Little is known about the effects of measurement error in intra-indivi
dual covariates on inference for the nonlinear mixed effects model. We
investigate this issue for a controlled variable measurement error mo
del, and find that a major consequence may be substantial bias in esti
mates of parameters characterising intra-individual variation. Estimat
ion of population parameters may also be affected. The dramatic effect
of measurement error on estimation of intra-individual variance param
eters has implications not only in the repeated measurement context, b
ut-also in individual nonlinear regression models.