Question

In: Statistics and Probability

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 option

 

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 37 35
6 to 6.9 61 58
7 to 7.9 77 75
8 or more 65 92

(a)

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

(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?

Solutions

Expert Solution

a)

Ho: hours of sleep are independent of age

Ha: hours of sleep are dependent of age

Applying chi square test of independence:
Expected Ei=row total*column total/grand total <39 >40 Total
<6 34.5600 37.4400 72
6-6.9 57.1200 61.8800 119
7-7.9 72.9600 79.0400 152
>8 75.3600 81.6400 157
total 240 260 500
chi square    χ2 =(Oi-Ei)2/Ei <39 >40 Total
<6 0.172 0.159 0.3313
6-6.9 0.264 0.243 0.5068
7-7.9 0.224 0.206 0.4302
>8 1.424 1.315 2.7389
total 2.0838 1.9235 4.0072
test statistic X2 = 4.007
p value = 0.2607

since p value >0.05 , we fail to reject the null hypothesis.

b)

less than 6 hours=(72/500)*100= 14.4%
6 to 6.9 hours=(119/500)*100= 23.8%
7 to 7.9 hours=(152/500)*100= 30.4%
8 or more hours=(157/500)*100= 31.4%

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