In: Statistics and Probability
There is a lot of interest in the relationship between studying music and studying math. We will look at some sample data that investigates this relationship. Here are the Math SAT scores from 9 students who studied music through high school and 10 students who did not. The degrees of freedom (d.f.) is given to save calculation time if you are not using software.
Math SAT Scores | mean | ?2s2 | ?s | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Music (x1) | 627 | 625 | 605 | 568 | 567 | 619 | 548 | 638 | 555 | 594.666666666667 | 1221.25 | 34.9463875100131 | |
No Music (x2) | 511 | 509 | 544 | 524 | 533 | 565 | 531 | 585 | 571 | 533 | 540.6 | 651.155555555545 | 25.5177498137188 |
degrees of freedom: d.f. = 15 |
Test the claim that students who study music in high school have a higher average Math SAT score than those who do not. Use a 0.01 significance level.
(a) Find the test statistic.
(b) Find the critical value.
(c) Is there sufficient data to support the claim?
Yes
No
Let be the the average Math SAT scores of high school students who study music.
Let be the the average Math SAT scores of high school students who do not study music..
Given:
For: =594.667, s1 = 34.9464, n1 = 9
For: = 540.6, s2 = 25.5177, n2 = 10
Since we are considering unequal variances, we calculate the degrees of freedom as given below.
Therefore df Rounded = 15
The Hypothesis:
H0: = : The average Math SAT scores of high school students who study music is equal to the average Math SAT scores of high school students who do not study music..
Ha: > : : The average Math SAT scores of high school students who study music is greater than the average Math SAT scores of high school students who do not study music.
This is a Right tailed test.
(a) The Test Statistic:
The p Value: The p value (Right Tail) for t = 3.82, df = 15 is; p value = 0.9992
(b) The Critical Value: The critical value (Right Tail) at = 0.01, df = 15, tcritical = +2.947
The Decision Rule: If tobserved is > tcritical, Then Reject H0.
Also If the P value is < α, Then Reject H0
The Decision: Since t observed (3.82) is > tcritical (2.947), We Reject H0.
Also since P value (0.0008) is < (0.01), We Reject H0.
(c) The Conclusion: YES, There is sufficient evidence at the 99% significance level to conclude that the average Math SAT scores of high school students who study music is greater than the average Math SAT scores of high school students who do not study music.