Table 4.
Variable | Fixed Parameters Model | Random Parameters Model | ||
---|---|---|---|---|
Coefficient | t-stat | Coefficient | t-stat | |
Constant | 0.8122 *** | 7.31 | 0.9972 *** | 8.51 |
Person Characteristics | ||||
Male | −0.1750 *** | −4.09 | −0.2793 *** | −6.33 |
• Standard deviation of parameter density function | 0.5610 *** | 19.62 | ||
Use of restraint system | −0.9796 *** | −11.49 | −1.1135 *** | −12.34 |
Age under 25 | −0.1603 *** | −3.49 | −0.1780 *** | −3.76 |
Age above 64 | 0.2202 *** | 2.91 | 0.2263 *** | 2.92 |
Vehicle Characteristics | ||||
Truck | −0.8980 *** | −11.29 | −1.0162 *** | −12.04 |
Vehicle with one or more trailing units | −0.6942 *** | −7.02 | −0.8488 *** | −7.76 |
Driver drinking in vehicle | 0.3776 *** | 4.55 | 0.3941 *** | 4.77 |
Roadway and Environment | ||||
Icy or snowy road surface | −0.2569 ** | −2.34 | −0.2676 ** | −2.39 |
Dark | 0.2127 *** | 4.33 | 0.2387 *** | 4.73 |
Dawn or dusk | 0.3620 *** | 3.26 | 0.3749 *** | 3.19 |
Crash Mechanism | ||||
Going straight before crash | 0.1314 ** | 2.26 | 0.1230 ** | 2.06 |
Starting/stopped in road before crash | −0.2948 *** | −3.31 | −0.9347 *** | −6.62 |
• Standard deviation of parameter density function | 1.0185 *** | 9.83 | ||
Critical event-other vehicle stopped in lane | −0.3000 *** | −5.75 | −0.3161 *** | −5.93 |
Critical event-other vehicle in lane traveling in same direction while decelerating | −0.3348 *** | −5.75 | −0.3581 *** | −6.03 |
Temporal Characteristics | ||||
Weekdays | 0.0863 ** | 1.97 | 0.1014 ** | 2.22 |
Spring | 0.0790 * | 1.78 | 0.0843 * | 1.81 |
Thresholds | ||||
Mu(01) | 0.5657 *** | 29.25 | 0.6230 *** | 27.91 |
Mu(02) | 1.3332 *** | 39.52 | 1.4623 *** | 37.97 |
Number of observations | 4866 | 4866 | ||
Restricted log likelihood | −4318.1191 | −4318.1191 | ||
Log likelihood function | −3747.5979 | −3737.4327 | ||
Akaike Information Criterion (AIC) | 7533.2 | 7516.9 |
Note: ***, **, * refer to Significance at 1%, 5%, 10% level.