The importance of measurement error for parameter estimation and for t
he design of statistical studies, particularly sample surveys, is exam
ined. Beginning with a brief review of Hansen's contributions, the dis
cussion concentrates on estimation problems in which measurement error
leads to bias in the usual estimators. Distribution functions and reg
ression equations are discussed, and the implications for the design o
f surveys are presented.