The accompanying data on degree of spirituality for a sample of natural scientists and a sample of social scientists working at research universities appeared in a paper. Assume that it is reasonable to regard these two samples as representative of natural and social scientists at research universities. Is there evidence that the spirituality category proportions are not the same for natural and social scientists? Test the relevant hypotheses using a significance level of 0.01.
Degree of Spirituality | ||||
---|---|---|---|---|
Very | Moderate | Slightly | Not at All | |
Natural Scientists | 55 | 161 | 196 | 215 |
Social Scientists | 57 | 227 | 246 | 244 |
State the null and alternative hypotheses.
H0: The spirituality category for natural
scientists and social scientists are independent.
Ha: The spirituality category for
natural scientists and social scientists are not
independent.H0: The spirituality category
proportions are the same for natural scientists and social
scientists.
Ha: The spirituality category
proportions are not all the same for natural scientists and social
scientists. H0:
The spirituality category for natural scientists and social
scientists are not independent.
Ha: The spirituality category for
natural scientists and social scientists are
independent.H0: The spirituality category
proportions are not all the same for natural scientists and social
scientists.
Ha: The spirituality category
proportions are the same for natural scientists and social
scientists.
Calculate the test statistic. (Round your answer to two decimal
places.)
χ2 =
What is the P-value for the test? (Round your answer to
four decimal places.)
P-value =
What can you conclude?
Reject H0. There is convincing evidence to conclude that there is an association between natural scientists and social scientists.Do not reject H0. There is not enough evidence to conclude that the spirituality category proportions are not all the same for natural scientists and social scientists. Do not reject H0. There is not enough evidence to conclude that there is an association between natural scientists and social scientists.Reject H0. There is convincing evidence to conclude that the spirituality category proportions are not all the same for natural scientists and social scientists.
The statistical software output for this problem is :
H0: The spirituality category for natural
scientists and social scientists are independent.
Ha: The spirituality category for
natural scientists and social scientists are not independent.
χ2 = 3.36
P-value = 0.3388
Do not reject H0. There is not enough evidence to conclude that there is an association between natural scientists and social scientists.
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