Question

In: Statistics and Probability

A survey was conducted to determine whether hours of sleep per night are independent of age....

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 38 36
6 to 6.9 58 55
7 to 7.9 79 77
8 or more 65 92

(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 independent of age.
Ha: Hours of sleep per night is not independent of age.H0: Hours of sleep per night is mutually exclusive from age.
Ha: Hours of sleep per night is not mutually exclusive from 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?

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

a)

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

Applying chi square test of independence:
Expected Ei=row total*column total/grand total 39 or younger 40 or older Total
<6 35.5200 38.4800 74
6-6.9 54.2400 58.7600 113
7-7.9 74.8800 81.1200 156
>8 75.3600 81.6400 157
total 240 260 500
chi square    χ2 =(Oi-Ei)2/Ei 39 or younger 40 or older Total
<6 0.173 0.160 0.3330
6-6.9 0.261 0.241 0.5012
7-7.9 0.227 0.209 0.4359
>8 1.424 1.315 2.7389
total 2.0847 1.9244 4.0091
test statistic X2 = 4.009
p value = 0.2605

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

b)

less than 6 hours 14.8%
6 to 6.9 hours 22.6%
7 to 7.9 hours 31.2%
8 or more hours 31.4%

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The National Sleep Foundation used a survey to determine whether hours of sleeping per night are independent of age (Newsweek, January 19, 2004). The following show the hours of sleep on weeknights for a sample of individuals age 49 and younger and for a sample of individuals age 50 and older. Hours of Sleep Age Fewer than 6 6 to 6.9 7 to 7.9 8 or more Total 49 or younger 38 56 70 76 240 50 or older 30...
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