Results of panel data regression models
| Dependent / independent variable | Model I | Model II | Model III | Model IV |
|---|---|---|---|---|
| VAM | PM | MM | GM | |
| Panel data model type | Fixed | Fixed | Random | Random |
| C | 2.223(4.490)*** | 2.105(4.964)*** | 0.895(2.080)** | 0.956(1.504)** |
| CSR | 0.817(1.567)* | 0.569(1.915)** | 0.181(0.751) | 0.275(2.642)*** |
| Age | −0.326(−1.772)* | −0.257(−0.535) | 0.031(0.248) | −0.134(−1.646)* |
| Size | 0.168(3.649)*** | 0.406(2.695)*** | −0.060(−1.320) | 0.246(2.832)*** |
| Risk | −0.005(−1.129) | 0.006(0.825) | −0.033(−1.773)* | 0.000(0.025) |
| R2 | 0.69 | 0.60 | 0.41 | 0.28 |
| Adjusted R2 | 0.66 | 0.56 | 0.35 | 0.20 |
| F-test | 20.04*** | 13.60*** | 6.05*** | 3.51*** |
| DW statistics | 1.66 | 1.54 | 1.93 | 2.07 |
| Hausman Test | 133.208*** | 120.115*** | 6.508 | 5.518 |
| Redundant fixed effect test | 419.612*** | 463.933 | 153.541*** | 126.619*** |
| Collinearity VIF | 1.29 | 1.69 | 1.05 | 1.08 |
| Unit root test (ADF) | 170.392*** | 148.633*** | 126.037*** | 129.38*** |
| Total observations | 560 | |||
| Dependent / independent variable | Model I | Model II | Model III | Model IV |
|---|---|---|---|---|
| VAM | PM | MM | GM | |
| Panel data model type | Fixed | Fixed | Random | Random |
| 2.223(4.490)*** | 2.105(4.964)*** | 0.895(2.080)** | 0.956(1.504)** | |
| CSR | 0.817(1.567)* | 0.569(1.915)** | 0.181(0.751) | 0.275(2.642)*** |
| Age | −0.326(−1.772)* | −0.257(−0.535) | 0.031(0.248) | −0.134(−1.646)* |
| Size | 0.168(3.649)*** | 0.406(2.695)*** | −0.060(−1.320) | 0.246(2.832)*** |
| Risk | −0.005(−1.129) | 0.006(0.825) | −0.033(−1.773)* | 0.000(0.025) |
| 0.69 | 0.60 | 0.41 | 0.28 | |
| Adjusted | 0.66 | 0.56 | 0.35 | 0.20 |
| 20.04*** | 13.60*** | 6.05*** | 3.51*** | |
| DW statistics | 1.66 | 1.54 | 1.93 | 2.07 |
| Hausman Test | 133.208*** | 120.115*** | 6.508 | 5.518 |
| Redundant fixed effect test | 419.612*** | 463.933 | 153.541*** | 126.619*** |
| Collinearity VIF | 1.29 | 1.69 | 1.05 | 1.08 |
| Unit root test (ADF) | 170.392*** | 148.633*** | 126.037*** | 129.38*** |
| Total observations | 560 | |||
Note(s): (1) standardized beta coefficients are provided. T-ratios are presented in parentheses. (2) Average of VIF has been used to find collinearityVIF for checking the serial correlation (Maqbool and Zameer, 2018). (3) The Durbin–Watson test showed no autocorrelation amongst the variables. (4) F-test showed fitness of the model. (5) The Hausman test was used to choose amongst random and fixed effects for model. (6) Significant at *p < 0.10, **p < 0.05, ***p < 0.01. (7) Augmented Dickey–Fuller (ADF) shows data are stationary and there is no unit root in the data
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