Figure 1 provides a graphic representation of this goodness of fit information. Figure 1 shows that logistic regression is superior to OLS in the extreme prediction ranges, especially when the predicted values are close to 0. Figure 2 presents a scatter diagram of the OLS and logistic predicted values. Figure 2 clearly shows how the logistic predicted values are constrained within the (0,1) range, while the OLS estimates can range outside of (0,1).