In the realm of statistical analysis, a incorrect conclusion can have significant consequences. A false positive occurs when we reject the null hypothesis despite it is actually true. This means identifying a relationship or effect that doesn't exist. As a result, false positives can result in wasted resources, misguided decisions, and even harmful