The Department of Education would like to test the hypothesis that the average debt load of graduating students with a bachelor’s degree is equal to $15,800. A random sample of 35 students had an average debt load of $17,000. It is believed that the population standard deviation for student debt load is $4,320. The α is set to 0.05. The p-value for this hypothesis test would be __________.
Question
The Department of Education would like to test the hypothesis that the average debt load of graduating students with a bachelor’s degree is equal to 17,000. It is believed that the population standard deviation for student debt load is $4,320. The α is set to 0.05. The p-value for this hypothesis test would be __________.
Solution
To find the p-value for this hypothesis test, we first need to calculate the test statistic. This is a one-sample z-test, because we're comparing a sample mean to a population mean, and we know the population standard deviation.
Step 1: State the null and alternative hypotheses. The null hypothesis (H0) is that the average debt load of graduating students with a bachelor’s degree is equal to 15,800.
Step 2: Calculate the test statistic. The formula for the z-score is:
Z = (X̄ - μ) / (σ/√n)
where: X̄ = sample mean = 15,800 σ = population standard deviation = $4,320 n = sample size = 35
Substituting the values into the formula, we get:
Z = (15,800) / ($4,320/√35) ≈ 1.63
Step 3: Find the p-value. The p-value is the probability that you would observe a more extreme test statistic in the direction of the alternative hypothesis if the null hypothesis were true. Since this is a two-tailed test (because the alternative hypothesis is that the average debt load is not equal to $15,800), we need to find the two-tailed p-value.
Looking up the z-score of 1.63 in a standard normal (Z) table or using a Z to P calculator, we find that the one-tailed p-value is approximately 0.0514. Because this is a two-tailed test, we double this value to get the two-tailed p-value.
So, the p-value for this hypothesis test is approximately 0.1028.
Similar Questions
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