In: Statistics and Probability
A study was done to check whether there is a relationship betwen snoring and heart disease.
Group | Having heart disease (xx) | Total (nn) |
---|---|---|
Snorers | 118 | 1175 |
Non-snorers | 76 | 944 |
Let p1p1 and p2p2 represent population proportions of snorers and non-snorers respectively who are having heart disease.
1. What proportions of the snorers are having heart disease? [answer to 3 decimal places - answer in fraction, NOT in percentage]
2. What proportions of the non-snorers are having heart disease? [answer to 3 decimal places - answer in fraction, NOT in percentage]
3. What is the standard error of the difference of sample proportions, p̂ 1−p̂ 2p^1−p^2? [answer to 4 decimal places]
4. Which of the following formulas gives the 98% confidence
interval for p1−p2p1−p2?
a. 0.02∓2.576×0.01250.02∓2.576×0.0125
b. 0.02∓1.96×0.01250.02∓1.96×0.0125
c. 0.02∓2.326×0.01250.02∓2.326×0.0125
d. 0.02∓1.645×0.01250.02∓1.645×0.0125
5. What is the margin of error of the 98% confidence interval of p1−p2p1−p2? [answer to 4 decimal places]
6. On the basis of the given information, can we conclude that
the population proportion of snorers having heart disease is
greater than the proportion of non-snorers with heart
disease?
a. yes, because the entire 98% confidence interval for p1−p2p1−p2
is above zero
b. yes, because p1>p2p1>p2
c. yes, because p̂ 1>p̂ 2p^1>p^2
d. no, because the 98% confidence interval for p1−p2p1−p2 is not
entirely above zero
1)
proportions of the snorers are having heart disease=118/1175 = 0.100
2)
proportions of the non-snorers are having heart disease=76/944=0.081
3)
pooled proportion , p = (x1+x2)/(n1+n2)=
0.0916
std error ,SE = =SQRT(p*(1-p)*(1/n1+
1/n2)= 0.0125
4)
level of significance, α = 0.02
Z critical value = Z α/2 = 2.326 [excel
function: =normsinv(α/2)
confidence interval is (p1^ - p2^) ± Z*SE
(0.02 ± 2.326*0.0125)
5)
margin of error , E = Z*SE =
2.326 * 0.0125 =
0.0290
6)
confidence interval is (p1^ - p2^) ± Z*SE
(0.02 ± 2.326*0.0125)
so, confidence interval is (
-0.0091 < p1 - p2 <
0.0489 )
answer is
d. no, because the 98% confidence interval for p1−p2p1−p2 is not entirely above zero