Deck 6: Normal Probability Distributions

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Question
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The ages of 30 students selected randomly from one college are as follows: 2123202420192019223220242621372318342530222423192820292135252021282232\begin{array} { l l l l l } 21 & 23 & 20 & 24 & 20 \\19 & 20 & 19 & 22 & 32 \\20 & 24 & 26 & 21 & 37 \\23 & 18 & 34 & 25 & 30 \\22 & 24 & 23 & 19 & 28 \\20 & 29 & 21 & 35 & 25 \\20 & 21 & 28 & 22 & 32\end{array}
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Question
Personal phone calls received in the last three days by a new employee were 2, 5, and 7. Assume that samples of size 2 are randomly selected with replacement from this population of three values. List the different possible samples, and find the mean of each of them.
Question
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The amount of rainfall (in inches) in 25 consecutive years in a certain city. 20.425.122.827.023.5\begin{array} { l l l l l } 20.4 & 25.1 & 22.8 & 27.0 & 23.5 \end{array}
24.226.025.623.324.1\begin{array} { l l l l l } 24.2 & 26.0 & 25.6 & 23.3 & 24.1 \end{array}
21.927.624.725.321.6\begin{array} { l l l l l } 21.9 & 27.6 & 24.7 & 25.3 & 21.6 \end{array}
31.023.626.125.524.8\begin{array} { l l l l l } 31.0 & 23.6 & 26.1 & 25.5 & 24.8 \end{array}
18.122.424.930.029.3\begin{array} { l l l l l } 18.1 & 22.4 & 24.9 & 30.0 & 29.3 \end{array}
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 8, and 10. Consider the values of 3, 8, and 10 to be a population. Assume that samples of size n n=2\mathrm { n } = 2 2 are randomly selected with replacement from the population of 3, 8, and 10. The nine different samples are as follows: (3, 3), (3, 8), (3, 10), (8, 3), (8, 8), (8, 10), (10, 3), (10, 8), and (10, 10).
(i) Find the median of each of the nine samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(ii) Compare the population median to the mean of the sample medians. (iii) Do the sample medians target the value of the population median? In general, do medians make good estimators of population medians? Why or why not?
Question
Which of the following is true about the distribution of IQ scores?

A) Its distribution is skewed to the left.
B) The area under its bell-shaped curve is 1.
C) Its distribution is skewed to the right.
D) The area under its bell-shaped curve is 10.
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 5, 8, and 11. Consider the values of 5, 8, and 11 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 5, 8, and 11. The nine different samples are as follows:
(5, 5), (5, 8), (5, 11), (8, 5), (8, 8), (8, 11), (11, 5), (11, 8), and (11, 11). (i) Find the range of each of the nine samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution.
(ii) Compare the population range to the mean of the sample ranges. (iii) Do the sample ranges target the value of the population range? In general, do ranges make good estimators of population ranges? Why or why not.?
Question
Which of the following notations represents the standard deviation of the population consisting of all sample means?

A) σn\frac { \sigma } { \sqrt { n } }
B) zα\mathrm { z } _ { \alpha }
C) zz
D) s2\mathrm { s } ^ { 2 }
Question
The typical computer random-number generator yields numbers in a uniform distribution between 0 and 1 with a mean of 0.500 and a standard deviation of 0.289. (a) Suppose a sample of size 50 is randomly generated. Find the probability that the mean is below 0.300.
(b) Suppose a sample size of 15 is randomly generated. Find the probability that the mean is below 0.300. These two problems appear to be very similar. Only one can be solved by the central limit theorem. Which one and why?
Question
Draw a normal distribution and identify the mean of x on the distribution. Discuss the symmetry and the total area under the curve. What is the probability that a value of x will be greater than the mean?
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 4, 6, and 9. Consider the values of 4, 6, and 9 to be a population. Assume that samples of size n=2n = 2 2 are randomly selected with replacement from the population of 4, 6, and 9. The nine different samples are as follows:
(4, 4), (4, 6), (4, 9), (6, 4), (6, 6), (6, 9), (9, 4), (9, 6), and (9, 9).
(i) Find the standard deviation
of each of the nine samples, then summarize the sampling distribution of the standard deviations in the format of a table representing the probability distribution.
(ii) Compare the population standard deviation to the mean of the sample standard deviations.
(iii) Do the sample standard deviations target the value of the population standard deviation? In general, do standard deviations make good estimators of population standard deviation? Why or why not?
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 4, and 9. Consider the values of 1, 4, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 4, and 9. The nine different samples are as follows:
(1, 1), (1, 4), (1, 9), (4, 1), (4, 4), (4, 9), (9, 1), (9, 4), and (9, 9). (i) Find the range of each of the nine samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution. (ii) Compare the population range to the mean of the sample ranges. (iii) Do the sample ranges target the value of the population range? In general, do ranges make good estimators of population ranges? Why or why not.?
Question
Describe the difference between z scores and area scores. Show each score's relationship to the graph of the standard normal distribution and discuss the possible sign values for each score.
Question
Which of the following is true about the distribution of IQ scores?

A) The mean is 1.
B) The mean is 75.
C) The mean is 50.
D) The standard deviation is 15.
Question
State the Empirical Rule. Use the standard normal distribution to explain the percent values given in the Empirical Rule.
Question
The number of books sold over the course of the four-day book fair were 108, 111, 259, and 58. Assume that samples of size 2 are randomly selected with replacement from this population of four values. Identify the probability of each sample, and describe the sampling distribution of the sample means.
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 2, 4, and 10. Consider the values of 2, 4, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 2, 4, and 10. The nine different samples are as follows: (2, 2), (2, 4), (2, 10), (4, 2), (4, 4), (4, 10), (10, 2), (10, 4), and (10, 10).
(i) Find the mean of each of the nine samples, then summarize the sampling distribution of the means in the format of a table representing the probability distribution.
(ii) Compare the population mean to the mean of the sample means.
(iii) Do the sample means target the value of the population mean? In general, do means make good estimators of population means? Why or why not?
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 8, and 9. Consider the values of 3, 8, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 3, 8, and 9. The nine different samples are as follows: (3, 3), (3, 8), (3, 9), (8, 3), (8, 8), (8, 9), (9, 3), (9, 8), and (9, 9). (i) Find the mean of each of the nine samples, then summarize the sampling distribution of the means in the format of a table representing the probability distribution. (ii) Compare the population mean to the mean of the sample means. (iii) Do the sample means target the value of the population mean? In general, do means make good estimators of population means? Why or why not?
Question
Consider the uniform distribution shown below. Find the probability that x is greater than 6. Discuss the relationship between area under a density curve and probability.

