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Least Squares (OLS) while you use Maximum Likelihood Estimation (MLE) in logistic regression. For the model fitness, you do not use R square (and other metrics) but you use a concordance, KS-statistics (and other metrics which will be discussed in detail below). The dependent variable in logistic