Twins In 2001, one county reported that, among 3132 white women who had babies, 94 were multiple births. There were also 20 multiple births to 606 black women. Does this indicate any racial difference in the likelihood of multiple births? a) Test an appropriate hypothesis and state your conclu- sion in context. b) If your conclusion is incorrect, which type of error did you commit?
(a)Yes, there is racial difference in the likelihood of multiple births.
nhere we want to test then
ull hypothesis H0:P1=P2 ( there is no racial difference) and
alternate hypothesis Ha:P1P2 ( there is racial difference)
we use z test and statistic z=|(p1-p2)|/SE(p1-p2)=0.0030/0.000062=48.71 is more than typical critical z(0.05/2)=1.96, so we reject the null hypothesis and conclude that there is racial difference in the likelihood of multiple births.
(b) since here we reject the null hypothesis so there is type I error commited
Type I error: Reject H0 when H0 is true
Type II error: Accept H0 when H0 is false
here following information has been generated for answering above question
difference of proportion | |||||
sample | n | x | p=x/n | var(p)=p(1-p)/n | |
white | 3132 | 94 | 0.0300 | 0.000009 | |
black | 606 | 20 | 0.0330 | 0.000053 | |
p1-p2= | -0.0030 | ||||
var(p1-p2)= | var(p1)+var(p2)= | 0.000062 | |||
SE(p1-p2)= | sqrt(var(p1-p2))= | 0.0079 | |||
z-value | margin of error | lower limit | upper limit | ||
95% confidence interval | 1.960 | 0.0154 | -0.0184 | 0.0124 |
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