In the realm of statistical analysis, a false positive can have serious consequences. A false positive occurs when we accept the null hypothesis when it is actually true. This means identifying a relationship or effect that truly exist. Consequently, false positives can cause wasted resources, incorrect decisions, and even negative outcomes. It is