power analysis

Power analysis is a statistical method used to determine the likelihood that a study will detect a real effect or difference if one truly exists. It helps researchers plan studies by estimating the necessary sample size to achieve a desired level of confidence, thereby reducing the risk of missing meaningful findings (a false negative). Essentially, it ensures the study is adequately equipped to identify true effects without being excessively large or resource-intensive, balancing accuracy and efficiency in research design.