Handling the measurement error problem by means of panel data: Moment methods applied on firm data



or non-stationarity of the latent regressor is favourable from the point of view of
identification and estimability of the coefficient vector. Briefly, there should not be
‘too much structure’ on the second order moments of the latent exogenous regres-
sors across the panel, and not ‘too little structure’ on the second order moments
of the errors and disturbances; see Bi0rn (2000, section 2.b).

The focus of this paper is on the estimation of linear, static regression equations
from balanced panel data with additive, random measurement errors in the regres-
sors by means of methods utilizing instrumental variables (IV’s). We consider a
data set with
N ( 2) individuals observed in T ( 2) periods and a relationship
between
y (observable scalar) and a (1 × K) vector ξ (latent),

(1)           yit = c+ξitβ+αi+uit,i=1,...,N; t =1,...,T,

where (yit, ξit) is the value of (y, ξ) for individual i in period t, c is a scalar constant,
β isa(K × 1) vector and αi is a zero (marginal) mean individual effect, which
we consider as random and potentially correlated with
ξit , and uit is a zero mean
disturbance, which may also contain a measurement error in
yit . We observe

(2)                   xit = ξit + vit,      i=1,...,N; t =1,...,T,

where vit is a zero mean vector of measurement errors. Hence,

(3)                     yit = c+xitβ+it,it = αi+uit -vitβ,

or in vector form,

(4) yi = eTc + Xiβ + ei∙, ei = eTαi + ui- Viβ, i = 1 ,---,N,

where yi = (yi 1,... ,yiT) 0, Xi. = (xi1,..., xT) 0, etc., and eτ is the (T × 1) vec-
tor of ones. We denote
it as a composite error/disturbance. We assume that
(
ξit ,uit , vit i) are independent across individuals [which excludes random period
specific components in (
ξit, uit, vit)], and make the following basic basic orthog-
onality assumptions
, corresponding to those in the EIV literature for standard



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