Question

In: Statistics and Probability

Is HDTV ownership related to quantity of purchases of other electronics? A Best Buy retail outlet...

Is HDTV ownership related to quantity of purchases of other electronics? A Best Buy retail outlet collected the following data for a random sample of its recent customers. At α = 0.10, is the frequency of in-store purchases independent of the number of large-screen HDTVs owned (defined as 50 inches or more)?

In-Store Purchases Last Month
HDTVs Owned None One More Than One Row Total
None 12 13 14 39
One 17 33 30 80
Two or More 18 45 65 128
Col Total 47 91 109 247



(b) Calculate the chi-square test statistic, degrees of freedom, and the p-value. (Round your test statistic value to 2 decimal places and the p-value to 4 decimal places.)

Test statistic
d.f.
p-value


(c) Find the critical value for chi-Square. Refer to the chi-square Appendix E table. (Round your answer to 2 decimal places.)

Critical value            

2)

Oxnard Kortholt, Ltd., employs 50 workers. Research question: At α = .05, do Oxnard employees differ significantly from the national percent distribution?

Health Care Visits National Percentage Oxnard Employees Frequency
No visits 15.6 3
1–3 visits 43.9 19
4–9 visits 25.1 13
10 or more visits 15.4 15
Total 100.0 50



)
Calculate the chi-square test statistic, degrees of freedom and the p-value. (Round your test statistic value to 3 decimal places and the p-value to 4 decimal places.)

Test statistic
d.f.
p-value


Solutions

Expert Solution

Question 1

Solution:

Here, we have to use chi square test for independence of two categorical variables.

Null hypothesis: H0: The frequency of in-store purchases independent of the number of large-screen HDTVs owned.

Alternative hypothesis: Ha: The frequency of in-store purchases dependent of the number of large-screen HDTVs owned.

We are given level of significance = α = 0.10

Test statistic formula is given as below:

Chi square = ∑[(O – E)^2/E]

Where, O is observed frequencies and E is expected frequencies.

E = row total * column total / Grand total

We are given

Number of rows = r = 3

Number of columns = c = 3

Degrees of freedom = df = (r – 1)*(c – 1) = 2*2 = 4

d.f. = 4

α = 0.10

Critical value = 7.78

(by using Chi square table or excel)

Calculation tables for test statistic are given as below:

Observed Frequencies

In-store purchase

HDTV's owned

None

One

> One

Total

None

12

13

14

39

One

17

33

30

80

Two or more

18

45

65

128

Total

47

91

109

247

Expected Frequencies

In-store purchase

HDTV's owned

None

One

> One

Total

None

7.421053

14.36842

17.21053

39

One

15.22267

29.47368

35.30364

80

Two or more

24.35628

47.15789

56.48583

128

Total

47

91

109

247

Calculations

(O - E)

4.578947

-1.36842

-3.21053

1.777328

3.526316

-5.30364

-6.35628

-2.15789

8.51417

(O - E)^2/E

2.825308

0.130326

0.598906

0.207512

0.421898

0.796763

1.658802

0.098743

1.28335

Test Statistic = Chi square = ∑[(O – E)^2/E] = 8.021608

χ2 test statistic = 8.02

P-value = 0.0908

(By using Chi square table or excel)

P-value < α = 0.10

So, we reject the null hypothesis

There is not sufficient evidence to conclude that the frequency of in-store purchases independent of the number of large-screen HDTVs owned.

Question 2

Solution:

Here, we have to use chi square test for goodness of fit.

Null hypothesis: H0: The Oxnard employees do not differ significantly from the national percent distribution.

Alternative hypothesis: Ha: The Oxnard employees differ significantly from the national percent distribution.

We are given level of significance = α = 0.05

Test statistic formula is given as below:

Chi square = ∑[(O – E)^2/E]

Where, O is observed frequencies and E is expected frequencies.

α = 0.05

Critical value = 7.814727764

(by using Chi square table or excel)

Calculation tables for test statistic are given as below:

Visits

Proportion

O

E

(O - E)^2/E

No visits

0.156

3

7.8

2.953846154

1 to 3

0.439

19

21.95

0.396469248

4 to 9

0.251

13

12.55

0.016135458

10 or more

0.154

15

7.7

6.920779221

Total

1

50

50

10.28723008

Test Statistic = Chi square = ∑[(O – E)^2/E] = 10.28723008

χ2 test statistic = 10.287

We are given

N = 4

Degrees of freedom = df = N – 1 = 3

d.f. = 3

P-value = 0.0163

(By using Chi square table or excel)

P-value < α = 0.05

So, we reject the null hypothesis

There is sufficient evidence to conclude that The Oxnard employees differ significantly from the national percent distribution.


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