Parameter estimates of the frontier matching function
| Model I (Base model) | Model II (Heteroscedasticity in the inefficiency) | Model IIIA (Random parameter in the inefficiency without z4) | Model IIIB (Random parameter in the inefficiency with z4) | |||||
|---|---|---|---|---|---|---|---|---|
| Variable | Coeff | t-ratio | Coeff | t-ratio | Coeff | t-ratio | Coeff | t-ratio |
| Production Frontier | ||||||||
| Intercept | −0.534*** | −2.90 | −0.959*** | −5.45 | −0.243 | −1.64 | −0.316** | −2.16 |
| ln U | 0.076*** | 4.52 | 0.059*** | 4.37 | 0.059*** | 5.21 | 0.057*** | 4.55 |
| ln V | 0.347*** | 8.72 | 0.372*** | 10.26 | 0.275*** | 8.57 | 0.279*** | 8.45 |
| ln C | −0.165 | −1.50 | 0.751*** | 4.67 | 0.414*** | 2.73 | 0.437*** | 3.06 |
| ln E | 0.578*** | 16.85 | 0.582*** | 18.84 | 0.611*** | 20.20 | 0.617*** | 19.51 |
| Inefficiency | ||||||||
| Intercept (σ2u) | 24.916*** | 3.36 | ||||||
| z1 (σ2u) | −45.927** | −2.34 | −13.224*** | −4.39 | −12.049*** | −3.63 | ||
| z2 (σ2u) | −20.498 | −0.79 | 10.839** | 2.25 | 10.879** | 2.02 | ||
| z3 (σ2u) | −21.129 | −0.66 | −9.216*** | −2.60 | −12.517*** | −2.35 | ||
| z4 (σ2u) | 12.481 | 1.19 | ||||||
| τi | 6.981*** | 6.61 | 2.811*** | 6.04 | ||||
| σ2τi | 0.667*** | 4.39 | 0.696*** | 4.13 | ||||
| σu | 0.195 | 0.204 | 0.169 | 0.153 | ||||
| Mean efficiency | 0.846 | 0.941 | 0.871 | 0.873 | ||||
| SD efficiency | 0.072 | 0.153 | 0.101 | 0.098 | ||||
| Log likelihood function | 30.275 | 71.997 | 76.538 | 76.798 | ||||
| Number of observations | 300 | 300 | 300 | 300 | ||||
| Model I (Base model) | Model II (Heteroscedasticity in the inefficiency) | Model IIIA (Random parameter | Model IIIB (Random parameter in the inefficiency with z4) | |||||
|---|---|---|---|---|---|---|---|---|
| Variable | Coeff | Coeff | Coeff | Coeff | ||||
| Intercept | −0.534 | −2.90 | −0.959 | −5.45 | −0.243 | −1.64 | −0.316 | −2.16 |
| ln U | 0.076 | 4.52 | 0.059 | 4.37 | 0.059 | 5.21 | 0.057 | 4.55 |
| ln V | 0.347 | 8.72 | 0.372 | 10.26 | 0.275 | 8.57 | 0.279 | 8.45 |
| ln C | −0.165 | −1.50 | 0.751 | 4.67 | 0.414 | 2.73 | 0.437 | 3.06 |
| ln E | 0.578 | 16.85 | 0.582 | 18.84 | 0.611 | 20.20 | 0.617 | 19.51 |
| Intercept ( | 24.916 | 3.36 | ||||||
| z1 ( | −45.927 | −2.34 | −13.224 | −4.39 | −12.049 | −3.63 | ||
| z2 ( | −20.498 | −0.79 | 10.839 | 2.25 | 10.879 | 2.02 | ||
| z3 ( | −21.129 | −0.66 | −9.216 | −2.60 | −12.517 | −2.35 | ||
| z4 ( | 12.481 | 1.19 | ||||||
| τi | 6.981 | 6.61 | 2.811 | 6.04 | ||||
| 0.667 | 4.39 | 0.696 | 4.13 | |||||
| 0.195 | 0.204 | 0.169 | 0.153 | |||||
| Mean efficiency | 0.846 | 0.941 | 0.871 | 0.873 | ||||
| SD efficiency | 0.072 | 0.153 | 0.101 | 0.098 | ||||
| Log likelihood function | 30.275 | 71.997 | 76.538 | 76.798 | ||||
| Number of observations | 300 | 300 | 300 | 300 | ||||
Note:
Significance code:
*p < 0.1;
**p < 0.05;
***p < 0.01