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Chapter 7: The Central Limit Theorem

Q. 7.4

Page 405

Cans of a cola beverage claim to contain 16 ounces. The amounts in a sample are measured and the statistics are n=34,x¯=16.01ounces. If the cans are filled so that μ=16.00ounces (as labeled) and σ=0.143ounces, find the probability that a sample of 34 cans will have an average amount greater than 16.01ounces. Do the results suggest that cans are filled with an amount greater than 16 ounces?

Q. 75

Page 432

Salaries for teachers in a particular elementary school district are normally distributed with a mean of \(44,000and a standard deviation of \)6,500. We randomly survey ten teachers from that district.

a. In words,X=______________

b.X~_____(_____,_____)

c. In words,ΣX=_____________

d.ΣX~_____(_____,_____)

e. Find the probability that the teachers earn a total of over \(400,000.

f. Find the 90thpercentile for an individual teacher's salary.

g. Find the 90thpercentile for the sum of ten teachers' salary.

h. If we surveyed 70teachers instead of ten, graphically, how would that change the distribution in part d?

i. If each of the 70teachers received a \)3,000raise, graphically, how would that change the distribution in part b?

Q. 7.5

Page 407

An unknown distribution has a mean of 45 and a standard deviation of eight. A sample size of 50 is drawn randomly from the population. Find the probability that the sum of the 50 values is more than 2,400.

Q.76

Page 433

76. The attention span of a two-year-old is exponentially distributed with a mean of about eight minutes. Suppose we randomly survey 60 two-year-olds.

a. In words, X=

b. X~

c. In wordsX-=

d. X-~

e. Before doing any calculations, which do you think will be higher? Explain why.

i. The probability that an individual attention span is less than ten minutes.

ii. The probability that the average attention span for the 60 children in less than ten minutes?

f. Calculate the probabilities in part e.

g. Explain why the distribution for X- is not exponential.

Q. 7.6

Page 408

In a recent study reported Oct.29, 2012 on the Flurry Blog, the mean age of tablet users is 35 years. Suppose the standard deviation is ten years. The sample size is 39 .

a. What are the mean and standard deviation for the sum of the ages of tablet users? What is the distribution?

b. Find the probability that the sum of the ages is between 1,400 and 1,500 years.

c. Find the 90th percentile for the sum of the 39 ages.

Q. 77

Page 433

The closing stock prices of 35U.S. semiconductor manufacturers are given as follows.

8.625;30.25;27.625;46.75;32.875;18.25;5;0.125;2.9375;6.875;28.25;24.25;21;1.5;30.25;71;43.5;49.25;2.5625;31;16.5;9.5;18.5;18;9;10.5;16.625;1.25;18;12.87;7;12.875;2.875;60.25;29.25

a. In words,Χ=______________

b. i.x=_____

ii.sx=_____

iii.n=_____

c. Construct a histogram of the distribution of the averages. Start at x=–0.0005. Use bar widths of ten.

d. In words, describe the distribution of stock prices.

e. Randomly average five stock prices together. (Use a random number generator.) Continue averaging five pieces

together until you have ten averages. List those ten averages.

f. Use the ten averages from part e to calculate the following.

i.x=_____

ii.sx=_____

g. Construct a histogram of the distribution of the averages. Start at x=-0.0005. Use bar widths of ten.

h. Does this histogram look like the graph in part c?

i. In one or two complete sentences, explain why the graphs either look the same or look different?

j. Based upon the theory of the central limit theorem,X¯~_____(_____,____)

Q.7.8

Page 412

Use the information in Example 7.8, but use a sample size of 55 to answer the following questions. a. Find P( x ¯ < 7).

b. Find P(Σx > 170).

c. Find the 80th percentile for the mean of 55 scores.

d. Find the 85th percentile for the sum of 55 scores.

Q. 7.9

Page 414

Use the information in Example \(7.9\), but change the sample size to \(144\).

a. Find \(P(20<\bar{x}<30)\).

b. Find \(P(\sum x\) is at least \(3,000)\).

c. Find the \(75th\) percentile for the sample mean excess time of \(144\) customers.

Q.8

Page 428

An unknown distribution has a mean of 80and a standard deviation of 12. A sample size of 95is drawn randomly from the population.

Find the probability that the sum of the 95values is less than 7400.

Q. 81

Page 434

81. The90th percentile sample average wait time (in minutes) for a sample of 100 riders is:

a. 315.0

b.40.3

c.38.5

d.65.2

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