Most drug efficacy studies are designed as randomized controlled trials (RCTs). In these trials, participants are randomly assigned to either the treatment group receiving the drug or the control group receiving a placebo or standard treatment. This randomization helps to eliminate bias and ensures that the outcomes are attributable to the drug itself rather than other factors.