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According to one study, 50% of Americans admit to overeating sweet foods when st

ID: 3156915 • Letter: A

Question

According to one study, 50% of Americans admit to overeating sweet foods when stressed. Suppose that the 50% figure is correct and that a random sample of n = 100 Americans is selected

Does the distribution of , the sample proportion of Americans who relieve stress by overeating sweet foods, have an approximately normal distribution?   
What is the mean?   
What is the standard deviation?

What is the probability that the sample proportion, , exceeds 0.54?   

What is the probability that lies within the interval 0.39 to 0.59?   

Would it be unusual if the sample proportion were as small as 34%?

Explanation / Answer

According to one study, 50% of Americans admit to overeating sweet foods when stressed. Suppose that the 50% figure is correct and that a random sample of n = 100 Americans is selected

Does the distribution of , the sample proportion of Americans who relieve stress by overeating sweet foods, have an approximately normal distribution?   
n=100

p=0.5

np=100*0.5=50, n(1-p)=50 > 10

we can use normal approximation to this binomial distribution.

What is the mean?    p=0.5


What is the standard deviation?

Standard deviation = sqrt( 0.5*0.5/100) =0.05

What is the probability that the sample proportion, , exceeds 0.54?   

Z value for 0.54, z=(0.54-0.5)/0.05 = 0.8

P(p >0.54) = P( z >0.8) = 0.2119

What is the probability that lies within the interval 0.39 to 0.59?   

Z value for 0.39, z=(0.39-0.5)/0.05 = -2.2

Z value for 0.59, z=(0.59-0.5)/0.05 = 1.8

P( 0.39<p<0.59) = P( -2.2<z<1.8)

=P( z <1.8) –P( z <-2.2)

= 0.9641 - 0.0139

=0.9502

Would it be unusual if the sample proportion were as small as 34%?

Z value for 0.34, z=(0.34-0.5)/0.05 = -3.2

P( z < -3.2) = 0.0007 which is < 0.05

It is unusual if the sample proportion were as small as 34%.

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