In: Statistics and Probability
***PLEASE TYPE ANSWERS***
Five students were tested before and after taking a class to
improve their study habits. They were given articles to read which
contained a known number of facts in each story. After the story
each student listed as many facts as he/she could recall. The
following data was recorded.
Before | 10 | 12 | 14 | 16 | 12 |
Atter | 15 | 14 | 17 | 17 | 20 |
a. | What is the alternative hypothesis? | |
b. | What is the null hypothesis? | |
c. | What is your conclusion, using á = 0.052 tail? | |
d. | What type error may you be making because of your conclusion in part c? Please show all work. | |
e. | What is the size of effect, using Cohen’s d? |
Here, we have to use paired t test.
The null and alternative hypotheses for this test are given as below:
What is the null hypothesis?
Null hypothesis: H0: There is no improvement in study habits after taking a class.
What is the null hypothesis?
Alternative hypothesis: Ha: There is an improvement in study habits after taking a class.
H0: µd = 0 versus Ha: µd > 0
This is a right tailed test.
Test statistic for paired t test is given as below:
t = (Dbar - µd)/[Sd/sqrt(n)]
From given data, we have
Dbar = 3.8
Sd = 2.7749
n = 5
df = n – 1 = 4
α = 0.052
t = (Dbar - µd)/[Sd/sqrt(n)]
t = (3.80 - 0)/[ 2.7749/sqrt(5)]
t = 3.0621
The p-value by using t-table is given as below:
P-value = 0.0188
P-value < α = 0.052
So, we reject the null hypothesis
What is your conclusion, using á = 0.052 tail?
There is sufficient evidence to conclude that there is an improvement in study habits after taking a class.
What type error may you be making because of your conclusion in part c?
Answer: Type I error
What is the size of effect, using Cohen’s d?
d = Dbar/Sd
Dbar = 3.8
Sd = 2.7749
d = 3.8/2.7749
d = 1.369419