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AP Statistics
Central Limit Theorem Worksheet
1. A bottling company uses a filling machine to fill plastic bottles with a
popular cola. The bottles are supposed to contain 300 millilters (ml). In fact, the
contents vary according to a normal distribution with mean  = 303 ml and
standard deviation  = 3 ml.
a. What is the probability that an individual bottle contains less than 300
ml?
b. Now take a random sample of 10 bottles. What are the mean and
standard deviation of the sample mean contents x-bar of these 10 bottles?
c. What is the probability that the sample mean contents of the 10 bottles is
less than 300 ml?
2. For 1998 as a whole, the mean return of all common stocks listed on the New
York Stock Exchange (NYSE) was  = 16% and standard deviation  = 26%.
Assume that the distribution of returns is roughly normal.
a. What % of stocks lost money?
b. Suppose we create a portfolio of 8 stocks by randomly selecting stocks
from the NYSE and investing equal amounts of money in each stock.
What are the mean and standard deviation of the sample mean returns xbar for these 8 stocks?
c. What is the probability the portfolio loses money? Explain the difference
between this result and that of part (a).
d. The probability is 0.05 that a portfolio constructed this way has a return
of more than ________ ? (This would be the 95th percentile of portfolio
returns; however, remember that these portfolios form a hypothetical
population -- no one actually owns such a portfolio.)
3. The length of human pregnancies from conception to birth varies according
to a distribution that is approximately normal with mean 264 days and standard
deviation 16 days. (See a previous worksheet for some questions involving this
distribution.) Consider 15 pregnant women from a rural area. Assume they are
equivalent to a random sample from all women.
a. What are the mean and standard deviation of the sample mean length of
pregnancy x-bar of these 15 pregnancies?
b. If we want to predict, with 90% accuracy, the sample mean length of
pregnancy for 15 randomly selected women, what values do we use?
(That is, find value L AND U such that there's a 90% probability the
sample mean x-bar lies between L and U.)
c. What's the probability the sample mean length of pregnancy lasts less
than 250 days? (Contrast this with the probability a single pregnant
women is pregnant for less than 250 days, which is 0.1908.)
d. Toxic waste is believed to have effected the health of residents of this
area. Suppose the sample mean length of pregnancy is indeed 250 days;
use the result of part (c) to argue that the waste has an effect of length of
pregnancy.