In: Statistics and Probability
Are you likely to purchase an item promoted by a celebrity on a social media site? According to a survey, 26% of social media users have made such a purchase.
A. Suppose that the survey had a sample size of N=900. Construct a 95% confidence interval estimate for the population proportion of social media users that have purchased an item promoted by a celebrity on a social media site. ( ROUND TO 4 DECIMAL )
B. Based on (a), can you claim that more than a quarter of all social media users have purchased an item promoted by a celebrity on a social media site?
C. Repeat parts (a) and (b), assuming that the survey had a sample size of N=10,000. Construct a 95% confidence interval estimate for the population proportion of social media users that have purchased an item promoted by a celebrity on a social media site. ( ROUND TO 4 DECIMAL )
D. Based on the confidence interval created using a sample size of 10,000, can you claim that more than a quarter of all social media users have purchased an item promoted by a celebrity on a social media site?
E. Discuss the effect of sample size on confidence interval estimation.
A)
n = 900, X = 0.26*900 = 234
For 95% confidence interval, Zc = 1.96
So, the confidence interval is [0.2313, 0.2887]
B)
Since 0.25 lies inside the confidence interval, we cannot say that more than a quarter of all social media users have purchased an item promoted by a celebrity on a social media site. It can be less as well
Answer is NO
C)
n = 10000
So, the confidence interval is [0.2514, 0.2686]
D)
Since the lower limit is higher than 0.25. we can now say that more than a quarter of all social media users have purchased an item promoted by a celebrity on a social media site
Answer is YES
E)
As we increase the sample size, the margin of error reduces and the width of the confidence interval decreases
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