In: Statistics and Probability
Dan has heard that assisting victims of natural disasters
increases feelings of moral purpose in college students. He
completes a diary study where students are asked to record thoughts
about their moral worth each day, and he counts the number of
statements each person makes about moral purpose. The data meet all
of his assumptions and he uses α = 0.05.
Non-Assisting
Disaster Assisting
1
4
2
3
3
5
2
4
3
3
4
5
Mean=2.5
Mean=4
S2=1.1
S2=0.8
IF THESE DATA WERE COLLECTED FROM TWO DIFFERENT GROUPS OF
PEOPLE,
Provide the null and alternative hypotheses for the appropriate
test in symbols and in words.
Set up the criteria for making a decision. That is, find the
critical value(s).
Summarize the data into the appropriate test statistic
State your conclusion. Did you reject or fail to reject the null
hypothesis? What does this indicate in terms of your original
research question?
What are some confounding variables in this study?
IF THESE DATA WERE COLLECTED FROM THE SAME PEOPLE TESTED
TWICE,
Provide the null and alternative hypotheses for the appropriate
test in symbols and in words.
Set up the criteria for making the decision (that is, find the
rejection region)
Test the new hypothesis and state your conclusions clearly.
What are some potential confounding variables in this
study?
Non-Assisting 1 2 3 2 3 4 |
Disaster Assisting 4 3 5 4 3 5 |
Mean=2.5
Mean=4
S1=1.1
S2=0.8
1.COLLECTED FROM TWO DIFFERENT GROUPS:
Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho:μ1 = μ2 or natural disasters does not increase feelings of moral purpose in college students.
Ha: μ1 ≠ μ2 or natural disasters increases feelings of moral purpose in college students
This corresponds to a two-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=10. In fact, the degrees of freedom are computed as follows, assuming that the population variances are equal:
Hence, it is found that the critical value for this two-tailed test is tc=2.228, for α=0.05 and df=10.
The rejection region for this two-tailed test is ={t:∣t∣>2.228}.
(3) Test Statistics
The provided sample means are shown below:
Also, the provided sample standard deviations are:
s1=1.1 , s2=0.8
and the sample sizes are n1=6 and n2=6
Since it is assumed that the population variances are equal, the t-statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that ∣t∣=2.701>tc=2.228, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0.0223, and since p=0.0223<0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population mean μ1 is different than μ2, at the 0.05 significance level.
since, we rejected null hypothesis, hence, natural disasters increases feelings of moral purpose in college students
2.COLLECTED FROM TWO SAME GROUPS:
Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho: μD = 0 or natural disasters does not increase feelings of moral purpose in college students.
Ha: μD ≠ 0 or natural disasters increases feelings of moral purpose in college students
(2) Rejection Region
Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=5
Hence, it is found that the critical value for this two-tailed test istc=2.571, for α=0.05and df=5
The rejection region for this two-tailed test is R={t:∣t∣>2.571}.
(3) Test Statistics
Sample 1 | Sample 2 | Difference = Sample 1 - Sample 2 | |
1 | 4 | -3 | |
2 | 3 | -1 | |
3 | 5 | -2 | |
2 | 4 | -2 | |
3 | 3 | 0 | |
4 | 5 | -1 | |
Average | 2.5 | 4 | -1.5 |
St. Dev. | 1.049 | 0.894 | 1.049 |
n | 6 | 6 | 6 |
From the sample data, it is found that the corresponding sample means are:
,
Also, the provided sample standard deviations are:
s1=1.1, s2=0.8
and the sample size is n = 6. For the score differences we have
sD=1.049
(3) Test Statistics
The t-statistic is computed as shown in the following formula:
(4) Decision about the null hypothesis
Since it is observed that ∣t∣=3.503>tc=2.571, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0.0172, and since p=0.0172<0.05, it is concluded that the null hypothesis is rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population mean μ1 is different than μ2, at the 0.05 significance level.
since, we rejected null hypothesis, hence, natural disasters increases feelings of moral purpose in college students.
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