I will discuss the performance of the bootstrap for simple inferential problems in moderate and high-dimension. For instance, one can ask whether the bootstrap provides valid confidence intervals for individuals parameters in linear regression when the number of predictors is not infinitely small compared to the sample size. We will see that the answer to this question is generally negative....