Question

In: Statistics and Probability

4) A random sample of 42 observations was made on a variable XX. The sample mean...

4) A random sample of 42 observations was made on a variable XX. The sample mean was found to be 7.37 and the sample variance was found to be 5.53.

  1. Construct a 99% confidence interval for the expected value (μμ) of XX.

  2. Interpret the confidence interval.

  3. Test the null hypothesis H0:μ=14.5H0:μ=14.5 against the alternative hypothesis H1:μ>14.5H1:μ>14.5 using a 10% significance level.

  4. State any assumptions that you needed to make in order for your answers to parts a. and c. to be valid.

Solutions

Expert Solution

  1. (3 marks) Construct a 99% confidence interval for the expected value (μμ) of XX.

The 99% confidence interval will be:

= x ± t*(√s2/n)

= 7.37 ± 2.70*(√5.53/42)

= (6.3899, 8.3501)

  1. (2 marks) Interpret the confidence interval.

We are 99% confident that the true expected value (μ) of X is between 6.3899 and 8.3501.

  1. (3 marks) Test the null hypothesis H0:μ=14.5H0:μ=14.5 against the alternative hypothesis H1:μ>14.5H1:μ>14.5 using a 10% significance level.

The test statistic, t = (x - µ)/s/√n

t = (7.37 - 14.5)/√5.53/42 = -19.65

The p-value is 1.0000.

Since the p-value (1.0000) is greater than the significance level (0.10), we fail to reject the null hypothesis.

Therefore, we cannot conclude that μ>14.5.

  1. (2 marks) State any assumptions that you needed to make in order for your answers to parts a. and c. to be valid.

The one-sample t-test has four main assumptions:

  • • The dependent variable must be continuous (interval/ratio).
  • • The observations are independent of one another.
  • • The dependent variable should be approximately normally distributed.
  • • The dependent variable should not contain any outliers.

Please give me a thumbs-up if this helps you out. Thank you!


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