Measurement Errors, Linear Regression, Variance, Correlation.
This model cannot be estimated consistently using the OLS estimator and any attempt to do so will result in coefficient estimates that are biased toward zero i.e. attenuated. When faced with the above situation, common remedies are to either accept the bias, or to difference out the error-prone