Question

In: Statistics and Probability

The 30 Major League Baseball teams are divided into two "leagues" of 15 teams each: the...

The 30 Major League Baseball teams are divided into two "leagues" of 15 teams each: the American League and the National League. A random sample of 55 American League players and a random sample of 55 National League players were selected. The sample mean and standard deviation of the salaries of the sampled players is shown in the table below.

League Mean salary in millions USD SD of salary in millions USD
American 5.492 4.552
National 5.544 6.075

Note: The degrees of freedom for this problem is df = 100.103603. Round all results to 4 decimal places. Remember not to round for intermediate calculations!

1. A statistically-minded baseball fan wants to use statistical inference to determine if the salaries of the players in the American League are different from the salaries of the players in the National League. Select the appropriate hypotheses for this research question.
A. ?0H0: ?1μ1 = ?2μ2 vs.  ??HA: ?1μ1 < ?2μ2
B. ?0H0: ?1μ1 = ?2μ2 vs.  ??HA: ?1≠μ1≠ ?2μ2
C. ?0H0: ?1μ1 = ?2μ2 vs.  ??HA: ?1μ1 > ?2μ2

2. Calculate the appropriate test statistic.  ? z t X^2 F  =

3. Calculate the p-value.

4. Construct a 99% confidence interval for the difference in American League and National League salaries, ?????????μAmerican - ?????????μNational. ( ,  )

Solutions

Expert Solution

1) the appropriate hypotheses for this research question is

B. ?0:μ1 = ?2 vs.  ??:μ1≠ ?2

2. using excel>addin phstat>two sample t

we have

Separate-Variances t Test for the Difference Between Two Means
(assumes unequal population variances)
Data
Hypothesized Difference 0
Level of Significance 0.01
Population 1 Sample
Sample Size 55
Sample Mean 5.492
Sample Standard Deviation 4.5520
Population 2 Sample Lower limit Upper limit
Sample Size 55 -2.739854453 2.635854453
Sample Mean 5.544
Sample Standard Deviation 6.0750
Intermediate Calculations Calculations Area
Numerator of Degrees of Freedom 1.0978 Pop. 1 Sample Variance 20.7207
Denominator of Degrees of Freedom 0.0110 Pop. 2 Sample Variance 36.9056
Total Degrees of Freedom 100.1036 Pop. 1 Sample Var./Sample Size 0.3767
Degrees of Freedom 100 Pop. 2 Sample Var./Sample Size 0.6710
Standard Error 1.0236 For one-tailed tests:
Difference in Sample Means -0.0520 T.DIST.RT value 0.4798
Separate-Variance t Test Statistic -0.0508 1-T.DIST.RT value 0.5202
Two-Tail Test
Lower Critical Value -2.6259
Upper Critical Value 2.6259
p-Value 0.9596
Do not reject the null hypothesis

3. the p-value =0.9596 the appropriate test statistic t = -0.0508

4. a 99% confidence interval for the difference in American League and National League salaries is (-2.7399 , 2.6359 )


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