Abstract In this paper, an improved ridge type estimator is introduced to overcome the effect of multi-collinearity in logistic regression. The proposed called a modified almost unbiased estimator. It obtained by combining and order asses superiority over existing estimators, theoretical comparisons based on mean square error scalar criterion are presented. A Monte Carlo simulation study carrie...