In: Math
7. A recent Iowa straw poll for the Democratic Primary found the following number of supporters for these candidates (Observed Frequencies).
Elizabeth Warren |
Bernie Sanders |
Joe Biden |
Pete Buttigieg |
20 |
25 |
10 |
25 |
a) Specify the null and alternative hypotheses for a chi-square Goodness of Fit test of candidate preference.
b) Fill in the table below with the expected frequencies.
Elizabeth Warren |
Bernie Sanders |
Joe Biden |
Pete Buttigieg |
c) Use the observed and expected frequencies to calculate a chi-square Goodness of Fit test to decide if people in Iowa have a preference for any of the candidates, using alpha = .05. Report the critical value and your decision.
Solution:
Given:
A recent Iowa straw poll for the Democratic Primary found the following number of supporters for these candidates (Observed Frequencies).
Elizabeth Warren | Bernie Sanders | Joe Biden | Pete Buttigieg | Total : N |
20 | 25 | 10 | 25 | 80 |
Part a) Specify the null and alternative hypotheses for a chi-square Goodness of Fit test of candidate preference
H0: People in Iowa do not have preference for any of the candidates, That is all candidates are equal preference.
Vs
H1: People in Iowa have a preference for any of the candidates.
Part b) Find expected frequencies.
Ei = Expected frequencies = N / k = 80 / 4 = 20
Thus
Elizabeth Warren | Bernie Sanders | Joe Biden | Pete Buttigieg |
20 | 20 | 20 | 20 |
Part c) Use the observed and expected frequencies to calculate a chi-square Goodness of Fit test to decide if people in Iowa have a preference for any of the candidates, using alpha = .05. Report the critical value and your decision.
Find test statistic:
Chi square test statistic for goodness of fit
Where
Oi = Observed Counts
Ei =Expected Counts
Thus we need to make following table
Oi : Observed Frequencies | Ei : Expected Frequencies | Oi^2/Ei | |
Elizabeth Warren | 20 | 20 | 20 |
Bernie Sanders | 25 | 20 | 31.25 |
Joe Biden | 10 | 20 | 5 |
Pete Buttigieg | 25 | 20 | 31.25 |
N = 80 |
Thus
Find Chi-square critical value:
df = k - 1 = 4 - 1 = 3
Level of significance = 0.05
Chi-square critical value = 7.815
Decision Rule:
Reject null hypothesis H0, if Chi square test statistic > Chi-square critical value = 7.815 , otherwise we fail to reject H0.
Since Chi square test statistic = < Chi-square critical value = 7.815, we fail to reject null hypothesis H0.
Thus there is not sufficient evidence to conclude that: people in Iowa have a preference for any of the candidates.
Thus: People in Iowa do not have preference for any of the candidates, That is all candidates are equal preference.