Question: what is the relationship between alpha and the confidence in a confidence interval?
Answer: Fact 1: Confidence level + alpha = 1 If alpha equals 0.05, then your confidence level is 0.95. If you increase alpha, you both increase the probability of incorrectly rejecting the null hypothesis and also decrease your confidence level.