Question

The following table shows the Myers-Briggs personality preference and area of study for a random sample...

The following table shows the Myers-Briggs personality preference and area of study for a random sample of 519 college students. In the table, IN refers to introvert, intuitive; EN refers to extrovert, intuitive; IS refers to introvert, sensing; and ES refers to extrovert, sensing.

Myers-Briggs
Preference
Arts & Science Business Allied Health Row Total
IN 63 9 24 96
EN 85 44 25 154
IS 52 36 27 115
ES 79 47 28 154
Column Total 279 136 104 519

Use a chi-square test to determine if Myers-Briggs preference type is independent of area of study at the 0.05 level of significance.

(a) What is the level of significance?


State the null and alternate hypotheses.

H0: Myers-Briggs type and area of study are not independent.
H1: Myers-Briggs type and area of study are not independent.

H0: Myers-Briggs type and area of study are independent.
H1: Myers-Briggs type and area of study are independent.    

H0: Myers-Briggs type and area of study are independent.
H1: Myers-Briggs type and area of study are not independent.

H0: Myers-Briggs type and area of study are not independent.
H1: Myers-Briggs type and area of study are independent.


(b) 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.)


Are all the expected frequencies greater than 5?

YesNo    


What sampling distribution will you use?

Student's t

uniform    chi-square

normal

binomial


What are the degrees of freedom?


(c) Find or estimate the P-value of the sample test statistic. (Round your answer to three decimal places.)

p-value > 0.100

0.050 < p-value < 0.100   

0.025 < p-value < 0.050

0.010 < p-value < 0.025

0.005 < p-value < 0.010

p-value < 0.005



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

Since the P-value > α, we fail to reject the null hypothesis.

Since the P-value > α, we reject the null hypothesis.    

Since the P-value ≤ α, we reject the null hypothesis.

Since the P-value ≤ α, we fail to reject the null hypothesis.


(e) Interpret your conclusion in the context of the application.

At the 5% level of significance, there is sufficient evidence to conclude that Myers-Briggs type and area of study are not independent.

At the 5% level of significance, there is insufficient evidence to conclude that Myers-Briggs type and area of study are not independent.    

Homework Answers

Answer #1

The statistical software output for this problem is:

Hence,

a) Level of significance = 0.05

Hypotheses: H0: Myers-Briggs type and area of study are independent.
H1: Myers-Briggs type and area of study are not independent.

Option C is correct.

b) Test statistic = 20.485

Yes

Chi - square

Degrees of freedom = 6

c) p-value < 0.005

d) Since the P-value ≤ α, we reject the null hypothesis.

e) At the 5% level of significance, there is sufficient evidence to conclude that Myers-Briggs type and area of study are not independent.

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