Question

In: Statistics and Probability

2. Use the Chi-Square test procedure to solve the following research question: A psychologist seeks to...

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)

Solutions

Expert Solution

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.


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