Consider the uniform distribution shown below. Find the probability that x is greater than 6. Discuss the relationship between area under a density curve and probability.   <div style=padding-top: 35px>
Question
Lengths of pregnancies are normally distributed with a mean of 268 days and a standard deviation of 15 days. (a) Find the probability of a pregnancy lasting more than 250 days. (b) Find the probability of a pregnancy lasting more than 280 days. Draw the diagram for each and discuss the part of the solution that would be different to finding the requested probabilities.
Question
Describe in detail the sampling distribution of sample means. Refer specifically to the shape of the distribution.
Question
Define a density curve and describe the two properties that it must satisfy. Show a density curve for a uniform distribution. Make sure that your graph satisfies both properties.
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 4, and 8. Consider the values of 1, 4, and 8 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 4, and 8. The nine different samples are as follows: (1, 1), (1, 4), (1, 8), (4, 1), (4, 4), (4, 8), (8, 1), (8, 4), and (8, 8).
(i) Find the median of each of the nine samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(ii) Compare the population median to the mean of the sample medians.
(iii) Do the sample medians target the value of the population median? In general, do medians make good estimators of population medians? Why or why not?
Question
In a certain population, 10% of people are left handed. Suppose that in calculating each of the probabilities below, you use the normal distribution as an approximation to the binomial but that you fail to use a continuity correction. In which case will the resulting error be the greatest? In which case will the error be the least? Explain your thinking.
A: the probability that among 50 randomly selected people, at least 5 are left handed
B: the probability that among 100 randomly selected people, more than 10 are left handed
C: the probability that among 200 randomly selected people, at most 20 are left handed
Question
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the range of each of the 16 samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution.
(iii) Compare the population range to the mean of the sample ranges.
(iv) Do the sample ranges target the value of the population range? In general, do sample ranges make good estimators of population ranges? Why or why not?
Question
A normal quartile plot is given below for the weekly incomes (in dollars) of a sample of engineers in one town. Use the plot to assess the normality of the incomes of engineers in this town. Explain your reasoning. A normal quartile plot is given below for the weekly incomes (in dollars) of a sample of engineers in one town. Use the plot to assess the normality of the incomes of engineers in this town. Explain your reasoning.  <div style=padding-top: 35px>
Question
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The heart rates (in beats per minute) of 30 randomly selected students are given below. 786469758063707272687771748470626771695874708063886068697071\begin{array} { l l l l l } 78 & 64 & 69 & 75 & 80 \\63 & 70 & 72 & 72 & 68 \\77 & 71 & 74 & 84 & 70 \\62 & 67 & 71 & 69 & 58 \\74 & 70 & 80 & 63 & 88 \\60 & 68 & 69 & 70 & 71\end{array}
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 3, and 9. Consider the values of 1, 3, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 3, and 9. The nine different samples are as follows: (1, 1), (1, 3), (1, 9), (3, 1), (3, 3), (3, 9), (9, 1), (9, 3), and (9, 9).
(i) Find the variance of each of the nine samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(ii) Compare the population variance to the mean of the sample variances.
(iii) Do the sample variances target the value of the population variance? In general, do variances make good estimators of population variances? Why or why not?
Question
A normal quartile plot is given below for the lifetimes (in hours) of a sample of batteries of a particular brand. Use the plot to assess the normality of the lifetimes of these batteries. Explain your reasoning.
A normal quartile plot is given below for the lifetimes (in hours) of a sample of batteries of a particular brand. Use the plot to assess the normality of the lifetimes of these batteries. Explain your reasoning.  <div style=padding-top: 35px>
Question
Suppose you are asked to find the 20th percentile and the 80th percentile for a set of scores.
These two problems are solved almost exactly the same. Draw the diagram for each and discuss the part of the solution that would be different in finding the requested probabilities.
Question
Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.

-The weekly incomes (in dollars) of a sample of 12 nurses working at a Los Angeles hospital
are given below.

