It is time to stop overloading doctors with evidence and deploying fast-talking industry salespeople to manipulate them with clever marketing pitches. Instead, researchers must optimize the presentation, summarization, processing, and application of epidemiological evidence, using good visualization techniques that improve doctors’ understanding of complex statistics.