Power analysis is a statistical method used in research design and evaluation to determine the probability of finding a statistically significant effect of a given magnitude, assuming such an effect truly exists. It quantifies the sensitivity of a study or test by considering factors such as sample size, effect size, and significance level (alpha), thereby aiding in optimal study planning and the interpretation of non-significant results.