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Table 5.2: Estimates for standard logistic, skewed logistic and mixed logit models

                                      Standard Logistic   Skewed Logistic        Mixed Logit (normal distribution)             Mixed Logit (uniform)

              Observation                  3675                3675                           3675                                     3675

              Log-likelihood function     -1622.97           -1620.85                       -1604.30                                 -1604.00

              AIC                         3297.9              3295.7                         3312.6                                   3312.0

              Variable                Coeff.     S.E.     Coeff.     S.E       Coeff.     S.E.      Scale     S.E.     Coeff.     S.E.     Scale       S.E.

              Occupant Gender

                   Female             0.823***   0.095    0.625***   0.115   0.688***    .09443   2.129***   0.139   0.845***   0.108    4.559      0.273

              Occupant Age

                  16-24               0.329***   0.116     0.246*    0.095   0.148       0.115   1.653***    0.159   0.309**    0.124    2.544      0.282

                  65+                 1.017***   0.132    0.782***   0.148   0.986***    0.134   2.211***    0.210   1.244***   0.155    4.971      0.401

              Safety restraint

                  No                  1.135***   0.269    0.856***   0.259    1.396***    0.268       -        -     1.714***        0.291        -     -

              Ejected

                  Yes                 2.148***   0.222    1.689***   0.267  2.675***     0.229   1.688***    0.313   3.373***   0.267      2.688***        0.561

              Vehicle type
                  Motorcycle          0.880***   0.308    0.757***   0.244  1.421***     0.342   3.566***    0.596   2.082***   0.448    10.177***   1.299


                  Heavy vehicle      -0.417***   0.131   -0.321***   0.105   -0.616***    0.118   0.283***    0.105   -0.792***   0.134      -          -



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