Question

In: Statistics and Probability

The following table shows the Myers-Briggs personality preferences for a random sample of 406 people in...

The following table shows the Myers-Briggs personality preferences for a random sample of 406 people in the listed professions. E refers to extroverted and I refers to introverted.

Personality Type
Occupation E I Row Total
Clergy (all denominations) 65 42 107
M.D. 63 99 162
Lawyer 58 79 137
Column Total 186 220 406

Use the chi-square test to determine if the listed occupations and personality preferences are independent at the 0.05 level of significance.

A. What is the level of significance?

B. State the null and alternate hypotheses. (from the following)

H0: Myers-Briggs preference and profession are independent
H1: Myers-Briggs preference and profession are independent.

H0: Myers-Briggs preference and profession are not independent
H1: Myers-Briggs preference and profession are not independent.    

H0: Myers-Briggs preference and profession are independent
H1: Myers-Briggs preference and profession are not independent.

H0: Myers-Briggs preference and profession are not independent
H1: Myers-Briggs preference and profession are independent.

C. Find the value of the chi-square statistic for the sample. (Round the expected frequencies to at least three decimal places. Round the test statistic to three decimal places.)

D. Are all the expected frequencies greater than 5?

E. What sampling distribution will you use?

F. What are the degrees of freedom?

G. Find or estimate the P-value of the sample test statistic.

H. Based on your answers in parts (a) to (g), will you reject or fail to reject the null hypothesis of independence?

Solutions

Expert Solution

Tabulated Statistics: C1, Worksheet columns

Rows: C1   Columns: Worksheet columns

E I All
All 65 42 107
49.02 57.98
Md 63 99 162
74.22 87.78
L 58 79 137
62.76 74.24
All 186 220 406

Cell Contents
      Count
      Expected count

Chi-Square Test

Chi-Square DF P-Value
Pearson 13.410 2 0.001

=====================

A)

===========================

B) H0: Myers-Briggs preference and profession are independent
     H1: Myers-Briggs preference and profession are not independent.

===========================

Where E is expected value of each cell

E = (column sum* Row sum)/ Total

Example - E (for first cell) = 107*186/406 =49.02

similarly for others

==============================

D)

E I All
All 65 42 107
49.02 57.98
Md 63 99 162
74.22 87.78
L 58 79 137
62.76 74.24
All 186 220 406

Yes

==========================

F) df= (no. of rows-1)*(no. of column -1) = (3-1)(2-1) = 2

========================

G) P-value = 0.001

========================

H) Reject Ho

As P-value is less than level of significance


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