5007506304805506507207808209601200770\begin{array}{rrrr}500 & 750 & 630 & 480 \\550 & 650 & 720 & 780 \\820 & 960 & 1200 & 770\end{array}
 Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.  -The weekly incomes (in dollars) of a sample of 12 nurses working at a Los Angeles hospital are given below.   \begin{array}{rrrr} 500 & 750 & 630 & 480 \\ 550 & 650 & 720 & 780 \\ 820 & 960 & 1200 & 770 \end{array}   <div style=padding-top: 35px>
Question
According to data from the American Medical Association, 10% of us are left-handed.
Suppose groups of 500 people are randomly selected. Find the probability that at least 80 are left-handed. Describe the characteristics of this problem which help you to recognize that the problem is about a binomial distribution which you are to solve by estimating with the normal distribution. (Assume that you would not use a computer, a table, or the binomial probability formula.)
Question
Explain how a nonstandard normal distribution differs from the standard normal distribution. Describe the process for finding probabilities for nonstandard normal distributions.
Question
SAT verbal scores are normally distributed with a mean of 430 and a standard deviation of 120 (based on data from the College Board ATP). (a) If a single student is randomly selected, find the probability that the sample mean is above 500. (b) If a sample of 35 students are selected randomly, find the probability that the sample mean is above 500.
These two problems appear to be very similar. Which problem requires the application of the central limit theorem, and in what way does the solution process differ between the two problems?
Question
The number of books sold over the course of the four-day book fair were 134, 178, 268, and 58. Assume that samples of size 2 are randomly selected with replacement from this population of four values. List the different possible samples, and find the mean of each of them.
Question
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the standard deviation of each of the 16 samples, then summarize the sampling distribution of the standard deviation in the format of a table representing the probability distribution.
(iii) Compare the population standard deviation to the mean of the sample standard deviations.
(iv) Do the sample standard deviations target the value of the population standard deviation? In general, do sample standard deviations make good estimators of population standard deviations? Why or why not?
Question
A poll of 1900 randomly selected students in grades 6 through 8 was conducted and found that 37% enjoy playing sports. Would confidence in the results increase if the sample size were 3500 instead of 1900? Why or why not?
Question
Explain why a continuity correction factor is necessary when approximating the binomial distribution by the normal distribution. Refer to the terms "discrete" and continuous", and draw a diagram to support your answer.
Question
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the variance of each of the 16 samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(iii) Compare the population variance to the mean of the sample variances.
(iv) Do the sample variances target the value of the population variance? In general, do sample variances make good estimators of population variances? Why or why not?
Question
Personal phone calls received in the last three days by a new employee were 2, 6, and 3. Assume that samples of size 2 are randomly selected with replacement from this population of three values. Identify the probability of each sample, and describe the sampling distribution of the sample means.
Question
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The data below represents the amount of television watched per week (in hours) for 40 randomly selected teenagers.
13417149675141220160151065313141553581112131474691331424151720\begin{array} { r r r r r r r r r r } 13 & 4 & 17 & 14 & 9 & 6 & 7 & 5 & 14 & 12 \\20 & 16 & 0 & 15 & 10 & 6 & 5 & 3 & 13 & 14 \\15 & 5 & 3 & 5 & 8 & 11 & 12 & 13 & 14 & 7 \\4 & 6 & 9 & 13 & 3 & 14 & 24 & 15 & 17 & 20\end{array}
Question
How does the standard normal distribution differ from a nonstandard normal distribution?
Question
A poll of 1500 randomly selected students in grades 6 through 8 was conducted and found that 51% enjoy playing sports. Is the 51% result a statistic or a parameter? Explain.
Question
A poll of 1600 randomly selected students in grades 6 through 8 was conducted and found that 45% enjoy playing sports. What is the sampling distribution suggested by the given data?
Question
When sampling without replacement from a finite population of size N, the following formula is used to find the standard deviation of the population of sample means: σx=σnNnN1\sigma _ { x } ^ { - } = \frac { \sigma } { \sqrt { n } } \sqrt { \frac { N - n } { N - 1 } } However, when the sample size n, is smaller than 5% of the population size, N, the finite population correction factor, NnN1\sqrt { \frac { N - n } { N - 1 } } , can be omitted. Explain in your own words why this is reasonable. For N=200\mathrm { N } = 200 nd the values of the finite population correction factor when the sample size is 10%, 5%, 3%, 1% of the population, respectively. What do you notice?
Question
Describe the process for finding probabilities using z scores and the standard normal distribution. Give an example to support your description.
Question
Describe the process for finding x values given probabilities.
Question
Define a standard normal distribution by identifying its shape and the numeric values for its mean and standard deviation. Mark the mean and the standard deviations on the curve. What do z scores measure? Relate the concept of z scores to the Empirical Rule.
Question
Replacement times for T.V. sets are normally distributed with a mean of 8.2 years and a standard deviation of 1.1 years (based on data from "Getting Things Fixed," Consumers Reports).
(a) Find the probability that a randomly selected T.V. will have a replacement time between 6.5 and 9.5 years.
(b) Find the probability that a randomly selected T.V. willhave a replacement time between 9.5 and 10.5 years. Draw the diagram for each and discuss the part of the solution that would be different in finding the requested probabilities.
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 2, 3, and 10. Consider the values of 2, 3, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 2, 3, and 10. The nine different samples are as follows: (2, 2), (2, 3), (2, 10), (3, 2), (3, 3), (3, 10), (10, 2), (10, 3), and (10, 10).
(i) Find the standard deviation of each of the nine samples, then summarize the sampling distribution of the standard deviations in the format of a table representing the probability
distribution.
(ii) Compare the population standard deviation to the mean of the sample standard deviations.
(iii) Do the sample standard deviations target the value of the population standard deviation? In general, do standard deviations make good estimators of population standard deviation? Why or why not?
Question
State the central limit theorem. Describe the sampling distribution for a population that is uniform and for a population that is normal.
Question
SAT verbal scores are normally distributed with a mean of 430 and a standard deviation of 120 (based on the data from the College Board ATP). If a sample of 15 students is selected randomly, find the probability that the sample mean is above 500. Does the central limit theorem apply for this problem?
Question
Flood insurance policies sold in the last three days by a new agent were 2, 5, and 7. Assume that samples of size 2 are randomly selected with replacement from this population of three values. List the different possible samples, and find the mean of each of them.
Question
 <div style=padding-top: 35px>
Question
Complete the following table for a distribution in which μ=16\mu = 16 It might be helpful to make a diagram to help you determine the continuity factor for each entry.
 Find the probability that  The continuity correction factor is:x is at least 12x is at most 12x is more than 12x is less than 12\begin{array} { r|l } \text { Find the probability that }& \text { The continuity correction factor is:}\\\hline \text {\(\mathrm { x }\) is at least 12}\\ \text {\(\mathrm { x }\) is at most 12}\\ \text {\(\mathrm { x }\) is more than 12}\\ \text {\(\mathrm { x }\) is less than 12}\\\end{array}
Question
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The numbers obtained on 50 rolls of a die. 15536456342535421431612612533441316225533516211465\begin{array} { l l l l l l l l l l } 1 & 5 & 5 & 3 & 6 & 4 & 5 & 6 & 3 & 4 \\2 & 5 & 3 & 5 & 4 & 2 & 1 & 4 & 3 & 1 \\6 & 1 & 2 & 6 & 1 & 2 & 5 & 3 & 3 & 4 \\4 & 1 & 3 & 1 & 6 & 2 & 2 & 5 & 5 & 3 \\3 & 5 & 1 & 6 & 2 & 1 & 1 & 4 & 6 & 5\end{array}
Question
A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning. A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning.  <div style=padding-top: 35px>
Question
A recent survey based on a random sample of n = 480 voters, predicted that the independent candidate for the mayoral election will get 23% of the vote, but he actually gets 28%. Can it be concluded that the survey was done incorrectly?
Question
After constructing a new manufacturing machine, 5 prototype integrated circuit chips are produced and it is found that 1 is defective (D) and 4 are acceptable (A). Assume that two of the chips are randomly selected with replacement from this population.
(i) After identifying the 25 different possible samples, find the proportion of circuits that are acceptable in each of them, then use a table to describe the sampling distribution of the proportions of circuits that are acceptable.
(ii) Find the mean of the sampling distribution.
(iii) Is the mean of the sampling distribution equal to the population proportion of circuits that are acceptable?
(iv) Does the mean of the sampling distribution of proportions always
equal the population proportion?
Question
Under what conditions can we apply the results of the central limit theorem?
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 6, and 7. Consider the values of 3, 6, and 7 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 3, 6, and 7. The nine different samples are as follows:
(3, 3), (3, 6), (3, 7), (6, 3), (6, 6), (6, 7), (7, 3), (7, 6), and (7, 7).
(i) Construct a probability distribution table that describes the sampling distribution of the proportion of even numbers when samples of size n = 2 are randomly selected.
(ii) Does the mean of the sample proportions target the value of the population proportion?
(iii) Does the sample proportion make a good estimator of the population proportion?
Question
A bank's loan officer rates applicants for credit. The ratings are normally distributed with a mean of 200 and a standard deviation of 50. Find P60, the score which separates the lower 60% from the top
40%)

