Math Problem Statement

In each part, we have given the significance level and the P-value for a hypothesis test. For each case determine if the null hypothesis should be rejected. Write "reject" or "do not reject" (without quotations). Double check that you have typed your answers correctly (no spelling errors) BEFORE you submit. In order to allow you more than one attempt at this problem, the problem will not tell you which part(s) are correct if you do not get all parts correct.

(a)  α=0.06,P=0.06α=0.06,P=0.06 answer:

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(b)  α=0.07,P=0.06α=0.07,P=0.06 answer:

(c)  α=0.01,P=0.06α=0.01,P=0.06 answer

Solution

For hypothesis testing, the decision rule is based on comparing the P-value to the significance level α\alpha:

  • If PαP \leq \alpha, reject the null hypothesis.
  • If P>αP > \alpha, do not reject the null hypothesis.

Now, let's apply this to each part:

(a) α=0.06,P=0.06\alpha = 0.06, P = 0.06

  • Since P=αP = \alpha, we reject the null hypothesis.
  • Answer: reject

(b) α=0.07,P=0.06\alpha = 0.07, P = 0.06

  • Since P<αP < \alpha, we reject the null hypothesis.
  • Answer: reject

(c) α=0.01,P=0.06\alpha = 0.01, P = 0.06

  • Since P>αP > \alpha, we do not reject the null hypothesis.
  • Answer: do not reject

Would you like any further clarification on this problem or its concepts?

Relative Questions:

  1. What is the interpretation of a P-value in hypothesis testing?
  2. How is the significance level α\alpha chosen in practice?
  3. What happens when P=αP = \alpha in a hypothesis test?
  4. Can you explain the consequences of rejecting the null hypothesis when it is actually true?
  5. How does increasing α\alpha affect the likelihood of rejecting the null hypothesis?

Tip: The significance level α\alpha is a threshold for how much risk of a Type I error (false positive) you are willing to accept when rejecting the null hypothesis.

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Math Problem Analysis

Mathematical Concepts

Hypothesis Testing
Significance Level
P-Value Comparison

Formulas

If P ≤ α, reject the null hypothesis
If P > α, do not reject the null hypothesis

Theorems

Decision Rule for Hypothesis Testing

Suitable Grade Level

Undergraduate