Question

In: Statistics and Probability

2. A team of market researchers conducted a study involving 200 inhabitants of the United States...

2. A team of market researchers conducted a study involving 200 inhabitants of the United States to determine what people fear most. The gender of each person polled was noted, and then each was asked which of the following was his or her greatest fear: speaking before a group, heights, bugs/insects, financial problems, sickness/death, and other. The results of the poll are given in the table. Do the data provide sufficient evidence to indicate a relationship between gender and greatest fear? Test at the a=.05 level.

Speaking before a group

Heights

Bugs/Insects

Financial Problems

Sickness/death

Other

Male

21

10

7

23

15

21

Female

16

22

15

9

18

23

Solutions

Expert Solution

Claim: There is a relationship between gender and greatest fear.

The null and alternative hypothesis is

H0: There is NO relationship between gender and greatest fear.

H1: There is a relationship between gender and greatest fear.

Level of significance = 0.05

Test statistic is

O: Observed frequency
E: Expected frequency.
E = ( Row total*Column total) / Grand total

Speaking Heights Bugs Financial sickness other Total
Male 21 10 7 23 15 21 97
Female 16 22 15 9 18 23 103
Total 37 32 22 32 33 44 200
O E (O-E) (O-E)^2 (O-E)^2/E
21 17.945 3.055 9.333025 0.520091
10 15.52 -5.52 30.4704 1.963299
7 10.67 -3.67 13.4689 1.262315
23 15.52 7.48 55.9504 3.605052
15 16.005 -1.005 1.010025 0.063107
21 21.34 -0.34 0.1156 0.005417
16 19.055 -3.055 9.333025 0.489794
22 16.48 5.52 30.4704 1.848932
15 11.33 3.67 13.4689 1.188782
9 16.48 -7.48 55.9504 3.395049
18 16.995 1.005 1.010025 0.059431
23 22.66 0.34 0.1156 0.005102
Total 14.41

Degrees of freedom = ( Number of rows - 1 ) * ( Number of column - 1) = ( 2 - 1) * (6 - 1) = 1 * 5 = 5

Critical value = 11.070

Test statistic > critical value we reject null hypothesis.

Conclusion:

There is a relationship between gender and greatest fear.


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