In: Statistics and Probability
A research project has been tracking the health and cognitive functions of the elderly population in Arizona. The table below shows the memory test scores from 10 elderly residents, tested first when they were 65 years old and again when they were 75 years old. The researcher wants to know if there is a significant decline in memory functions from age 65 to age 75 based on this sample. In other words, it is hypothesized that the memory score at age 75 is significantly lower than the memory score at age 65. So the null and alternative hypotheses should be directional. The alpha level was set at α = .05 for a one-tailed hypothesis test.
Memory score |
||
Subject |
Age 65 |
Age 75 |
1 |
62 |
60 |
2 |
95 |
88 |
3 |
55 |
56 |
4 |
90 |
89 |
5 |
98 |
90 |
6 |
73 |
75 |
7 |
73 |
70 |
8 |
71 |
75 |
9 |
82 |
80 |
10 |
66 |
62 |
d. Calculate the difference score by subtracting each “Age 65” score from the associated “Age 75” score for each subject. Fill in the column in the table below for “difference score.” (1 point total: deduct .5 for each error up to 1 point.)
Hint: The difference score is calculated as (age 75 minus age 65), so a negative number indicates a decline in memory performance, which is the researcher’s hypothesis.
Subject |
Difference score (Age 75 – Age 65) |
1 |
|
2 |
|
3 |
|
4 |
|
5 |
|
6 |
|
7 |
|
8 |
|
9 |
|
10 |
e. Calculate the mean from the sample of difference scores
f. Estimate the standard deviation of the population of difference scores
g. Calculate the standard error (standard deviation of the sampling distribution)
h. Calculate the t statistic for the sample of difference scores
i. Figure out the degree of freedom, and then determine the critical t value(s) based on the type of test and the preset alpha level.
j. Compare the t statistic with the critical t value. Is the calculated t statistic more extreme or less extreme than the critical t value? Then make a decision about the hypothesis test, stating explicitly “reject” or “fail to reject” accordingly. (2 points total: 1 for each answer)
k. Interpret the result in 1-2 sentences to answer the research question
l. Calculate the standardized effect size of this hypothesis test
Ans:
a)dependent variable is memory score.
independent variable is age.
b)As,samples are dependent,same individual is measured at different times.
c)d=Age 75-Age 65
H0: The memory score at age 75 is equal to or greater than the memory score at age 65
Ha:The memory score at age 75 is lower than the memory score at age 65
d)
Subject | Age 65 | Age 75 | d |
1 | 62 | 60 | -2 |
2 | 95 | 88 | -7 |
3 | 55 | 56 | 1 |
4 | 90 | 89 | -1 |
5 | 98 | 90 | -8 |
6 | 73 | 75 | 2 |
7 | 73 | 70 | -3 |
8 | 71 | 75 | 4 |
9 | 82 | 80 | -2 |
10 | 66 | 62 | -4 |
d-bar | -2 | ||
sd | 3.771 |
e)sample mean for difference=-2
f)sample standard deviation for d=3.771
g)standard error=3.771/sqrt(10)=1.192
h)test statistic
t=(-2-0)/(3.771/sqrt(10))
t=-1.677
i)df=10-1=9
critical t value=-1.833
Reject Ho,if t<-1.833
j)As,test statistic,t does not fall in rejection region,we fail to reject the null hypothesis.
k)There is not sufficient evidence to conclude that the memory score at age 75 is significantly lower than the memory score at age 65.
l)effect size=2/3.771=0.53