In: Statistics and Probability
Mental Health
Response |
Normal |
Mild |
Severe Illness |
Definitely not |
90 |
43 |
34 |
Don’t think so |
5 |
18 |
8 |
Crossed my mind |
3 |
21 |
21 |
Definitely yes |
1 |
15 |
36 |
Is there evidence that an association exists between response to
the suicide question and mental-health classification?
a) What kind of chi-square test is appropriate; goodness-of-fit,
homogeneity or independence?
b) State the Hypotheses.
c) Compute the expected cell
values.
d) Calculate the test statistic
.
e) Make a sketch, give the degrees
of freedom.
f) Find the p-value and state your conclusion followed by a summary
sentence.
(a) The chi-square test of independence is appropriate here.
(b) The hypothesis being tested is:
H0: There is no association between response to the suicide question and mental-health classification
Ha: There is an association between response to the suicide question and mental-health classification
(c)
Normal | Mild Illness | Severe Illness | Total | ||
Definitely not | Observed | 90 | 43 | 34 | 167 |
Expected | 56.04 | 54.91 | 56.04 | 167.00 | |
O - E | 33.96 | -11.91 | -22.04 | 0.00 | |
(O - E)² / E | 20.57 | 2.58 | 8.67 | 31.83 | |
Don’t think so | Observed | 5 | 18 | 8 | 31 |
Expected | 10.40 | 10.19 | 10.40 | 31.00 | |
O - E | -5.40 | 7.81 | -2.40 | 0.00 | |
(O - E)² / E | 2.81 | 5.98 | 0.56 | 9.34 | |
Crossed my mind | Observed | 3 | 21 | 21 | 45 |
Expected | 15.10 | 14.80 | 15.10 | 45.00 | |
O - E | -12.10 | 6.20 | 5.90 | 0.00 | |
(O - E)² / E | 9.70 | 2.60 | 2.30 | 14.60 | |
Definitely yes | Observed | 1 | 15 | 36 | 52 |
Expected | 17.45 | 17.10 | 17.45 | 52.00 | |
O - E | -16.45 | -2.10 | 18.55 | 0.00 | |
(O - E)² / E | 15.51 | 0.26 | 19.72 | 35.48 | |
Total | Observed | 99 | 97 | 99 | 295 |
Expected | 99.00 | 97.00 | 99.00 | 295.00 | |
O - E | 0.00 | 0.00 | 0.00 | 0.00 | |
(O - E)² / E | 48.59 | 11.42 | 31.25 | 91.25 | |
91.25 | chi-square | ||||
6 | df | ||||
1.66E-17 | p-value |
(d) The test statistic is 91.25.
(e) df = 6
(f) The p-value is 0.0000.
Since the p-value (0.0000) is less than the significance level (0.05), we can reject the null hypothesis.
Therefore, we can conclude that there is an association between response to the suicide question and mental-health classification.
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