This article explores the nuances of statistical errors, specifically Type I and Type II errors. It compares one-tailed and two-tailed examples of calculating power and probability, shedding light on the distinction between the two types of errors. A primer on the concept of Type I and Type II errors, this article is an invaluable resource for students of AP Statistics.