Power analysis is a critical component in the design of clinical trials and research studies, particularly in cancer research. It helps determine the sample size required to detect an effect of a given size with a certain degree of confidence. This ensures that the study is adequately powered to detect clinically meaningful differences, reducing the risk of Type II errors, or false negatives.