In the realm of hypotheses testing, it's crucial to appreciate the potential for flawed conclusions. A Type 1 error – often dubbed a “false alarm” – occurs when we dismiss a true null statement; essentially, concluding there *is* an effect when there isn't one. Conversely, a Type 2 false negative happens when we don't reject a false null hy