In: Statistics and Probability
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?
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