A) 207.8
B) 211.3
C) 212.5
D) 187.5
Question
A study of the amount of time it takes a mechanic to rebuild the transmission for a 2005 Chevrolet Cavalier shows that the mean is 8.4 hours and the standard deviation is 1.8 hours. If 40 mechanics are randomly selected, find the probability that their mean rebuild time is less than 8.9 hours.

A) 0.4276
B) 0.9589
C) 0.9608
D) 0.9756
Question
Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.

-The systolic blood pressure (in mmHg) is given below for a sample of 12 men aged between 60 and 65.
127135118164143130125153120173140180\begin{array} { l l l l } 127 & 135 & 118 & 164 \\143 & 130 & 125 & 153 \\120 & 173 & 140 & 180\end{array}
 Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.  -The systolic blood pressure (in mmHg) is given below for a sample of 12 men aged between 60 and 65.  \begin{array} { l l l l } 127 & 135 & 118 & 164 \\ 143 & 130 & 125 & 153 \\ 120 & 173 & 140 & 180 \end{array}   <div style=padding-top: 35px>
Question
The Precision Scientific Instrument Company manufactures thermometers that are supposed to give readings of 0°C at the freezing point of water. Tests on a large sample of these thermometers reveal that at the freezing point of water, some give readings below 0°C (denoted by negative numbers) and some give readings above 0°C (denoted by positive numbers). Assume that the mean reading is 0°C and the standard deviation of the readings is 1.00°C. Also assume that the frequency distribution of errors closely resembles the normal distribution. A thermometer is randomly selected and tested. Find the temperature reading corresponding to the given information.

-Find P40, the 40th percentile.

A) 0.25- 0.25 ^ { \circ }
B) 0.57- 0.57 ^ { \circ }
C) 0.570.57 ^ { \circ }
D) 0.250.25 ^ { \circ }
Question
In one region, the September energy consumption levels for single-family homes are found to be normally distributed with a mean of 1050 kWh and a standard deviation of 218 kWh. If 50 different homes are randomly selected, find the probability that their mean energy consumption level for September is greater than 1075 kWh.

A) 0.2910
B) 0.4562
C) 0.0438
D) 0.2090
Question
Under what conditions are you allowed to use the normal distribution to approximate the binomial distribution? Under what conditions might you want to use the normal distribution to approximate the binomial as opposed to using the binomial probability formula, a table of binomial probabilities, or a computer?
Question
Use the normal distribution to approximate the desired probability.

-A coin is tossed 20 times. A person, who claims to have extrasensory perception, is asked to predict the outcome of each flip in advance. She predicts correctly on 11 tosses. What is the probability of being correct 11 or more times by guessing? Does this probability seem to verify her claim?

A) 0.0871, yes
B) 0.4129, no
C) 0.4129, yes
D) 0.0871, no
Question
Assume that z scores are normally distributed with a mean of 0 and a standard deviation of 1. If P(z > c) = 0.1093, find c.

A) 0.27
B) 1.23
C) -1.23
D) 0.4562
Question
Assume that adults have IQ scores that are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test). Find the probability that a randomly selected adult has an IQ between 90 and 120 (somewhere in the range of normal to bright normal).

A) 0.6014
B) 0.6568
C) 0.6977
D) 0.6227
Question
Suppose that replacement times for washing machines are normally distributed with a mean of 9.3 years and a standard deviation of 1.1 years. Find the probability that 70 randomly selected washing machines will have a mean replacement time less than 9.1 years.

A) 0.4357
B) 0.0714
C) 0.0643
D) 0.4286
Question
Human body temperatures are normally distributed with a mean of 98.20°F and a standard deviation of 0.62°F. Find the temperature that separates the top 7% from the bottom 93%. Round to the nearest hundredth of a degree.

