Question
upstudy study bank question image url

10) The Baldwin Piano Company has long argued that their method of teaching people to play the piano is superior to that of its competitors. To estimate any difference in the length of time required to learn the basic techniques, as the new staff analyst for Baldwin, you select 100 students who used your method and find the mean time was 159 hours with \( s=38.6 \) hours for your method. In a sample of 120 students using a competitor's method, the mean was 184 hours with \( s=58.6 \). a) Construct a \( 99 \% \) confidence interval for the difference in means. b) Test the hypothesis, at the \( 5 \% \) level, that the Baldwin method reduces the time needed to learn the piano.

Ask by Simpson Barber. in the United States
Feb 05,2025

Real Tutor Solution

Tutor-Verified Answer

Answer

**Part b: Hypothesis Testing** - **Null Hypothesis (\( H_0 \))**: The Baldwin method does not reduce learning time. - **Alternative Hypothesis (\( H_a \))**: The Baldwin method reduces learning time. **Test Statistic**: \( z \approx -3.785 \) **Conclusion**: Since \( z \) is less than the critical value of –1.645, we reject \( H_0 \). Therefore, at the 5% significance level, the Baldwin method significantly reduces the time needed to learn the piano. Answer: The Baldwin method reduces the learning time.

Solution

**Part b: Hypothesis Testing** To test whether the Baldwin method reduces the time needed to learn the piano at the \( 5\% \) significance level, we perform the following steps: 1. **State the Hypotheses:** - **Null Hypothesis (\( H_0 \))**: The Baldwin method does not reduce the learning time. Mathematically, \( \mu_1 - \mu_2 \geq 0 \). - **Alternative Hypothesis (\( H_a \))**: The Baldwin method reduces the learning time. Mathematically, \( \mu_1 - \mu_2 < 0 \). 2. **Calculate the Test Statistic:** - **Difference in Sample Means (\( \bar{x}_1 - \bar{x}_2 \))**: \( 159 - 184 = -25 \) hours. - **Standard Error (SE)**: As calculated in Part a, \( SE \approx 6.595 \) hours. - **Test Statistic (\( z \))**: \[ z = \frac{(\bar{x}_1 - \bar{x}_2) - 0}{SE} = \frac{-25}{6.595} \approx -3.785 \] 3. **Determine the Critical Value:** - For a one-tailed test at the \( 5\% \) significance level, the critical z-value is \( z_{0.05} = -1.645 \). 4. **Decision Rule:** - If \( z \leq -1.645 \), reject the null hypothesis. 5. **Conclusion:** - Since \( -3.785 < -1.645 \), we reject the null hypothesis. - **Interpretation**: There is sufficient evidence at the \( 5\% \) level to conclude that the Baldwin Piano Company’s method reduces the time needed to learn the basic piano techniques compared to the competitor’s method. **Summary:** - **Test Statistic**: \( z \approx -3.785 \) - **Decision**: Reject \( H_0 \) - **Conclusion**: The Baldwin method significantly reduces the learning time. Answer: Problem b Answer We perform a one-tailed test with H₀: μ₁ – μ₂ ≥ 0 versus H₁: μ₁ – μ₂ < 0. The test statistic is (–25)/6.595 ≈ –3.785, which is less than the critical value –1.645 for α = 0.05. Therefore, we reject H₀ and conclude at the 5% significance level that the Baldwin method reduces the time needed to learn the piano.

Reviewed and approved by the UpStudy tutoring team

error msg
Explain
Simplify this solution

Mind Expander

To tackle this intriguing comparison of piano teaching methods, let's dive into the numbers! For part (a), constructing a 99% confidence interval for the difference in means involves a few calculations: 1. First, calculate the difference in means: \( \bar{X}_1 - \bar{X}_2 = 159 - 184 = -25 \). 2. Now, compute the standard error (SE) of the difference: \[ SE = \sqrt{\frac{s_1^2}{n_1} + \frac{s_2^2}{n_2}} = \sqrt{\frac{38.6^2}{100} + \frac{58.6^2}{120}} \approx 9.95. \] 3. Using a z-score for a 99% confidence interval (which is approximately 2.576), the confidence interval (CI) is given by: \[ CI = (-25 - 2.576 \times 9.95, -25 + 2.576 \times 9.95). \] This simplifies to: \[ CI \approx (-44.74, -5.26). \] For part (b), testing the hypothesis that the Baldwin method reduces the learning time involves looking at the null hypothesis \( H_0: \mu_1 - \mu_2 \geq 0 \) versus the alternative \( H_a: \mu_1 - \mu_2 < 0 \): 1. We calculate the test statistic using: \[ z = \frac{(\bar{X}_1 - \bar{X}_2) - 0}{SE} = \frac{-25 - 0}{9.95} \approx -2.51. \] 2. At a significance level of 0.05 for a one-tailed test, the critical z-value is -1.645. 3. Since -2.51 is less than -1.645, we reject \( H_0 \). In conclusion, Baldwin's method demonstrates a statistically significant reduction in the time needed to learn piano compared to the competitor's method! Time to hit those high notes with confidence! 🎹✨

Related Questions

Latest Statistics Questions

Try Premium now!
Try Premium and ask Thoth AI unlimited math questions now!
Maybe later Go Premium
Study can be a real struggle
Why not UpStudy it?
Select your plan below
Premium

You can enjoy

Start now
  • Step-by-step explanations
  • 24/7 expert live tutors
  • Unlimited number of questions
  • No interruptions
  • Full access to Answer and Solution
  • Full Access to PDF Chat, UpStudy Chat, Browsing Chat
Basic

Totally free but limited

  • Limited Solution
Welcome to UpStudy!
Please sign in to continue the Thoth AI Chat journey
Continue with Email
Or continue with
By clicking “Sign in”, you agree to our Terms of Use & Privacy Policy