There are various methodologies that support the extraction of timing models from EAST-ADL design-level models during the development of vehicular embedded software systems. These timing models are used to predict timing behavior of the systems by performing end-to-end timing analysis. This paper presents, for the first time, a comparative evaluation of three methodologies. We present an evaluation framework that consists of several evaluation features. Using the framework, we compare and evaluate the methodologies against each feature. Eventually, the evaluation results can be used as guidelines for the selection of the most suitable methodology with respect to the end-to-end timing behavior of a given vehicular embedded application.