In this paper we propose a new fast grid search algorithm for finding the least square estimators of step regression model. This makes it practical to compute resampling-based confidence intervals models. We introduce five data generating models, including one where mean model is (model correctly specified) and four models are not misspecified), use them study coverage probabilities two types r...