In: Math
Last rating period, the percentages of viewers watching several
channels between 11 p.m. and 11:30 p.m. in a major TV market were
as follows:
WDUX (News) |
WWTY (News) |
WACO (Cheers Reruns) |
WTJW (News) |
Others |
13% | 24% | 22% | 16% | 25% |
Suppose that in the current rating period, a survey of 2,000
viewers gives the following frequencies:
WDUX (News) |
WWTY (News) |
WACO (Cheers Reruns) |
WTJW (News) |
Others |
326 | 500 | 551 | 323 | 300 |
(a) Show that it is appropriate to carry out a
chi-square test using these data and calculate the value of the
test statistic.
Each expected value is ≥
χ2χ2
Null hypothesis : Ho : Current rating period viewer watching frequency matches with the last rating period percentages
Alternate hypothesis: Ha : Current rating period viewer watching frequency does not match with the last rating period percentages
Chi-square goodness of fit is appropriate for testing this hypothesis
Given : Observed Frequency :O
O: Observed Frequency | |
WDUX(News) | 326 |
WWTY(News) | 500 |
WACO(Cheers Rerun | 551 |
WTJW(News) | 323 |
Others | 300 |
Total | 2000 |
Expected frequency for a given channel = Channel's last period percentage of 2000
i.e
Last rating period , Percentage | E:Expected Frequency | E | |
WDUX(News) | 13% | 13% of 2000 | 260 |
WWTY(News) | 24% | 24% of 2000 | 480 |
WACO(Cheers Rerun | 22% | 22% of 2000 | 440 |
WTJW(News) | 16% | 16% of 2000 | 320 |
Others | 25% | 25% of 2000 | 500 |
O | E | O-E | (O-E)2 | (O-E)2/E | |
WDUX(News) | 326 | 260 | 66 | 4356 | 16.75385 |
WWTY(News) | 500 | 480 | 20 | 400 | 0.833333 |
WACO(Cheers Rerun | 551 | 440 | 111 | 12321 | 28.00227 |
WTJW(News) | 323 | 320 | 3 | 9 | 0.028125 |
Others | 300 | 500 | -200 | 40000 | 80 |
Total | 125.6176 |
value of the test statistic:
Value of the test statistic = 125.6176
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Degrees of freedom = 5-1 =4
For 4 degrees of freedom =
As p-value is less than the level of significance reject the null hypothesis.
There is sufficient evidence to conclude that Current rating period viewer watching frequency does not match with the last rating period percentages