Math Problem Statement

A paired-difference experiment consists of n = 17 pairs, d = 5.3, and sd2 = 257. Suppose you wish to detect πœ‡d > 0. (a) Give the null and alternative hypotheses for the test. H0: πœ‡d < 0 versus Ha: πœ‡d > 0 H0: πœ‡d > 0 versus Ha: πœ‡d < 0
H0: πœ‡d > 0 versus Ha: πœ‡d = 0 H0: πœ‡d β‰  0 versus Ha: πœ‡d > 0 H0: πœ‡d = 0 versus Ha: πœ‡d > 0 Correct: Your answer is correct.

(b) Conduct the test and state your conclusions. (Use 𝛼 = 0.05.)

State the test statistic. (Round your answer to three decimal places.)

Solution

Let's break this down step by step.

(a) Hypotheses

You've already correctly identified the hypotheses as:

βœ… H0: πœ‡d = 0 versus Ha: πœ‡d > 0

This is a right-tailed paired difference t-test to detect if the population mean difference is greater than zero.


(b) Conduct the Test

Given:

  • Sample size: n=17n = 17
  • Mean of the differences: d=5.3d = 5.3
  • Variance of the differences: sd2=257s_d^2 = 257
  • Significance level: Ξ±=0.05\alpha = 0.05

Step 1: Calculate the Standard Deviation

The standard deviation is the square root of the variance:

sd=257=16.0312s_d = \sqrt{257} = 16.0312


Step 2: Test Statistic Formula

The t-statistic for a paired t-test is:

t=dsd/nt = \frac{d}{s_d / \sqrt{n}}

Substitute the values:

t=5.316.0312/17t = \frac{5.3}{16.0312 / \sqrt{17}}

t=5.316.0312/4.1231t = \frac{5.3}{16.0312 / 4.1231}

t=5.33.888t = \frac{5.3}{3.888}

tβ‰ˆ1.363t \approx 1.363


Step 3: Conclusion

Now, compare the calculated t-value with the critical t-value at Ξ±=0.05\alpha = 0.05 with df=nβˆ’1=16df = n - 1 = 16.

Using a t-distribution table:

tcritical=1.746t_{critical} = 1.746

Since:

t=1.363<tcritical=1.746t = 1.363 < t_{critical} = 1.746

We fail to reject the null hypothesis.


Final Conclusion:

There is not enough evidence to conclude that the population mean difference is greater than 0 at the 0.05 significance level.


Do you want me to calculate the p-value or explain how to use technology (like Excel or TI-84) to solve this?


Related Questions:

  1. How do you find the p-value for this test?
  2. What is the confidence interval for this paired t-test?
  3. How does increasing the sample size affect the result?
  4. What if the test was two-tailed instead of one-tailed?
  5. How do you check the normality assumption in paired t-tests?

πŸ”₯ Tip:

Always check the normality assumption before performing paired t-tests, especially for small samples!

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Math Problem Analysis

Mathematical Concepts

Paired t-test
Hypothesis Testing
Statistical Inference

Formulas

t = d / (sd / √n)
sd = √sd2

Theorems

t-distribution
Paired t-test hypothesis testing

Suitable Grade Level

Grades 11-12