In: Statistics and Probability
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.
| 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.