Question

In: Statistics and Probability

From research, it is known that the opinions of US parents on whether a college education is worth the expense is the following

From research, it is known that the opinions of US parents on whether a college education is worth the expense is the following: strongly agree 55%, somewhat agree 30%, neither agree nor disagree 5%, somewhat disagree 6% strongly disagree 4%. An economist claims that the distribution of the opinions of the opinions of US teenagers is different from the distribution opinions of US parents. To test the economist randomly selected 200 US teenagers and asked each whether a college education is worth the expense. The table shows the results. At level of significance of 5%, is there enough evidence to support the economist’s claim?

Response

Frequency

Strongly Agree  

86

Somewhat Agree

62

Neither Agree nor Disagree

34

Somewhat Disagree

14

Strongly Disagree

4

Solutions

Expert Solution

The expected frequency for each category here is computed as:
Ei = pi * 200 where pi is the expected frequency from the known opinions of US parents on whether a college education is worth the expense

After this the chi square test statistic contribution for each category is computed here as:

Response O_i E_i (E_i - O_i)^2/E_i
Strongly Agree 86 110 5.236
Somewhat Agree 62 60 0.067
Neither Agree nor disagree 34 10 57.600
Somewhat disagree 14 12 0.333
Strongly disagree 4 8 2.000
200 200 65.236

Summing up the last column, we get the required test statistic here as:

Df = n - 1 = 5 - 1 = 4

For 4 degrees of freedom, the p-value here is computed from the chi square distribution tables here as:

As the p-value here is approx. 0 < 0.05 which is the level of significance, therefore the test is significant here and we can reject the null hypothesis here and conclude that we have sufficient evidence here that  distribution of the opinions of the opinions of US teenagers is different from the distribution opinions of US parents


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