 | 2.587844 |
| Instrumental variables | 14 | 14 | 6 | 15 | 6 | |||||
| Likelihood ratio P-chi2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
| Mean variance inflationary factor | 1.8200 | 1.2800 | 1.1700 | 1.8200 | 1.1700 | 1.8200 | 1.2800 | 1.1700 | 1.8200 | 1.1700 |
| AR(1) | 0.0590 | 0.328 | 0.0540 | 0.322 | 0.003 | |||||
| AR(2) | 0.2020 | 0.922 | 0.1370 | 0.406 | 0.3080 | |||||
| Hansen test | 0.2720 | 0.19 | 0.1820 | 0.228 | 0.3000 | |||||
| Wald | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Note(s): Please refer to Table 1 for details of the variables
Source(s): Author’s own work
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