Regression results for AE under CCR-Based DEA and NDEA approach
| Variable | CCR-based DEA | Network DEA | ||||||
|---|---|---|---|---|---|---|---|---|
| Tobit regression | Bayesian Tobit regression | Tobit regression | Bayesian Tobit regression | |||||
| Coefficient | p > |t| | Posterior mean | Cred. Interval | Coefficient | p > |t| | Posterior mean | Cred. Interval | |
| Bank size | −0.005 | 0.858 | −0.006 | [−0.076, 0.062] | 0.009 | 0.926 | 0.003 | [−0.205, 0.221] |
| Share of loans | −0.122 | 0.410 | −0.117 | [−0.467, 0.248] | −0.330 | 0.481 | −0.271 | [−1.378, 0.845] |
| Profitability | −0.830 | 0.706 | −0.862 | [−6.188, 4.650] | 3.985 | 0.573 | 3.708 | [−10.658, 19.117] |
| Cost management ability | −0.004 | 0.553 | −0.004 | [−0.018, 0.104] | −0.007 | 0.728 | −0.008 | [−0.050, 0.036] |
| Credit risk | −0.186 | 0.349 | −0.194 | [−0.685, 0.298] | 0.576 | 0.368 | 0.548 | [−0.766, 1.903] |
| Variable | CCR-based DEA | Network DEA | ||||||
|---|---|---|---|---|---|---|---|---|
| Tobit regression | Bayesian Tobit regression | Tobit regression | Bayesian Tobit regression | |||||
| Coefficient | Posterior mean | Cred. Interval | Coefficient | Posterior mean | Cred. Interval | |||
| Bank size | −0.005 | 0.858 | −0.006 | [−0.076, 0.062] | 0.009 | 0.926 | 0.003 | [−0.205, 0.221] |
| Share of loans | −0.122 | 0.410 | −0.117 | [−0.467, 0.248] | −0.330 | 0.481 | −0.271 | [−1.378, 0.845] |
| Profitability | −0.830 | 0.706 | −0.862 | [−6.188, 4.650] | 3.985 | 0.573 | 3.708 | [−10.658, 19.117] |
| Cost management ability | −0.004 | 0.553 | −0.004 | [−0.018, 0.104] | −0.007 | 0.728 | −0.008 | [−0.050, 0.036] |
| Credit risk | −0.186 | 0.349 | −0.194 | [−0.685, 0.298] | 0.576 | 0.368 | 0.548 | [−0.766, 1.903] |
Note(s): Tobit Regression is conducted under 95% Confidence Interval
CI = Credential Interval
Source(s): Authors’ calculation based on Stata 17
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