Collinearity is indicated in the comparison by sign reversal and inflated standard errors in the b - coefficient in the regression on the dependent variable.35
the model may be «correct,» but you have gone overboard by adding predictors that are redundant leading to problems such as inflated standard errors for the regression coefficients» (i.e., overconfidence in the prediction algorithm).