with the coefficients determined by the method of least squares or by logistic regression
where denotes the probability that under the given value and the coefficients are determined by the Maximum-Likelihood method. My question is whether the following statement holds true.
Claim: If (), then ().
I figure this could be due to the sign of the correlation coefficient.