In: Math
The New Jersey Department of Public Health offers psychological support programs for substance abuse patients with depression. It is suggested that the type of depression varies by the type of substance abuse. If so, such a relationship might help the department better target treatments. They random sample 75 medically declared substance abusers with depression. (C15PROB7.SAV) (χ2 = 5.12, p=.077; V=0.26; Lambdarow= 0.11, p > .05
Substance Abuse | Clinical | Dysthymic | Manic |
Alcohol | 20 | 10 | 8 |
Drugs | 10 | 15 | 12 |
Select and justify the best test(s). The chi-square, Phi, Yates, or Lambda (or even a combination) might be best for a problem given the data and research question. Do not assume the independent is always on the row.
Provide the null and alternative hypotheses in formal and plain language for the appropriate test at the 0.05 significance level.
Do the math and reject/retain null at a=.05. State your critical value.
Explain the results in plain language.
The New Jersey Department of Public Health offers psychological support programs for substance abuse patients with depression. It is suggested that the type of depression varies by the type of substance abuse. If so, such a relationship might help the department better target treatments. They random sample 75 medically declared substance abusers with depression. (:C15PROB7.SAV) (χ2 = 5.12, p=.077; V=0.26; Lambdarow= 0.11, p > .05
Substance Abuse |
Clinical |
Dysthymic |
Manic |
Alcohol |
20 |
10 |
8 |
Drugs |
10 |
15 |
12 |
Select and justify the best test(s). The chi-square, Phi, Yates, or Lambda (or even a combination) might be best for a problem given the data and research question. Do not assume the independent is always on the row.
Since we want to test is there any association between type of depression and type of substance abuse, chi square test is appropriate.
· Provide the null and alternative hypotheses in formal and plain language for the appropriate test at the 0.05 significance level.
Ho: There is no association between type of depression and type of substance abuse
H1: There is an association between type of depression and type of substance abuse
· Do the math and reject/retain null at a=.05. State your critical value.
Chi-Square Test |
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Observed Frequencies |
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Column variable |
Calculations |
|||||||
Substance Abuse |
Clinical |
Dysthymic |
Manic |
Total |
fo-fe |
|||
Alcohol |
20 |
10 |
8 |
38 |
4.8000 |
-2.6667 |
-2.1333 |
|
Drugs |
10 |
15 |
12 |
37 |
-4.8000 |
2.6667 |
2.1333 |
|
Total |
30 |
25 |
20 |
75 |
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Expected Frequencies |
||||||||
Column variable |
||||||||
Substance Abuse |
Clinical |
Dysthymic |
Manic |
Total |
(fo-fe)^2/fe |
|||
Alcohol |
15.2 |
12.6667 |
10.1333 |
38 |
1.5158 |
0.5614 |
0.4491 |
|
Drugs |
14.8 |
12.3333 |
9.8667 |
37 |
1.5568 |
0.5766 |
0.4613 |
|
Total |
30 |
25 |
20 |
75 |
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Data |
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Level of Significance |
0.05 |
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Number of Rows |
2 |
|||||||
Number of Columns |
3 |
|||||||
Degrees of Freedom |
2 |
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Results |
||||||||
Critical Value |
5.991 |
|||||||
Chi-Square Test Statistic |
5.1209 |
|||||||
p-Value |
0.0773 |
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Do not reject the null hypothesis |
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calculated chi square = 5.1209
critical chi square at 0.05 level with 2 Df = 5.991
Since calculated chi square 5.1209 < critical value at 0.05 level, 5.991.
Ho is not rejected.
· Explain the results in plain language.
We conclude that there is no association between type of depression and type of substance abuse.