A) 97.28°F
B) 99.12°F
C) 98.40°F
D) 98.78°F
Question
Find the indicated z score. The graph depicts the standard normal distribution with mean 0 and standard deviation 1.
Shaded area is 0.8599. <strong>Find the indicated z score. The graph depicts the standard normal distribution with mean 0 and standard deviation 1. Shaded area is 0.8599.  </strong> A) 0.8051 B) 1.08 C) -1.08 D) 0.5557 <div style=padding-top: 35px>

A) 0.8051
B) 1.08
C) -1.08
D) 0.5557
Question
Sketch a brief diagram of the standard normal distribution table. You only need to show two sets of values. Identify the z scores and the area scores in the table by circling the scores and writing z score and area by each one. Describe how to find the area corresponding to a given z score. Describe how to find the the z score corresponding to a given area value.
Question
The volumes of soda in quart soda bottles are normally distributed with a mean of 32.3 oz and a standard deviation of 1.2 oz. What is the probability that the volume of soda in a randomly selected bottle will be less than 32 oz?

A) 0.0987
B) 0.3821
C) 0.4013
D) 0.5987
Question
Find the indicated IQ score. The graph depicts IQ scores of adults, and those scores are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test). <strong>Find the indicated IQ score. The graph depicts IQ scores of adults, and those scores are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test).   The shaded area under the curve is 0.10.</strong> A) 108.1 B) 100.5 C) 80.8 D) 119.2 <div style=padding-top: 35px> The shaded area under the curve is 0.10.

A) 108.1
B) 100.5
C) 80.8
D) 119.2
Question
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the median of each of the 16 samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(iii) Compare the population median to the mean of the sample medians.
(iv) Do the sample medians target the value of the population median? In general, do sample medians make good estimators of population medians? Why or why not?
Question
A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning. A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning.  <div style=padding-top: 35px>
Question
In one region, the September energy consumption levels for single-family homes are found to be normally distributed with a mean of 1050 kWh and a standard deviation of 218 kWh. For a randomly selected home, find the probability that the September energy consumption level is between 1100 kWh and 1225 kWh.

A) 0.0910
B) 0.2881
C) 0.3791
D) 0.1971
Question
The given values are discrete. Use the continuity correction and describe the region of the normal distribution that corresponds to the indicated probability.

-The probability of more than 56 correct answers

A) The area to the right of 55.5
B) The area to the right of 56
C) The area to the left of 56.5
D) The area to the right of 56.5
Question
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 5, 6, and 10. Consider the values of 5, 6, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 5, 6, and 10. The nine different samples are as follows:
(5, 5), (5, 6), (5, 10), (6, 5), (6, 6), (6, 10), (10, 5), (10, 6), and (10, 10).
(i) Find the variance of each of the nine samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(ii) Compare the population variance to the mean of the sample variances.
(iii) Do the sample variances target the value of the population variance? In general, do variances make good estimators of population variances? Why or why not?
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Deck 6: Normal Probability Distributions
1
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The ages of 30 students selected randomly from one college are as follows: 2123202420192019223220242621372318342530222423192820292135252021282232\begin{array} { l l l l l } 21 & 23 & 20 & 24 & 20 \\19 & 20 & 19 & 22 & 32 \\20 & 24 & 26 & 21 & 37 \\23 & 18 & 34 & 25 & 30 \\22 & 24 & 23 & 19 & 28 \\20 & 29 & 21 & 35 & 25 \\20 & 21 & 28 & 22 & 32\end{array}
The requirement for normality is not satisfied since a histogram of the data is not bell shaped. The data does have a single mode, however the histogram is not symmetric but is skewed to the right.
2
Personal phone calls received in the last three days by a new employee were 2, 5, and 7. Assume that samples of size 2 are randomly selected with replacement from this population of three values. List the different possible samples, and find the mean of each of them.
Possible samples: 22;25;27;52;55;57;72;75;772 - 2 ; 2 - 5 ; 2 - 7 ; 5 - 2 ; 5 - 5 ; 5 - 7 ; 7 - 2 ; 7 - 5 ; 7 - 7
Means: 2,3.5,4.5,3.5,5,6,4.5,6,72,3.5,4.5,3.5,5,6,4.5,6,7
3
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The amount of rainfall (in inches) in 25 consecutive years in a certain city. 20.425.122.827.023.5\begin{array} { l l l l l } 20.4 & 25.1 & 22.8 & 27.0 & 23.5 \end{array}
24.226.025.623.324.1\begin{array} { l l l l l } 24.2 & 26.0 & 25.6 & 23.3 & 24.1 \end{array}
21.927.624.725.321.6\begin{array} { l l l l l } 21.9 & 27.6 & 24.7 & 25.3 & 21.6 \end{array}
31.023.626.125.524.8\begin{array} { l l l l l } 31.0 & 23.6 & 26.1 & 25.5 & 24.8 \end{array}
18.122.424.930.029.3\begin{array} { l l l l l } 18.1 & 22.4 & 24.9 & 30.0 & 29.3 \end{array}
The requirement for normality is satisfied since a histogram of the data is roughly bell shaped; it is roughly symmetric with a single mode.
4
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 8, and 10. Consider the values of 3, 8, and 10 to be a population. Assume that samples of size n n=2\mathrm { n } = 2 2 are randomly selected with replacement from the population of 3, 8, and 10. The nine different samples are as follows: (3, 3), (3, 8), (3, 10), (8, 3), (8, 8), (8, 10), (10, 3), (10, 8), and (10, 10).
(i) Find the median of each of the nine samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(ii) Compare the population median to the mean of the sample medians. (iii) Do the sample medians target the value of the population median? In general, do medians make good estimators of population medians? Why or why not?
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5
Which of the following is true about the distribution of IQ scores?

