Applying multiple tests only works if the tests are independent. When you're searching for the proverbial needle in the haystack, you probably don't have enough

Applying multiple tests only works if the tests are independent. When you're searching for the proverbial needle in the haystack, you probably don't have enough needles to let you reliably calibrate several independent tests in the first place.