investigate the validity and finite sample performance of an easy-to-implement wild bootstrap procedure. Finally, we illustrate … a multiplier bootstrap to conduct inference in a treatment model with nonparametrically estimated regressors. Our … simulations illustrate that a much easier to implement na ve wild bootstrap procedure can have good properties. In our application …

data in that period. To calculate asymptotically valid confidence intervals we use the delta method and two bootstrap …