On the topic of matched experiments, these, too, must be rigorous, planned in advance, and carefully designed to minimize selection bias. The hallmark of science is organized, disciplined inquiry that gives the null hypothesis every consideration. After the fact and pre-post experiments, for example, rarely meet this standard, but are all too common in program evaluations.