Question

In: Statistics and Probability

During the first few weeks of the new television season, the evening news audience proportions were...

During the first few weeks of the new television season, the evening news audience proportions were recorded as: ABC = 31 5, CBS = 34%, NBC = 35%. A sample of 600 homes yielded the following viewing audience data. Channel Number of Homes ABC 150 CBS 200 NBC 250 We want to determine whether or not there has been a significant change in the percentage of viewing audience of the three networks. Conduct the appropriate hypothesis test at an alpha level of .01.

Solutions

Expert Solution

Solution:

Given: During the first few weeks of the new television season, the evening news audience proportions were recorded as:

ABC = 31%,

CBS = 34%,

NBC = 35%.

Sample size = N =600

Channel Number of Homes

ABC      : 150

CBS      : 200

NBC    : 250

We have to test whether or not there has been a significant change in the percentage of viewing audience of the three networks.

Level of significance = 0.01

Step 1) State H0 and H1:

H0: there has not been a significant change in the percentage of viewing audience of the three networks.

Vs

H1: there has been a significant change in the percentage of viewing audience of the three networks.

Step 2) Find test statistic:

We use Chi-square test statistic:

Where

Oi = Observed Counts

Ei =Expected Counts

Thus we need to make following table:

Channel Oi Expected Proportions Ei Oi2/Ei
ABC 150 31% 186 120.968
CBS 200 34% 204 196.078
NBC 250 35% 210 297.619
N =600

To get Ei, we multiply each Expected Proportions by N =600.

Thus we get:

Step 3) Find Chi-square critical value:

df = k - 1 = 3 - 1 = 2

Level of significance = 0.01

Chi-square critical value = 9.210

Step 4) Decision Rule:

Reject H0, if Chi-square test statistic value > Chi-square critical value = 9.210, otherwise we fail to reject H0.

Since Chi-square test statistic value = > Chi-square critical value = 9.210, we reject H0.

Step 5) Conclusion:

Since we have rejected H0, there has been a significant change in the percentage of viewing audience of the three networks


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