A. Alpha is the level of probability at which the null hypothesis can be rejected with confidence. B. As alpha increases, our chance of making a Type II error increases. C. Alpha is the level of probability at which the null hypothesis can be retained with confidence. D. As alpha increases, our ability to reject the null hypothesis decreases. Solution As alpha increases, our chance of making a Type II error increases..