Question

In: Statistics and Probability

Math & Music (Raw Data, Software Required): There is a lot of interest in the relationship...

Math & Music (Raw Data, Software Required):
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)  
1 526 480
2 581 535
3 589 553
4 583 537
5 531 480
6 554 513
7 541 495
8 607 556
9 554
10 493
11 557

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 (μ1μ2 > 0). What type of test is this?

This is a two-tailed test.This is a right-tailed test.     This is a left-tailed test.


(b) Use software to calculate the test statistic. Do not 'pool' the variance. This means you do not assume equal variances.
Round your answer to 2 decimal places.

t =



(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 H0fail 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.

Solutions

Expert Solution

Studied Music ( X ) Σ ( Xi- X̅ )2 No Music ( Y ) Σ ( Yi- Y̅ )2
526 1444 480 1849
581 289 535 144
589 625 553 900
583 361 537 196
531 1089 480 1849
554 100 513 100
541 529 495 784
607 1849 556 1089
554 961
493 900
557 1156
Total 4512 6286 5753 9928

Mean X̅ = Σ Xi / n
X̅ = 4512 / 8 = 564
Sample Standard deviation SX = √ ( (Xi - X̅ )2 / n - 1 )
SX = √ ( 6286 / 8 -1 ) = 29.9666

Mean Y̅ = ΣYi / n
Y̅ = 5753 / 11 = 523
Sample Standard deviation SY = √ ( (Yi - Y̅ )2 / n - 1 )
SY = √ ( 9928 / 11 -1) = 31.5087

.This is a right-tailed test.

To Test :-

H0 :- μ1μ2 = 0

H1 :- μ1μ2 > 0

Test Statistic :-


t = 2.88


Test Criteria :-
Reject null hypothesis if t > t(α, DF)


DF = 15
t(α, DF) = t( 0.05 , 15 ) = 1.753
t > t(α, DF) = 2.8812 > 1.753
Result :- Reject Null Hypothesis


Decision based on P value
P - value = P ( t > 2.8812 ) = 0.0057
Reject null hypothesis if P value < α level of significance
P - value = 0.0057 < 0.05 ,hence we reject null hypothesis
Conclusion :- Reject null hypothesis

Part d)

reject H0

Part e)

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.


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