A) Its distribution is skewed to the left.
B) The area under its bell-shaped curve is 1.
C) Its distribution is skewed to the right.
D) The area under its bell-shaped curve is 10.
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6
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 5, 8, and 11. Consider the values of 5, 8, and 11 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 5, 8, and 11. The nine different samples are as follows:
(5, 5), (5, 8), (5, 11), (8, 5), (8, 8), (8, 11), (11, 5), (11, 8), and (11, 11). (i) Find the range of each of the nine samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution.
(ii) Compare the population range to the mean of the sample ranges. (iii) Do the sample ranges target the value of the population range? In general, do ranges make good estimators of population ranges? Why or why not.?
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7
Which of the following notations represents the standard deviation of the population consisting of all sample means?

A) σn\frac { \sigma } { \sqrt { n } }
B) zα\mathrm { z } _ { \alpha }
C) zz
D) s2\mathrm { s } ^ { 2 }
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8
The typical computer random-number generator yields numbers in a uniform distribution between 0 and 1 with a mean of 0.500 and a standard deviation of 0.289. (a) Suppose a sample of size 50 is randomly generated. Find the probability that the mean is below 0.300.
(b) Suppose a sample size of 15 is randomly generated. Find the probability that the mean is below 0.300. These two problems appear to be very similar. Only one can be solved by the central limit theorem. Which one and why?
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9
Draw a normal distribution and identify the mean of x on the distribution. Discuss the symmetry and the total area under the curve. What is the probability that a value of x will be greater than the mean?
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10
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 4, 6, and 9. Consider the values of 4, 6, and 9 to be a population. Assume that samples of size n=2n = 2 2 are randomly selected with replacement from the population of 4, 6, and 9. The nine different samples are as follows:
(4, 4), (4, 6), (4, 9), (6, 4), (6, 6), (6, 9), (9, 4), (9, 6), and (9, 9).
(i) Find the standard deviation
of each of the nine samples, then summarize the sampling distribution of the standard deviations in the format of a table representing the probability distribution.
(ii) Compare the population standard deviation to the mean of the sample standard deviations.
(iii) Do the sample standard deviations target the value of the population standard deviation? In general, do standard deviations make good estimators of population standard deviation? Why or why not?
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11
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 4, and 9. Consider the values of 1, 4, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 4, and 9. The nine different samples are as follows:
(1, 1), (1, 4), (1, 9), (4, 1), (4, 4), (4, 9), (9, 1), (9, 4), and (9, 9). (i) Find the range of each of the nine samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution. (ii) Compare the population range to the mean of the sample ranges. (iii) Do the sample ranges target the value of the population range? In general, do ranges make good estimators of population ranges? Why or why not.?
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12
Describe the difference between z scores and area scores. Show each score's relationship to the graph of the standard normal distribution and discuss the possible sign values for each score.
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13
Which of the following is true about the distribution of IQ scores?

A) The mean is 1.
B) The mean is 75.
C) The mean is 50.
D) The standard deviation is 15.
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14
State the Empirical Rule. Use the standard normal distribution to explain the percent values given in the Empirical Rule.
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15
The number of books sold over the course of the four-day book fair were 108, 111, 259, and 58. Assume that samples of size 2 are randomly selected with replacement from this population of four values. Identify the probability of each sample, and describe the sampling distribution of the sample means.
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16
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 2, 4, and 10. Consider the values of 2, 4, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 2, 4, and 10. The nine different samples are as follows: (2, 2), (2, 4), (2, 10), (4, 2), (4, 4), (4, 10), (10, 2), (10, 4), and (10, 10).
(i) Find the mean of each of the nine samples, then summarize the sampling distribution of the means in the format of a table representing the probability distribution.
(ii) Compare the population mean to the mean of the sample means.
(iii) Do the sample means target the value of the population mean? In general, do means make good estimators of population means? Why or why not?
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17
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 8, and 9. Consider the values of 3, 8, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 3, 8, and 9. The nine different samples are as follows: (3, 3), (3, 8), (3, 9), (8, 3), (8, 8), (8, 9), (9, 3), (9, 8), and (9, 9). (i) Find the mean of each of the nine samples, then summarize the sampling distribution of the means in the format of a table representing the probability distribution. (ii) Compare the population mean to the mean of the sample means. (iii) Do the sample means target the value of the population mean? In general, do means make good estimators of population means? Why or why not?
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18
Consider the uniform distribution shown below. Find the probability that x is greater than 6. Discuss the relationship between area under a density curve and probability.

