To evaluate relationship between response observed on some ordered categories and associated explanatory variables, we consider log-gamma regression model. First, we provide inference under the log-gamma regression model and selection of special nested models included in the model. Next, we evaluate some relative performance of the log-gamma regression model to asymmetric power transformation models and examine usefulness of this model using several examples cited from some literatures.