Traditional clinical trials are rigid in that any accumulating data is not used to improve the design of the trial. Moreover, the wealth of additional data, for example from other studies, is often not used. Using adaptive and Bayesian methods we work on methods to improve the efficiency of clinical trials. Our main focus is thereby dose-finding trials and studies, such as platform trials, that seek to answer multiple questions within one trial.