Question

In: Statistics and Probability

The following table shows the Myers-Briggs personality preferences for a random sample of 309 people in...

The following table shows the Myers-Briggs personality preferences for a random sample of 309 people in the listed professions.

Occupation Extroverted Introverted Row Total
Clergy (all denominations) 44 34 78
M.D. 50 72 122
Lawyer 62 47 109
Column Total 156 153 309

Suppose that we use the chi-square test to determine if the listed occupations and personality preferences are independent at the 0.05 level of significance. Depending on the P-value, will you reject or fail to reject the null hypothesis of independence?

Group of answer choices

Since the P-value is less than α, we fail to reject the null hypothesis that the Myers-Briggs personality preference and profession are independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are not independent.

Since the P-value is greater than α, we reject the null hypothesis that the Myers-Briggs personality preference and profession are not independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are independent.

Since the P-value is greater than α, we fail to reject the null hypothesis that the Myers-Briggs personality preference and profession are not independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are independent.

Since the P-value is less than α, we reject the null hypothesis that the Myers-Briggs personality preference and profession are independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are not independent.

Since the P-value is greater than α, we fail to reject the null hypothesis that the Myers-Briggs personality preference and profession are independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are not independent.

Solutions

Expert Solution

Chi-Square Test of independence
Observed Frequencies
0
0 E I Total
C 44 34 78
M 50 72 122
L 62 47 109
Total 156 153 309
Expected frequency of a cell = sum of row*sum of column / total sum
Expected Frequencies
E I Total
C 156*78/309=39.379 153*78/309=38.621 78
M 156*122/309=61.592 153*122/309=60.408 122
L 156*109/309=55.029 153*109/309=53.971 109
Total 156 153 309
(fo-fe)^2/fe
C 0.5423 0.5530
M 2.1818 2.2245
L 0.8830 0.9004

Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe =   7.285  
      
Level of Significance =   0.05  
Number of Rows =   3  
Number of Columns =   2  
Degrees of Freedom=(#row - 1)(#column -1) = (3- 1 ) * ( 2- 1 ) =   2  
      
p-Value =   0.0261862   [Excel function: =CHISQ.DIST.RT(χ²,df) ]
Decision:    p-value < α , Reject Ho  

Since the P-value is less than α, we reject the null hypothesis that the Myers-Briggs personality preference and profession are independent. At 0.05 level of significance, we conclude that the Myers-Briggs personality preference and profession are not independent.


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