Definition of Measurement Error:
The data used in an econometric problem may have been measured with some
error, and if so this violates a basic condition of the abstract
environment in which OLS is validly derived. This turns out not to be
seriously problematic if the dependent variable is affected by an
iid
mean-zero measurement error, but if the regressors have been measured with a
mean-zero iid error the estimates can be biased. There are standard
approaches to this problem, notably the use of
instrumental variables.
Paraphrasing from Schennach, 2000, p 1: In a linear econometric
specification, a measurement error on the regressors can be viewed as a
particular type of endogeneity problem causing the disturbance to be
correlated with the regressors, which is precisely the problem addressed by
standard IV techniques.
(Econterms)
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