The estimates of the regression models for different dry bulk sectors
| Capesize | Q1 | Q2 | Q3 | Q4 |
|---|---|---|---|---|
| A0 | 2.457** (2.304) | 1.932* (1.910) | 0.887 (0.894) | 0.977 (1.010) |
| A1 | −0.335*** (−4.392) | −0.266*** (−3.582) | −0.168** (−2.107) | −0.195** (−2.310) |
| A2 | 0.387*** (7.187) | 0.420*** (8.144) | 0.456*** (8.839) | 0.468*** (9.266) |
| A4 | 0.495*** (7.806) | 0.422*** (7.013) | 0.366*** (6.024) | 0.362*** (6.089) |
| A5 | 13.844*** (2.606) | 12.739** (2.450) | 13.086** (2.244) | 12.712** (2.217) |
| A7 | −0.979*** (−2.928) | −0.723** (−2.191) | −0.734** (−2.167) | −0.560* (−1.668) |
| A8 | 17.630*** (2.869) | – | – | 2.724** (2.260) |
| Diagnostics | ||||
| Adjusted R2 | 0.326 | 0.320 | 0.319 | 0.298 |
| LogL | −133.199 | −137.005 | −137.873 | −132.71 |
| F Statistics | 26.076 | 29.240 | 28.713 | 22.891 |
| AIC | 0.898 | 0.902 | 0.919 | 0.901 |
| SC | 0.983 | 0.973 | 0.991 | 0.986 |
| DW Statistics | 1.520 | 1.478 | 1.492 | 1.550 |
| Panamax | ||||
| A0 | 5.617*** (4.755) | 5.159*** (4.157) | 5.530*** (4.309) | 6.244* (5.199) |
| A2 | 0.154* (1.787) | 0.135 (1.561) | 0.142* (1.618) | 0.081 (0.975) |
| A3 | 0.089** (2.012) | 0.291*** (2.857) | 0.263*** (2.633) | 0.268*** (2.733) |
| A4 | −0.175** (−1.995) | −0.154* (−1.790) | −0.188** (−2.181) | −0.162* (−1.933) |
| A5 | 46.654*** (3.081) | 61.096*** (4.082) | 53.618*** (3.548) | 58.729*** (4.059) |
| A7 | −1.864** (−2.492) | −2.119*** (−2.817) | −2.044** (−2.504) | −2.199*** (−3.050) |
| A8 | 20.464*** (2.658) | – | 13.483*** (3.177) | – |
| Diagnostics | ||||
| Adjusted R2 | 0.080 | 0.076 | 0.108 | 0.074 |
| LogL | −105.640 | −104.826 | −100.777 | −91.926 |
| F Statistics | 6.397 | 6.228 | 7.262 | 4.845 |
| AIC | 0.713 | 0.699 | 0.691 | 0.630 |
| SC | 0.785 | 0.770 | 0.775 | 0.702 |
| DW Statistics | 1.351 | 1.353 | 1.373 | 1.417 |
| Supramax | ||||
| A0 | 3.021*** (2.923) | 2.803*** (2.728) | 2.696** (2.581) | 2.805*** (2.739) |
| A2 | 0.181** (2.490) | 0.183** (2.508) | 0.191*** (2.593) | 0.183** (2.513) |
| A4 | 0.253*** (3.970) | 0.284** (4.660) | 0.277*** (4.360) | 0.284*** (4.672) |
| A7 | 1.642*** (2.687) | 1.743*** (2.865) | 1.806*** (2.937) | 1.742*** (2.860) |
| A8 | 16.209* (1.757) | – | 15.684* (1.905) | – |
| Diagnostics | ||||
| Adjusted R2 | 0.109 | 0.102 | 0.117 | 0.111 |
| LogL | −215.643 | −217.569 | −208.757 | −217.721 |
| F Statistics | 11.163 | 13.677 | 11.623 | 13.789 |
| AIC | 1.325 | 1.327 | 1.332 | 1.324 |
| SC | 1.382 | 1.372 | 1.391 | 1.369 |
| DW Statistics | 1.658 | 1.657 | 1.680 | 1.658 |
| Capesize | Q1 | Q2 | Q3 | Q4 |
|---|---|---|---|---|
| 2.457 | 1.932 | 0.887 (0.894) | 0.977 (1.010) | |
| −0.335 | −0.266 | −0.168 | −0.195 | |
| 0.387 | 0.420 | 0.456 | 0.468 | |
| 0.495 | 0.422 | 0.366 | 0.362 | |
| 13.844 | 12.739 | 13.086 | 12.712 | |
| −0.979 | −0.723 | −0.734 | −0.560 | |
| 17.630 | – | – | 2.724 | |
| Adjusted | 0.326 | 0.320 | 0.319 | 0.298 |
| LogL | −133.199 | −137.005 | −137.873 | −132.71 |
| F Statistics | 26.076 | 29.240 | 28.713 | 22.891 |
| AIC | 0.898 | 0.902 | 0.919 | 0.901 |
| SC | 0.983 | 0.973 | 0.991 | 0.986 |
| DW Statistics | 1.520 | 1.478 | 1.492 | 1.550 |
| 5.617 | 5.159 | 5.530 | 6.244 | |
| 0.154 | 0.135 (1.561) | 0.142 | 0.081 (0.975) | |
| 0.089 | 0.291 | 0.263 | 0.268 | |
| −0.175 | −0.154 | −0.188 | −0.162 | |
| 46.654 | 61.096 | 53.618 | 58.729 | |
| −1.864 | −2.119 | −2.044 | −2.199 | |
| 20.464 | – | 13.483 | – | |
| Adjusted | 0.080 | 0.076 | 0.108 | 0.074 |
| LogL | −105.640 | −104.826 | −100.777 | −91.926 |
| F Statistics | 6.397 | 6.228 | 7.262 | 4.845 |
| AIC | 0.713 | 0.699 | 0.691 | 0.630 |
| SC | 0.785 | 0.770 | 0.775 | 0.702 |
| DW Statistics | 1.351 | 1.353 | 1.373 | 1.417 |
| 3.021 | 2.803 | 2.696 | 2.805 | |
| 0.181 | 0.183 | 0.191 | 0.183 | |
| 0.253 | 0.284 | 0.277 | 0.284 | |
| 1.642 | 1.743 | 1.806 | 1.742 | |
| 16.209 | – | 15.684 | – | |
| Adjusted | 0.109 | 0.102 | 0.117 | 0.111 |
| LogL | −215.643 | −217.569 | −208.757 | −217.721 |
| F Statistics | 11.163 | 13.677 | 11.623 | 13.789 |
| AIC | 1.325 | 1.327 | 1.332 | 1.324 |
| SC | 1.382 | 1.372 | 1.391 | 1.369 |
| DW Statistics | 1.658 | 1.657 | 1.680 | 1.658 |
Notes:
,
and
mean statistically significant at 1%, 5% and 10%, respectively. The t-statistics is reported in the parenthesis. The variables with insignificant estimates are deleted from the regression equations. LogL is the log-likelihood. AIC is the Akaike information criterion. SC is the Schwarz information criterion. ARCH(12) is Engle’s F-test for ARCH effects. Figures in the brackets under the ARCH(12) estimates indicate the significance levels.
ln(VOLt) = A0 + A1ln(FFAt) + A2ln(FIXt−1) + A3ln(ERNt) + A4ln(SRt) + A5COVFSt + A6COVFEt + A7VARFt + A8FVt
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