A power analysis is a statistical calculation performed during the design phase of a study to determine the exact number of participants needed to reliably detect a specific expected effect. Because the likelihood of finding a statistically significant relationship between variables depends heavily on both the size of the sample and the number of experimental conditions, researchers conduct this analysis to ensure their study has sufficient statistical power to test their hypothesis effectively.