In: Statistics and Probability
oes Cable Video on Demand (VOD D4+) increase add effectiveness? A recent VOD study compared general TV and VOD D4+ audiences after viewing a brand add. Data were collected on whether the viewer indicated that the add made them want to visit the brand website. The results were: Made me want to visit the brand website Made me want to visit the brand website Viewing Audience Yes No VOD D4+ 149 108 General TV 36 168 Set up the null and alternative hypothesis to try to determine whether add impact is stronger following VOD D4+ viewing than following general TV viewing. Conduct the hypothesis test defined in (1), using the 0.05 level of significance. Does the results of your test in (2) make it appropriate to claim the ad impact is stronger following VOD D4+ than following general TV viewing
ANSWER::
Ho: p1 - p2 = 0
Ha: p1 - p2 > 0
sample #1 ----->
experimental
first sample size, n1=
257
number of successes, sample 1 = x1=
149
proportion success of sample 1 , p̂1=
x1/n1= 0.5798
sample #2 -----> standard
second sample size, n2 =
204
number of successes, sample 2 = x2 =
36
proportion success of sample 1 , p̂ 2= x2/n2 =
0.176
difference in sample proportions, p̂1 - p̂2 =
0.5798 -
0.1765 = 0.4033
pooled proportion , p = (x1+x2)/(n1+n2)=
0.4013
std error ,SE = =SQRT(p*(1-p)*(1/n1+
1/n2)= 0.0460
Z-statistic = (p̂1 - p̂2)/SE = (
0.403 / 0.0460 ) =
8.7744
p-value =
0.0000 [excel function =NORMSDIST(-z)]
decision : p-value<α,Reject null hypothesis
Conclusion: There is enough evidence
to ad impact is stronger following VOD D4+ than
following general TV viewing.
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