Question

In: Math

A sample of 150 individuals (males and females) was surveyed, and the individuals were asked to...

A sample of 150 individuals (males and females) was surveyed, and the individuals were asked to indicate their yearly incomes. Their incomes were categorized as follows.

Category 1

$20,000

up to

$40,000

Category 2

$40,000

up to

$60,000

Category 3

$60,000

up to

$80,000

Income Category

Male

Female

Category 1

10

30

Category 2

35

15

Category 3

15

45

We want to determine if yearly income is independent of gender.

a. Compute the test statistic.

b. Using the p-value approach, test to determine if yearly income is independent of gender. Use α = .05. Briefly discuss.

Solutions

Expert Solution

(a)

H0: Null Hypothesis: Yearly income is independent of gender

HA: Alternative Hypothesis: Yearly income is dependent on gendr.

Observed Frquencies:

Male Female Total
Category 1 10 30 40
Category 2 35 15 50
Categoty 3 15 45 60
Total 60 90 150

Assuming H0, The Expected Frequencies are calculated as follows:

Expected Frquencies:

Male Female Total
Category 1 60X40150=16 24 40
Category 2 20 30 50
Categoty 3 24 36 60
Total 60 90 150

From the aboveTables, Table is formed as follows:

O E (O - E)2/E
10 16 2.25
30 24 1.50
35 20 11.25
15 30 7.50
15 24 3.38
45 36 2.25
Total== 28.125

So

Test statistic is:

28.125

(b)

ndf = (r - 1) X (c - 1) = (3 - 1) X (2- 1) = 2

By Technology, p-value is less than 0.00001. Since p-value is less than , the difference is significant. Reject null hypothesis. The do not support the claim that yearly icome is independent of gender.


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