In: Statistics and Probability
Math & Music: 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. Below are the Math SAT scores from 8 students who studied music through high school and 11 students who did not. Test the claim that students who study music in high school have a higher average Math SAT score than those who do not. Test this claim at the 0.05 significance level.
Studied Music | No Music | ||
count | Math SAT Scores (x1) | Math SAT Scores (x2) | |
1 | 516 | 480 | |
2 | 571 | 535 | |
3 | 594 | 553 | |
4 | 578 | 537 | |
5 | 521 | 480 | |
6 | 564 | 513 | |
7 | 541 | 495 | |
8 | 607 | 556 | |
9 | 554 | ||
10 | 493 | ||
11 | 557 | ||
x | 561.50 | 523.00 | |
s2 | 1089.43 | 992.80 | |
s | 33.01 | 31.51 | |
If you are using software, you should be able copy and paste the
data directly into your software program.
(a) The claim is that the difference in population means is positive (μ1 − μ2 > 0). What type of test is this?
This is a left-tailed test.
This is a two-tailed test.
This is a right-tailed test.
(b) Use software to calculate the test statistic or use the
formulat =
(x1 − x2) − δ | ||||||
|
where δ is the hypothesized difference in means from the null hypothesis. Round your answer to 2 decimal places.
t =
To account for hand calculations -vs- software, your answer
must be within 0.01 of the true answer.
(c) Use software to get the P-value of the test statistic.
Round to 4 decimal places.
P-value =
(d) What is the conclusion regarding the null hypothesis?
reject H0
fail to reject H0
(e) Choose the appropriate concluding statement.
The data supports the claim that students who study music in high school have a higher average Math SAT score than those who do not.
There is not enough data to support the claim that students who study music in high school have a higher average Math SAT score than those who do not.
We reject the claim that students who study music in high school have a higher average Math SAT score than those who do not.
We have proven that students who study music in high school have a higher average Math SAT score than those who do not.
x | y | |
516 | 480 | |
571 | 535 | |
594 | 553 | |
578 | 537 | |
521 | 480 | |
564 | 513 | |
541 | 495 | |
607 | 556 | |
554 | ||
493 | ||
557 | ||
COUNT | 8 | 11 |
0.1250 | 0.0909 | |
0.2159 | ||
TOTAL | 4492.0000 | 5753.0000 |
MEAN | 561.5000 | 523.0000 |
VARIANCE | 953.2500 | 902.5455 |
7626.0000 | ||
9928.0000 | ||
17554.0000 | ||
1032.5882 | ||
222.9452 | ||
14.9313 |
(a) we frame the Hypothesis
Since : So, it's the One Tailed ( Right Tailed ) Hypothesis Test.
(b)
= 17554
To test the we use the t - Statistic
(c) & (d)
p - value:
Case (i)
The p-value is 0.0097 at = 0.01
· If the p-value ≤ α, we reject the null hypothesis in favour of the alternative hypothesis.
If the p-value > α, we fail to reject the null hypothesis. We do not have enough evidence to support the alternative hypothesis
Since p - value < i.e 0.0097 < 0.01; So, We Reject
Case(ii)
The p-value is .0097 at = 0.05
Since p - value < i.e 0.0097 < 0.05; So, We Reject
(e) Therefore we Conclude that i.e We cconclue that
Therefore "The data supports the claim that students who study music in high school have a higher average Math SAT score than those who do not".