Question

In: Statistics and Probability

Social networking is becoming more and more popular around the world. Pew Research Center used a...

Social networking is becoming more and more popular around the world. Pew Research Center used a survey of adults in several countries to determine the percentage of adults who use social networking sites (USA Today, February 8, 2012). Assume that the results for surveys in Great Britain, Israel, Russia, and United States are as follows

use social network? UK Israel Russia USA
Yes 344 265 301 500
No 456 235 399 500

a. State the null and alternative hypotheses and conduct a test to determine whether the proportion of adults using social networking sites is equal for all four countries. What is the degrees of freedom? What is the p‐value? Using a 5% level of significance, what is your conclusion?

b. What are the sample proportions for each of the four countries? Which country has the largest proportion of adults using social networking sites? Using a 5% level of significance, conduct multiple comparison tests among the four countries. What is your conclusion? What is the degrees of freedom?

Solutions

Expert Solution

(a) The hypothesis being tested is:

H0: The proportion of adults using social networking sites is equal for all four countries

Ha: The proportion of adults using social networking sites is not equal for all four countries

UK   Israel   Russia   USA   Total  
Yes Observed   344 265 301 500 1410
Expected   376.00 235.00 329.00 470.00 1410.00
O - E   -32.00 30.00 -28.00 30.00 0.00
(O - E)² / E   2.72 3.83 2.38 1.91 10.85
No Observed   456 235 399 500 1590
Expected   424.00 265.00 371.00 530.00 1590.00
O - E   32.00 -30.00 28.00 -30.00 0.00
(O - E)² / E   2.42 3.40 2.11 1.70 9.62
Total Observed   800 500 700 1000 3000
Expected   800.00 500.00 700.00 1000.00 3000.00
O - E   0.00 0.00 0.00 0.00 0.00
(O - E)² / E   5.14 7.23 4.50 3.61 20.47
20.47 chi-square
3 df
.0001 p-value

The p‐value is 0.0001.

The degrees of freedom is 3.

Since the p-value (0.0001) is less than the significance level (0.05), we can reject the null hypothesis.

Therefore, we can conclude that the proportion of adults using social networking sites is not equal for all four countries.

(b) The sample proportions are:

UK   Israel   Russia   USA   Total  
Yes Observed   344 265 301 500 1410
% of total   0.11 0.09 0.10 0.17 0.47
No Observed   456 235 399 500 1590
% of total   0.15 0.08 0.13 0.17 0.53
Total Observed   800 500 700 1000 3000
% of total   0.27 0.17 0.23 0.33 1.00

The USA has the largest proportion of adults using social networking sites.

The degrees of freedom is 3.

There is a significant difference between the USA and Isreal.

There is a significant difference between the UK and Isreal.


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