A spatial generalized ordered response model to examine highway crash injury severity

Castro M.; Paleti R.; Bhat C.R.

Abstract

This paper proposes a flexible econometric structure for injury severity analysis at the level of individual crashes that recognizes the ordinal nature of injury severity categories, allows unobserved heterogeneity in the effects of contributing factors, as well as accommodates spatial dependencies in the injury severity levels experienced in crashes that occur close to one another in space. The modeling framework is applied to analyze the injury severity sustained in crashes occurring on highway road segments in Austin, Texas. The sample is drawn from the Texas Department of Transportation (TxDOT) crash incident files from 2009 and includes a variety of crash characteristics, highway design attributes, driver and vehicle characteristics, and environmental factors. The results from our analysis underscore the value of our proposed model for data fit purposes as well as to accurately estimate variable effects. The most important determinants of injury severity on highways, according to our results, are (1) whether any vehicle occupant is ejected, (2) whether collision type is head-on, (3) whether any vehicle involved in the crash overturned, (4) whether any vehicle occupant is unrestrained by a seat-belt, and (5) whether a commercial truck is involved. © 2012 Elsevier Ltd.

Más información

Título según SCOPUS: A spatial generalized ordered response model to examine highway crash injury severity
Título de la Revista: ACCIDENT ANALYSIS AND PREVENTION
Volumen: 52
Editorial: PERGAMON-ELSEVIER SCIENCE LTD
Fecha de publicación: 2013
Página de inicio: 188
Página final: 203
Idioma: English
DOI:

10.1016/j.aap.2012.12.009

Notas: SCOPUS