In: Statistics and Probability
2. Use the Chi-Square test procedure to solve the following research question: A psychologist seeks to examine whether certain mental health issues are more prevalent in a sample of violent criminal offenders (1,000) compared to the average population.
Observed | Expected | |
Anxiety disorder | 152 | 146 (14.6 x 1000) |
Mood disorder | 112 | 80 (8.0 x 1000) |
Personality disorder | 195 | 90 (9.0 x 1000) |
Schizophrenia | 75 | 15 (1.5 x 1000) |
None | 521 | 669 (66.9 x 1000) |
2a. Calculate and provide the chi-square statistic for this data (4 pts)
2b. State the degrees of freedom and determine if the test is significant (2 pts)
Answer2: Use the Chi-Square test procedure to solve the following research question: A psychologist seeks to examine whether certain mental health issues are more prevalent in a sample of violent criminal offenders (1,000) compared to the average population.
The hypothesis test:
Ho: The certain mental health issues are more prevalent in a sample of violent criminal offenders (1,000) compared to the average population.
Ha: The certain mental health issues are not more prevalent in a sample of violent criminal offenders (1,000) compared to the average population.
a) Test statistic χ2:
Test statistic χ2 = Σ(Observed value - Expected value)^2 / Expected value
Observed (O) | Expected (E) | (O-E)^2/E | |
Anexiet disorder | 152 | 146 | 0.2466 |
Mood disorder | 112 | 80 | 12.8 |
Personality disorder | 195 | 90 | 122.5 |
Schizophrenia | 75 | 15 | 240 |
None | 521 | 669 | 32.7414 |
Total | 1055 | 1000 | 408.288 |
Therefore,
Test statistic χ2 = 408.288
b) degree of freedom, df
df = (r-1)(c-1)
df = (5-1)(2-1)
df = 4
P-value from test statistic χ2 and df
P-value = 0.00001
Assuming significance level α = 0.05
Since P-value (0.0000) < α (0.05) significance level.
The test is significant.
Reject Ho. There is sufficient evidence to conclude that certain mental health issues are not more prevalent in a sample of violent criminal offenders (1,000) compared to the average population.