Question

In: Statistics and Probability

Are you likely to purchase an item promoted by a celebrity on a social media​ site?...

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.

Solutions

Expert Solution

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

Please let me know if you have any doubts. Happy to help. Please thumbs up if you like the solution. Thanks


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