Two-step system GMM and PCSE estimation methodologies for IBs 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 | ***0.51989 | ***0.7342101 | ***1.075278 | ***0.2225597 | ***0.2339916 | ***0.2376993 | ||||
| L.LEVERAGE | 0.0672 | −0.0191 | −0.081274 | 0.0262456 | ||||||
| Bank-specific variables | ||||||||||
| ASQLNPL | 0.09904 | 1.3986 | 0.0854 | −1.6302 | *−0.0738799 | *0.3153902 | −0.0870806 | *0.3349298 | −0.0356372 | *0.3527166 |
| CAPADEQ | 0.07635 | ***3.542788 | 0.0344 | ***4.625325 | −0.0061 | 0.0268847 | ***4.949523 | 0.0456607 | ***4.827978 | *0.0791779 |
| COSTINCOME | **−0.0403 | −0.2311 | 0.0207 | 0.2954 | 0.0076 | ***−0.0344856 | −0.1279511 | ***−0.0311182 | −0.1403333 | ***−0.0308381 |
| LIQUID | −0.00887 | *0.6171147 | 0.0054 | ***0.894306 | 0.0095 | −0.0023475 | ***0.5296695 | −0.0039589 | ***0.5160706 | −0.0036628 |
| LTA | −0.9259 | −4.3004 | *0.3475754 | 5.8525 | 0.2501 | **−0.4608617 | −4.797317 | −0.4605096 | −4.864571 | −0.3002959 |
| TAX | **0.1755 | 0.7371 | 0.0110 | 0.0031 | 0.0035 | 0.0001192 | 0.0003569 | −0.0013159 | −0.0120241 | −0.0007752 |
| DIV | −0.000110 | −0.0098 | 0.0000 | −0.0225 | 0.0000 | *0.0002797 | 0.0004633 | 0.0000138 | −0.0002928 | 0.0000199 |
| Macroeconomic variables | ||||||||||
| (E)Energyintensity | **−0.879073 | 4.5224 | −0.2077107 | −1.842394 | ||||||
| (S)Unempl | **−1.59073 | **11.02624 | 0.2790813 | 3.001745 | ||||||
| (G)GovEff | −0.444989 | 10.5672 | ***−1.179977 | **−9.55362 | ||||||
| Fintech | 0.5186 | −0.0553715 | ||||||||
| GDPGrowth | *0.0219126 | −0.008327 | ||||||||
| Dummy variables | ||||||||||
| Time 2020 | **3.207134 | −4.7997 | 0.0263 | **−14.01079 | 0.0834 | −0.0531636 | 2.575127 | 0.2617697 | 2.626636 | *−0.0559058 |
| Intercept | **10.84359 | −55.1738 | *−7.352827 | −163.3265 | −6.8462 | *7.89115 | 23.82261 | *9.06303 | 34.75694 | *7.015316 |
| Instrumental Variables | 10.0000 | 8.0000 | 10.0000 | 10.0000 | 8.0000 | |||||
| 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 | 2.1200 | 2.0200 | 1.4400 | 1.7800 | 1.6600 | 2.1200 | 2.0200 | 1.4400 | 1.7800 | 1.6600 |
| AR(1) | 0.405 | 0.8030 | 0.1760 | 0.5700 | 0.1360 | |||||
| AR(2) | 0.250 | 0.3670 | 0.2330 | 0.5310 | 0.4070 | |||||
| Hansen test | 0.712 | 0.2820 | 0.2780 | 0.1260 | 0.1650 | |||||
| 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 | ***0.51989 | ***0.7342101 | ***1.075278 | ***0.2225597 | ***0.2339916 | ***0.2376993 | ||||
| L.LEVERAGE | 0.0672 | −0.0191 | −0.081274 | 0.0262456 | ||||||
| ASQLNPL | 0.09904 | 1.3986 | 0.0854 | −1.6302 | *−0.0738799 | *0.3153902 | −0.0870806 | *0.3349298 | −0.0356372 | *0.3527166 |
| CAPADEQ | 0.07635 | ***3.542788 | 0.0344 | ***4.625325 | −0.0061 | 0.0268847 | ***4.949523 | 0.0456607 | ***4.827978 | *0.0791779 |
| COSTINCOME | **−0.0403 | −0.2311 | 0.0207 | 0.2954 | 0.0076 | ***−0.0344856 | −0.1279511 | ***−0.0311182 | −0.1403333 | ***−0.0308381 |
| LIQUID | −0.00887 | *0.6171147 | 0.0054 | ***0.894306 | 0.0095 | −0.0023475 | ***0.5296695 | −0.0039589 | ***0.5160706 | −0.0036628 |
| LTA | −0.9259 | −4.3004 | *0.3475754 | 5.8525 | 0.2501 | **−0.4608617 | −4.797317 | −0.4605096 | −4.864571 | −0.3002959 |
| TAX | **0.1755 | 0.7371 | 0.0110 | 0.0031 | 0.0035 | 0.0001192 | 0.0003569 | −0.0013159 | −0.0120241 | −0.0007752 |
| DIV | −0.000110 | −0.0098 | 0.0000 | −0.0225 | 0.0000 | *0.0002797 | 0.0004633 | 0.0000138 | −0.0002928 | 0.0000199 |
| (E)Energyintensity | **−0.879073 | 4.5224 | −0.2077107 | −1.842394 | ||||||
| (S)Unempl | **−1.59073 | **11.02624 | 0.2790813 | 3.001745 | ||||||
| (G)GovEff | −0.444989 | 10.5672 | ***−1.179977 | **−9.55362 | ||||||
| Fintech | 0.5186 | −0.0553715 | ||||||||
| GDPGrowth | *0.0219126 | −0.008327 | ||||||||
| Time 2020 | **3.207134 | −4.7997 | 0.0263 | **−14.01079 | 0.0834 | −0.0531636 | 2.575127 | 0.2617697 | 2.626636 | *−0.0559058 |
| Intercept | **10.84359 | −55.1738 | *−7.352827 | −163.3265 | −6.8462 | *7.89115 | 23.82261 | *9.06303 | 34.75694 | *7.015316 |
| Instrumental Variables | 10.0000 | 8.0000 | 10.0000 | 10.0000 | 8.0000 | |||||
| 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 | 2.1200 | 2.0200 | 1.4400 | 1.7800 | 1.6600 | 2.1200 | 2.0200 | 1.4400 | 1.7800 | 1.6600 |
| AR(1) | 0.405 | 0.8030 | 0.1760 | 0.5700 | 0.1360 | |||||
| AR(2) | 0.250 | 0.3670 | 0.2330 | 0.5310 | 0.4070 | |||||
| Hansen test | 0.712 | 0.2820 | 0.2780 | 0.1260 | 0.1650 | |||||
| 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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