For a high dimensional linear model with finite number of covariates measured errors, we study statistical inference on the parameters associated error-prone covariates, and propose new corrected decorrelated score test corresponding type estimator. This work was motivated by real data example, where both low phenotypic variables genotypic variables, single nucleotide polymorphisms (SNPs), are ...

Are Earnings Inequality and Mobility Overstated? The Impact of Non-Classical Measurement Error Measures of inequality and mobility based on self-reported earnings reflect attributes of both the joint distribution of earnings across time and the joint distribution of measurement error and earnings. While classical measurement error would increase measures of inequality and mobility there is subs...

measuring individual talent is a prerequisite of talent management. in order to do so, there are methods which have been established such as intelligence tests, general and individual tests, ratings scale and the literature of educational performance. applying these methods are effective, if measurement error is low and validity is high. all current available methods are faced with issues relat...