In: Statistics and Probability
Co-browsing refers to the ability to have a contact center agent and customer jointly navigate an application on a real time basis through the web. A study of businesses indicates that 88 of 126 co-browsing organizations use skills-based routing to match the caller with the right agent, whereas 61of 180 non-co-browsing organizations use skills-based routing to match the caller with the right agent.
a. At the0.01 level of significance, is there evidence of a difference between co-browsing organizations and non-co-browsing organizations in the proportion that use skills-based routing to match the caller with the right agent? Let π1represent the proportion of co-browsing organizations, and let π2 represent the proportion of non-co-browsing organizations. What are the null and alternative hypotheses to test?
calculate the test statistic
x2stat =
What is the critical value for .01
x2 .01 =
b. The p-value =
b. An earlier Z-test for the difference between two proportions in parts (a) and (b) resulted in a test statistic of ZSTAT=6.19 against critical values of −2.33 and 2.33 with a p-value of .000. Compare the results of (b) and (c) to the results of the Z-test.
a)
null hypothesis: Ho:π1=π2
alternative hypotheses Ha:π1 ≠π2
Applying chi square test of independence: |
Observed | co-browsing | Non | Total | |
use | 88 | 61 | 149 | |
not use | 38 | 119 | 157 | |
total | 126 | 180 | 306 | |
Expected | Ei=row total*column total/grand total | co-browsing | Non | Total |
use | 61.3529 | 87.6471 | 149.00 | |
not use | 64.6471 | 92.3529 | 157.00 | |
total | 126.00 | 180.00 | 306.00 | |
chi square χ2 | =(Oi-Ei)2/Ei | co-browsing | Non | Total |
use | 11.573 | 8.101 | 19.6749 | |
not use | 10.984 | 7.6886 | 18.6723 | |
total | 22.5572 | 15.7900 | 38.347 | |
test statistic X2 = | 38.3472 |
degree of freedom(df) =(rows-1)*(columns-1)= | 1 | |
for 1 df and 0.01 level , critical value χ2= | 6.635 |
b)
from excel: p value =chidist(38.3472,1) =0.0000
b)
both distribution reject the null hypothesis since both have test statistic is in the critical region