In: Statistics and Probability
The International League of Triple-A minor league baseball consists of 14 teams organized into three divisions: North, South, and West. Suppose the following data show the average attendance for the 14 teams in the International League. Also shown are the teams' records; W denotes the number of games won, L denotes the number of games lost, and PCT is the proportion of games played that were won.
Team Name | Division | W | L | PCT | Attendance |
---|---|---|---|---|---|
Buffalo Bisons | North | 66 | 77 | 0.462 | 8,817 |
Lehigh Valley IronPigs | North | 55 | 89 | 0.382 | 8,472 |
Pawtucket Red Sox | North | 85 | 58 | 0.594 | 9,099 |
Rochester Red Wings | North | 74 | 70 | 0.514 | 6,911 |
Scranton-Wilkes Barre Yankees | North | 88 | 56 | 0.611 | 7,143 |
Syracuse Chiefs | North | 69 | 73 | 0.486 | 5,764 |
Charlotte Knights | South | 63 | 78 | 0.447 | 4,521 |
Durham Bulls | South | 74 | 70 | 0.514 | 6,997 |
Norfolk Tides | South | 64 | 78 | 0.451 | 6,282 |
Richmond Braves | South | 63 | 78 | 0.447 | 4,455 |
Columbus Clippers | West | 69 | 73 | 0.486 | 7,796 |
Indianapolis Indians | West | 68 | 76 | 0.472 | 8,536 |
Louisville Bats | West | 88 | 56 | 0.611 | 9,156 |
Toledo Mud Hens | West | 75 | 69 | 0.521 | 8,232 |
(a)
Use α = 0.05 to test for any difference in the mean attendance for the three divisions.
State the null and alternative hypotheses.
H0: μN = μS = μW
Ha: μN ≠ μS ≠ μWH0: Not all the population means are equal.
Ha: μN = μS = μW H0: μN ≠ μS ≠ μW
Ha: μN = μS = μWH0: μN = μS = μW
Ha: Not all the population means are equal.H0: At least two of the population means are equal.
Ha: At least two of the population means are different.
Find the value of the test statistic. (Round your answer to two decimal places.)
Find the p-value. (Round your answer to three decimal places.)
p-value =
State your conclusion.
Reject H0. There is not sufficient evidence to conclude that the mean attendance values are not equal for the three divisions.Do not reject H0. There is sufficient evidence to conclude that the mean attendance values are not equal for the three divisions. Do not reject H0. There is not sufficient evidence to conclude that the mean attendance values are not equal for the three divisions.Reject H0. There is sufficient evidence to conclude that the mean attendance values are not equal for the three divisions.
(b)
Use Fisher's LSD procedure to determine where the differences occur. Use α = 0.05.
Find the value of LSD for each pair of divisions. (Round your answers to two decimal places.)
North and SouthLSD=North and WestLSD=South and WestLSD=
Find the pairwise absolute difference between sample attendance means for each pair of divisions. (Round your answers to the nearest integer.)
xN − xS
=
xN − xW
=
xS − xW
=
Which attendance means differ significantly? (Select all that apply.)
There is a significant difference in mean attendance between the North division and the South division.There is a significant difference in mean attendance between the North division and the West division.There is a significant difference in mean attendance between the South division and the West division.There are no significant differences.
Que.a
Hypothesis:
H0: μN =
μS = μW
Ha: Not all the population means are equal
I used MINITAB software to solve this question. Go through following steps:
Step.1 Enter data in minitab as shown in screen shot.
Step.2 Go to ‘Stat’ menu ---> ‘ANOVA’ ---> ‘One way ANOVA’
Step.3 New window will-pop on screen. Refer following screen shot and enter information accordingly.
Minitab output:
Factor Information
Factor Levels Values
Factor 3 North, South, West
Analysis of Variance
Source DF Adj SS Adj MS F-Value P-Value
Factor 2 18130636 9065318 6.95 0.011
Error 11 14347949 1304359
Total 13 32478585
Fisher Pairwise Comparisons
Grouping Information Using the Fisher LSD Method and 95% Confidence
Factor N Mean Grouping
West 4 8430 A
North 6 7701 A
South 4 5564 B
Means that do not share a letter are significantly different.
Fisher Individual Tests for Differences of Means
Difference of Difference SE of Adjusted
Levels of Means Difference 95% CI T-Value P-Value
South - North -2137 737 (-3760, -515) -2.90 0.014
West - North 729 737 ( -894, 2352) 0.99 0.344
West - South 2866 808 ( 1089, 4644) 3.55 0.005
Test statistic, F = 6.95
P-value = 0.011
Reject H0. There is sufficient evidence to conclude that the mean attendance values are not equal for the three divisions.
Que.b.
Pairwise absolute difference:
Difference of Difference
Levels of Means
South - North -2137
West - North 729
West - South 2866
There is a significant difference in mean attendance between the North division and the South division.
There is a significant difference in mean attendance between the South division and the West division.