This paper shows that the problem of testing hypotheses in moment condition models without any assumptions about identification may be considered as a problem of testing with an infinite-dimensional nuisance parameter. We introduce a sufficient statistic for this nuisance parameter and propose...

The purpose of this paper is to receive a second order expansion of the t-statistic in AR(1) model in local to unity asymptotic approach. I show that Hansen's (1998) method for confidence set construction achieves a second order improvement in local to unity asymptotic approach compared with...

Many empirical questions concern target parameters selected through optimization. For example, researchers may be interested in the effectiveness of the best policy found in a randomized trial, or the best-performing investment strategy based on historical data. Such settings give rise to a...