Math Problem Statement
One study claimed that 88% of college students identify themselves as procrastinators. A professor believes that the claim regarding college students is too high. The professor conducts a simple random sample of 272 college students and finds that 231 of them identify themselves as procrastinators. Does this evidence support the professor’s claim that fewer than 88% of college students are procrastinators? Use a 0.02 level of significance. Step 2 of 3 : Compute the value of the test statistic. Round your answer to two decimal places.
Solution
This is a hypothesis test for a population proportion. Here's the step-by-step process to compute the test statistic.
Step 1: Identify the null and alternative hypotheses
The null hypothesis () and alternative hypothesis () are:
- : (the population proportion of procrastinators is 88%)
- : (the professor believes the proportion is less than 88%)
Step 2: Calculate the test statistic
The test statistic for a population proportion is calculated using the formula:
where:
- = sample proportion
- = population proportion under the null hypothesis (0.88)
- = sample size (272)
First, calculate the sample proportion :
Now, plug in the values into the formula:
Test Statistic:
The value of the test statistic is approximately -1.56.
Would you like details on how to interpret this result?
Here are 5 related questions:
- What are the critical values for a 0.02 significance level in a one-tailed test?
- How do we compute the p-value based on the z-statistic?
- What is the conclusion based on the test statistic?
- How does sample size affect the accuracy of the test?
- Can the test be applied to other proportions, like students in different majors?
Tip: When performing hypothesis tests, always check assumptions like sample size and the normality of the sampling distribution!
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
Population Proportion
Z-Statistic
Formulas
Test statistic for population proportion: z = (p̂ - p₀) / √[p₀(1 - p₀) / n]
Theorems
Central Limit Theorem
Suitable Grade Level
College level
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