Question

In: Statistics and Probability

You may need to use the appropriate technology to answer this question. A survey was conducted...


You may need to use the appropriate technology to answer this question.

A survey was conducted to determine whether hours of sleep per night are independent of age. A sample of individuals was asked to indicate the number of hours of sleep per night with categorical options: fewer than 6 hours, 6 to 6.9 hours, 7 to 7.9 hours, and 8 hours or more. Later in the survey, the individuals were asked to indicate their age with categorical options: age 39 or younger and age 40 or older. Sample data follow.

Hours of Sleep Age Group
39 or younger 40 or older
Fewer than 6 36 34
6 to 6.9 60 57
7 to 7.9 77 75
8 or more 67 94

(a)

Conduct a test of independence to determine whether hours of sleep are independent of age.

State the null and alternative hypotheses.

H0: Hours of sleep per night is not independent of age.
Ha: Hours of sleep per night is independent of age.H0: The proportion of people who get 8 or more hours of sleep per night is not equal across the two age groups.
Ha: The proportion of people who get 8 or more hours of sleep per night is equal across the two age groups.    H0: Hours of sleep per night is mutually exclusive from age.
Ha: Hours of sleep per night is not mutually exclusive from age.H0: Hours of sleep per night is independent of age.
Ha: Hours of sleep per night is not independent of age.

Find the value of the test statistic. (Round your answer to three decimal places.)

What is the p-value? (Round your answer to four decimal places.)

p-value =

Using a 0.05 level of significance, what is your conclusion?

Reject H0. We cannot conclude that hours of sleep per night and age are independent.Reject H0. We conclude that hours of sleep per night and age are not independent.    Do not reject H0. We cannot conclude that hours of sleep per night and age are not independent.Do not reject H0. We conclude that hours of sleep per night and age are independent.

(b)

What is your estimate of the percentages of individuals who sleep fewer than 6 hours, 6 to 6.9 hours, 7 to 7.9 hours, and 8 hours or more per night?

Fewer than 6 % =

6 to 6.9 % =

7 to 7.9 %=

8 or more % =

Solutions

Expert Solution

Please do the comment for any doubt or clarification. Please upvote if this helps you out. Thank You!

a)

H0: Hours of sleep per night is independent of age.
Ha: Hours of sleep per night is not independent of age.

Using excel<data<megastat<chi square<contigency table

Here is the output:

39 or younger   40 or older   Total  
Fewer than 6 Observed   36 34 70
Expected   33.60 36.40 70.00
O - E   2.40 -2.40 0.00
(O - E)² / E   0.17 0.16 0.33
6 to 6.9 Observed   60 57 117
Expected   56.16 60.84 117.00
O - E   3.84 -3.84 0.00
(O - E)² / E   0.26 0.24 0.50
7 to 7.9 Observed   77 75 152
Expected   72.96 79.04 152.00
O - E   4.04 -4.04 0.00
(O - E)² / E   0.22 0.21 0.43
8 or more Observed   67 94 161
Expected   77.28 83.72 161.00
O - E   -10.28 10.28 0.00
(O - E)² / E   1.37 1.26 2.63
Total Observed   240 260 500
Expected   240.00 260.00 500.00
O - E   0.00 0.00 0.00
(O - E)² / E   2.03 1.87 3.89
3.89 chi-square
3 df
.2731 p-value

Find the value of the test statistic. (Round your answer to three decimal places.)

Test Statistic= 3.895

What is the p-value? (Round your answer to four decimal places.)

p-value = 0.2731

Using a 0.05 level of significance, what is your conclusion?

Since p value>alpha(0.05). So we do not reject h0

Do not reject H0. We cannot conclude that hours of sleep per night and age are not independent.

(b)

What is your estimate of the percentages of individuals who sleep fewer than 6 hours, 6 to 6.9 hours, 7 to 7.9 hours, and 8 hours or more per night?

Fewer than 6 hours 14
6 to 6.9 hours 23.4
7 to 7.9 hours 30.4
8 or more hours 32.2

Fewer than 6 hours=(70/500)*100=14

6 to 6.9 hours= (117/500)*100=23.4

7 to 7.9 hours=152/500*100=30.4

8 or more=161/500*100=32.2


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