A noninferiority margin based on the treatment effect of antibacterial drugs is required for noninferiority studies of community-acquired pneumonia. A quantitative estimate of treatment effect is generally determined from placebo-controlled trials, but, since the mid-to-late 1930s, no studies have compared outcomes for patients who received placebo (or no specific therapy) with those for patients who received an antibacterial drug for treatment of community-acquired pneumonia. In this article, early controlled studies, as well as observational data, are reviewed, and the beneficial effect of antibacterial drugs on mortality rates among patients with pneumococcal pneumonia is demonstrated. However, because these data were obtained in the early 20th century, several important factors have changed, including patient populations, the etiological agents of pneumonia, and medical standards of care. Thus, the applicability of these studies to the determination of a noninferiority margin for contemporary trials for community-acquired pneumonia remains in question.