Consider the uniform distribution shown below. Find the probability that x is greater than 6. Discuss the relationship between area under a density curve and probability.
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19
Lengths of pregnancies are normally distributed with a mean of 268 days and a standard deviation of 15 days. (a) Find the probability of a pregnancy lasting more than 250 days. (b) Find the probability of a pregnancy lasting more than 280 days. Draw the diagram for each and discuss the part of the solution that would be different to finding the requested probabilities.
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20
Describe in detail the sampling distribution of sample means. Refer specifically to the shape of the distribution.
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21
Define a density curve and describe the two properties that it must satisfy. Show a density curve for a uniform distribution. Make sure that your graph satisfies both properties.
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22
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 4, and 8. Consider the values of 1, 4, and 8 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 4, and 8. The nine different samples are as follows: (1, 1), (1, 4), (1, 8), (4, 1), (4, 4), (4, 8), (8, 1), (8, 4), and (8, 8).
(i) Find the median of each of the nine samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(ii) Compare the population median to the mean of the sample medians.
(iii) Do the sample medians target the value of the population median? In general, do medians make good estimators of population medians? Why or why not?
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23
In a certain population, 10% of people are left handed. Suppose that in calculating each of the probabilities below, you use the normal distribution as an approximation to the binomial but that you fail to use a continuity correction. In which case will the resulting error be the greatest? In which case will the error be the least? Explain your thinking.
A: the probability that among 50 randomly selected people, at least 5 are left handed
B: the probability that among 100 randomly selected people, more than 10 are left handed
C: the probability that among 200 randomly selected people, at most 20 are left handed
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24
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the range of each of the 16 samples, then summarize the sampling distribution of the ranges in the format of a table representing the probability distribution.
(iii) Compare the population range to the mean of the sample ranges.
(iv) Do the sample ranges target the value of the population range? In general, do sample ranges make good estimators of population ranges? Why or why not?
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25
A normal quartile plot is given below for the weekly incomes (in dollars) of a sample of engineers in one town. Use the plot to assess the normality of the incomes of engineers in this town. Explain your reasoning. A normal quartile plot is given below for the weekly incomes (in dollars) of a sample of engineers in one town. Use the plot to assess the normality of the incomes of engineers in this town. Explain your reasoning.
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26
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The heart rates (in beats per minute) of 30 randomly selected students are given below. 786469758063707272687771748470626771695874708063886068697071\begin{array} { l l l l l } 78 & 64 & 69 & 75 & 80 \\63 & 70 & 72 & 72 & 68 \\77 & 71 & 74 & 84 & 70 \\62 & 67 & 71 & 69 & 58 \\74 & 70 & 80 & 63 & 88 \\60 & 68 & 69 & 70 & 71\end{array}
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27
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 1, 3, and 9. Consider the values of 1, 3, and 9 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 1, 3, and 9. The nine different samples are as follows: (1, 1), (1, 3), (1, 9), (3, 1), (3, 3), (3, 9), (9, 1), (9, 3), and (9, 9).
(i) Find the variance of each of the nine samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(ii) Compare the population variance to the mean of the sample variances.
(iii) Do the sample variances target the value of the population variance? In general, do variances make good estimators of population variances? Why or why not?
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28
A normal quartile plot is given below for the lifetimes (in hours) of a sample of batteries of a particular brand. Use the plot to assess the normality of the lifetimes of these batteries. Explain your reasoning.
A normal quartile plot is given below for the lifetimes (in hours) of a sample of batteries of a particular brand. Use the plot to assess the normality of the lifetimes of these batteries. Explain your reasoning.
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29
Suppose you are asked to find the 20th percentile and the 80th percentile for a set of scores.
These two problems are solved almost exactly the same. Draw the diagram for each and discuss the part of the solution that would be different in finding the requested probabilities.
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30
Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.

-The weekly incomes (in dollars) of a sample of 12 nurses working at a Los Angeles hospital
are given below.

