Measurement Errors, Linear Regression, Variance, Correlation.
correlated with the observed value of the variable. In all cases, measurement errors increase the variance of the error term of the model which cause the prediction intervals to be wider and the model’s predictions less precise. The loss in precision is proportional to the degree of imprecision in