In this paper, we proposed a parametric hypothesis test of the multiplicative distortion model under exponentially distributed but unobserved random variable. The unobservable variable is distorted in fashion by an observed confounding Firstly, some new statistics are to checking exponential distribution assumption without effects. Next, several when fashion. For latter, automatically eliminate...