The data in ‘Problem 4’ show the top 30 home run totals in each League in Major League Baseball in 2018. Use Excel to perform the appropriate test to see if the American League’s top home run hitters had a higher average number of home runs than the top National League home run hitters did. Assume both data sets come from normally distributed populations.
one tailed or two:
Test statistic:
p-value:
decision:
Did AL Average more HR than NL Did:
American | National |
League | League |
48 | 38 |
43 | 37 |
40 | 36 |
39 | 36 |
39 | 35 |
38 | 35 |
38 | 34 |
37 | 34 |
32 | 34 |
32 | 34 |
31 | 33 |
30 | 32 |
30 | 30 |
29 | 29 |
27 | 28 |
27 | 26 |
27 | 26 |
27 | 26 |
27 | 25 |
27 | 25 |
27 | 25 |
26 | 24 |
25 | 24 |
25 | 24 |
25 | 24 |
24 | 23 |
24 | 23 |
24 | 23 |
24 | 23 |
24 | 23 |
Here we are going to use two sample t test because sample size is not >30. Assuming equal variance because there is no large difference in standard deviation.
In excel -> data -> data analysis -> two sample t test (assuming equal variance) -> select column and get the output below.
We use excel to test the American League’s top home run hitters had a higher average number of home runs than the top National League home run hitters did.
H0 : µ1 = µ2
H1 : µ1 > µ2
This is one tailed test because in alternative hypothesis > show one tailed test.
t-Test: Two-Sample Assuming Equal Variances |
||
Variable 1 |
Variable 2 |
|
Mean |
30.53333 |
28.96667 |
Variance |
43.70575 |
27.48161 |
Observations |
30 |
30 |
Pooled Variance |
35.59368 |
|
Hypothesized Mean Difference |
0 |
|
df |
58 |
|
t Stat |
1.017035 |
|
P(T<=t) one-tail |
0.15668 |
|
t Critical one-tail |
1.671553 |
|
P(T<=t) two-tail |
0.313361 |
|
t Critical two-tail |
2.001717 |
Test statistics: 1.017
P value for one tailed = 0.1567
Decision : Since P value = 0.1567 > 0.05 so we failed to reject null hypothesis.
Conclusion: There is no strong evidence to claim that American League’s top home run hitters had a higher average number of home runs than the top National League home run hitters did at 5% level of significance.
The data in ‘Problem 4’ show the top 30 home run totals in each League in Major League Baseball in 2018. Use Excel to perform the appropriate test to see if the American League’s top home run hitters...
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