Answer:
a)
![P(X \geq 163) = 0.2451](https://img.qammunity.org/2020/formulas/mathematics/college/wtz5cul6lrnopevbmp2xc87ydge18ua1cv.png)
b) a) yes because the probability of P(X is greater than or equal to 163) is greater than 0.05.
Explanation:
Problems of normally distributed samples can be solved using the z-score formula.
In a set with mean
and standard deviation
, the zscore of a measure X is given by:
![Z = (X - \mu)/(\sigma)](https://img.qammunity.org/2020/formulas/mathematics/middle-school/ijf8wrxup4oiph7gw8zex0r9316mpsigqy.png)
The Z-score measures how many standard deviations the measure is from the mean. After finding the Z-score, we look at the z-score table and find the p-value associated with this z-score. This p-value is the probability that the value of the measure is smaller than X, that is, the percentile of X. Subtracting 1 by the pvalue, we get the probability that the value of the measure is greater than X.
In this problem, we have that:
Normal approximation to the binomial, with a sample of 223 respondents, so
.
The mean of males between 18 and 24 that live at home is 0.71, so
![p = 0.71](https://img.qammunity.org/2020/formulas/mathematics/college/g4ovx6x6e4bri0zt4jc1eu05lgvh45ofhp.png)
We can approximate the normal to the binomial using the following values for the mean and standard deviation:
![\mu = np = 223*0.71 = 158.33](https://img.qammunity.org/2020/formulas/mathematics/college/um5p4nt09zx6b2oz9z8ku6o67oeaeu270a.png)
![\sigma = √(np(1-p)) = √(223*0.71*(0.29)) = 6.78](https://img.qammunity.org/2020/formulas/mathematics/college/qlhcwd9cclkfuunept1gy941nj2rzt9vec.png)
(a) Use the normal approximation to the binomial to approximate the probability that at least 163 respondents live at?home?
This is 1 subtracted by the pvalue of Z when
![X = 163](https://img.qammunity.org/2020/formulas/mathematics/college/cwwdls2km2qi8xb2qevf3xpjzodiabssvr.png)
![Z = (X - \mu)/(\sigma)](https://img.qammunity.org/2020/formulas/mathematics/middle-school/ijf8wrxup4oiph7gw8zex0r9316mpsigqy.png)
![Z = (163 - 158.33)/(6.78)](https://img.qammunity.org/2020/formulas/mathematics/college/61lq8k8rjaz2p8mo9on6vlo2pqx8m3wji6.png)
![Z = 0.69](https://img.qammunity.org/2020/formulas/mathematics/college/8m0ki0tw72nextz4ai00euwncqj87x9sar.png)
has a pvalue of 0.7549.
So
![P(X \geq 163) = 1 - 0.7549 = 0.2451](https://img.qammunity.org/2020/formulas/mathematics/college/9u6d5thzdmt93a409h2dm914pu7l27sl6k.png)
(b) Do the results from part? (a) contradict the? study?
Yes, because the probability of more than 163 respondents living at home is not unusual, that is, greater than 0.05. So the correct answer is:
a) yes because the probability of P(X is greater than or equal to 163) is greater than 0.05.