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)
1 521 480
2 586 535
3 604 553
4 573 537
5 516 480
6 554 513
7 546 495
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 right-tailed test.

This is a left-tailed test.   

This is a two-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 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.

Solutions

Expert Solution

Summary statistics:
Variable Observations Obs. with missing data Obs. without missing data Minimum Maximum Mean Std. deviation
Math SAT Scores (x1) 8 0 8 516.000 607.000 563.375 35.026
Math SAT Scores (x2) 11 0 11 480.000 557.000 523.000 31.509
t-test for two independent samples / Upper-tailed test:
95% confidence interval on the difference between the means:
[ 13.698, +Inf [
Difference 40.375
t (Observed value) 2.633
t (Critical value) 1.740
DF 17
p-value (one-tailed) 0.009
alpha 0.05
Test interpretation:
H0: The difference between the means is equal to 0.
Ha: The difference between the means is greater than 0.
As the computed p-value is lower than the significance level alpha=0.05, one should reject the null hypothesis H0, and accept the alternative hypothesis Ha.

(a) The claim is that the difference in population means is positive (μ1μ2 > 0). What type of test is this?

This is a right-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 =2.63

(d) What is the conclusion regarding the null hypothesis?

reject H0

(e) We have proven that students who study music in high school have a higher average Math SAT score than those who do not.


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