In the realm of statistical analysis, a false positive can have significant consequences. A false positive occurs when we reject the null hypothesis when it is actually true. This means detecting a relationship or effect that doesn't exist. Therefore, false positives can lead to wasted resources, inaccurate decisions, and even harmful outcomes. It