In: Statistics and Probability
cite and explain how chi square is utilized in stat analysis by giving an example including constructing a 2x2 table
Ans:
Chi-square Test of Independence is used to check the relationship between two variables(whether independent or dependent).
H0: In the population, the two categorical variables
are independent.
Ha: In the population, two categorical variables are
dependent.
Observed count(fo) | |||
favor | opposed | total | |
democrat | 138 | 64 | 202 |
republican | 64 | 84 | 148 |
total | 202 | 148 | 350 |
Expected count(fe) | |||
favor | opposed | total | |
democrat | 116.58 | 85.42 | 202 |
republican | 85.42 | 62.58 | 148 |
total | 202 | 148 | 350 |
Chi square=(O-E)^2/E | |||
favor | opposed | total | |
democrat | 3.934 | 5.370 | 9.305 |
republican | 5.370 | 7.329 | 12.699 |
total | 9.305 | 12.699 | 22.004 |
Test statistic:
Chi square=22.004
df=(2-1)*(2-1)=1
p-value=chidist(22.004,1)=0.0000
As,p-value<0.05,we reject the null hypothesis.There is sufficient evidence to conclude that two categorical variables are dependent.