Questions: Select the appropriate word or phrase to complete the sentence.
If we decrease the value of the significance level α, we (Choose one) τ the probability of a Type I error.
Transcript text: Select the appropriate word or phrase to complete the sentence.
If we decrease the value of the significance level $\alpha$, we (Choose one) $\tau$ the probability of a Type I error.
Solution
Solution Steps
Step 1: Understanding the significance level and Type I error
The significance level, denoted by \(\alpha\), is the probability of rejecting the null hypothesis when it is actually true. This is also known as a Type I error. A Type I error occurs when we incorrectly conclude that there is an effect or difference when there is none.
Step 2: Analyzing the relationship between \(\alpha\) and Type I error
If we decrease the value of \(\alpha\), we are reducing the threshold for rejecting the null hypothesis. This means that we are less likely to reject the null hypothesis when it is true, thereby decreasing the probability of a Type I error.
Step 3: Completing the sentence
The sentence states: "If we decrease the value of the significance level \(\alpha\), we (Choose one) \(\tau\) the probability of a Type I error." Based on the analysis, the appropriate word to complete the sentence is "decrease."