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.
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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! 🎹✨