In the realm of statistical analysis, a Type I error can have significant consequences. A false positive occurs when we accept the null hypothesis although it is actually true. This means finding a relationship or effect that truly exist. Therefore, false positives can result in wasted resources, incorrect decisions, and even harmful outcomes. It i