5007506304805506507207808209601200770\begin{array}{rrrr}500 & 750 & 630 & 480 \\550 & 650 & 720 & 780 \\820 & 960 & 1200 & 770\end{array}
 Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.  -The weekly incomes (in dollars) of a sample of 12 nurses working at a Los Angeles hospital are given below.   \begin{array}{rrrr} 500 & 750 & 630 & 480 \\ 550 & 650 & 720 & 780 \\ 820 & 960 & 1200 & 770 \end{array}
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31
According to data from the American Medical Association, 10% of us are left-handed.
Suppose groups of 500 people are randomly selected. Find the probability that at least 80 are left-handed. Describe the characteristics of this problem which help you to recognize that the problem is about a binomial distribution which you are to solve by estimating with the normal distribution. (Assume that you would not use a computer, a table, or the binomial probability formula.)
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32
Explain how a nonstandard normal distribution differs from the standard normal distribution. Describe the process for finding probabilities for nonstandard normal distributions.
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33
SAT verbal scores are normally distributed with a mean of 430 and a standard deviation of 120 (based on data from the College Board ATP). (a) If a single student is randomly selected, find the probability that the sample mean is above 500. (b) If a sample of 35 students are selected randomly, find the probability that the sample mean is above 500.
These two problems appear to be very similar. Which problem requires the application of the central limit theorem, and in what way does the solution process differ between the two problems?
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34
The number of books sold over the course of the four-day book fair were 134, 178, 268, and 58. Assume that samples of size 2 are randomly selected with replacement from this population of four values. List the different possible samples, and find the mean of each of them.
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35
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the standard deviation of each of the 16 samples, then summarize the sampling distribution of the standard deviation in the format of a table representing the probability distribution.
(iii) Compare the population standard deviation to the mean of the sample standard deviations.
(iv) Do the sample standard deviations target the value of the population standard deviation? In general, do sample standard deviations make good estimators of population standard deviations? Why or why not?
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36
A poll of 1900 randomly selected students in grades 6 through 8 was conducted and found that 37% enjoy playing sports. Would confidence in the results increase if the sample size were 3500 instead of 1900? Why or why not?
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37
Explain why a continuity correction factor is necessary when approximating the binomial distribution by the normal distribution. Refer to the terms "discrete" and continuous", and draw a diagram to support your answer.
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38
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the variance of each of the 16 samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(iii) Compare the population variance to the mean of the sample variances.
(iv) Do the sample variances target the value of the population variance? In general, do sample variances make good estimators of population variances? Why or why not?
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39
Personal phone calls received in the last three days by a new employee were 2, 6, and 3. Assume that samples of size 2 are randomly selected with replacement from this population of three values. Identify the probability of each sample, and describe the sampling distribution of the sample means.
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40
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The data below represents the amount of television watched per week (in hours) for 40 randomly selected teenagers.
13417149675141220160151065313141553581112131474691331424151720\begin{array} { r r r r r r r r r r } 13 & 4 & 17 & 14 & 9 & 6 & 7 & 5 & 14 & 12 \\20 & 16 & 0 & 15 & 10 & 6 & 5 & 3 & 13 & 14 \\15 & 5 & 3 & 5 & 8 & 11 & 12 & 13 & 14 & 7 \\4 & 6 & 9 & 13 & 3 & 14 & 24 & 15 & 17 & 20\end{array}
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41
How does the standard normal distribution differ from a nonstandard normal distribution?
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42
A poll of 1500 randomly selected students in grades 6 through 8 was conducted and found that 51% enjoy playing sports. Is the 51% result a statistic or a parameter? Explain.
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43
A poll of 1600 randomly selected students in grades 6 through 8 was conducted and found that 45% enjoy playing sports. What is the sampling distribution suggested by the given data?
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44
When sampling without replacement from a finite population of size N, the following formula is used to find the standard deviation of the population of sample means: σx=σnNnN1\sigma _ { x } ^ { - } = \frac { \sigma } { \sqrt { n } } \sqrt { \frac { N - n } { N - 1 } } However, when the sample size n, is smaller than 5% of the population size, N, the finite population correction factor, NnN1\sqrt { \frac { N - n } { N - 1 } } , can be omitted. Explain in your own words why this is reasonable. For N=200\mathrm { N } = 200 nd the values of the finite population correction factor when the sample size is 10%, 5%, 3%, 1% of the population, respectively. What do you notice?
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45
Describe the process for finding probabilities using z scores and the standard normal distribution. Give an example to support your description.
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46
Describe the process for finding x values given probabilities.
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47
Define a standard normal distribution by identifying its shape and the numeric values for its mean and standard deviation. Mark the mean and the standard deviations on the curve. What do z scores measure? Relate the concept of z scores to the Empirical Rule.
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48
Replacement times for T.V. sets are normally distributed with a mean of 8.2 years and a standard deviation of 1.1 years (based on data from "Getting Things Fixed," Consumers Reports).
(a) Find the probability that a randomly selected T.V. will have a replacement time between 6.5 and 9.5 years.
(b) Find the probability that a randomly selected T.V. willhave a replacement time between 9.5 and 10.5 years. Draw the diagram for each and discuss the part of the solution that would be different in finding the requested probabilities.
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49
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 2, 3, and 10. Consider the values of 2, 3, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 2, 3, and 10. The nine different samples are as follows: (2, 2), (2, 3), (2, 10), (3, 2), (3, 3), (3, 10), (10, 2), (10, 3), and (10, 10).
(i) Find the standard deviation of each of the nine samples, then summarize the sampling distribution of the standard deviations in the format of a table representing the probability
distribution.
(ii) Compare the population standard deviation to the mean of the sample standard deviations.
(iii) Do the sample standard deviations target the value of the population standard deviation? In general, do standard deviations make good estimators of population standard deviation? Why or why not?
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50
State the central limit theorem. Describe the sampling distribution for a population that is uniform and for a population that is normal.
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51
SAT verbal scores are normally distributed with a mean of 430 and a standard deviation of 120 (based on the data from the College Board ATP). If a sample of 15 students is selected randomly, find the probability that the sample mean is above 500. Does the central limit theorem apply for this problem?
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52
Flood insurance policies sold in the last three days by a new agent were 2, 5, and 7. Assume that samples of size 2 are randomly selected with replacement from this population of three values. List the different possible samples, and find the mean of each of them.
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53
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54
Complete the following table for a distribution in which μ=16\mu = 16 It might be helpful to make a diagram to help you determine the continuity factor for each entry.
 Find the probability that  The continuity correction factor is:x is at least 12x is at most 12x is more than 12x is less than 12\begin{array} { r|l } \text { Find the probability that }& \text { The continuity correction factor is:}\\\hline \text {\(\mathrm { x }\) is at least 12}\\ \text {\(\mathrm { x }\) is at most 12}\\ \text {\(\mathrm { x }\) is more than 12}\\ \text {\(\mathrm { x }\) is less than 12}\\\end{array}
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55
Examine the given data set and determine whether the requirement of a normal distribution is satisfied. Assume that the requirement for a normal distribution is loose in the sense that the population distribution need not be exactly normal, but it must have a distribution which is basically symmetric with only one mode. Explain why you do or do not think that the requirement is satisfied.

-The numbers obtained on 50 rolls of a die. 15536456342535421431612612533441316225533516211465\begin{array} { l l l l l l l l l l } 1 & 5 & 5 & 3 & 6 & 4 & 5 & 6 & 3 & 4 \\2 & 5 & 3 & 5 & 4 & 2 & 1 & 4 & 3 & 1 \\6 & 1 & 2 & 6 & 1 & 2 & 5 & 3 & 3 & 4 \\4 & 1 & 3 & 1 & 6 & 2 & 2 & 5 & 5 & 3 \\3 & 5 & 1 & 6 & 2 & 1 & 1 & 4 & 6 & 5\end{array}
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56
A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning. A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning.
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57
A recent survey based on a random sample of n = 480 voters, predicted that the independent candidate for the mayoral election will get 23% of the vote, but he actually gets 28%. Can it be concluded that the survey was done incorrectly?
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58
After constructing a new manufacturing machine, 5 prototype integrated circuit chips are produced and it is found that 1 is defective (D) and 4 are acceptable (A). Assume that two of the chips are randomly selected with replacement from this population.
(i) After identifying the 25 different possible samples, find the proportion of circuits that are acceptable in each of them, then use a table to describe the sampling distribution of the proportions of circuits that are acceptable.
(ii) Find the mean of the sampling distribution.
(iii) Is the mean of the sampling distribution equal to the population proportion of circuits that are acceptable?
(iv) Does the mean of the sampling distribution of proportions always
equal the population proportion?
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59
Under what conditions can we apply the results of the central limit theorem?
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60
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 3, 6, and 7. Consider the values of 3, 6, and 7 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 3, 6, and 7. The nine different samples are as follows:
(3, 3), (3, 6), (3, 7), (6, 3), (6, 6), (6, 7), (7, 3), (7, 6), and (7, 7).
(i) Construct a probability distribution table that describes the sampling distribution of the proportion of even numbers when samples of size n = 2 are randomly selected.
(ii) Does the mean of the sample proportions target the value of the population proportion?
(iii) Does the sample proportion make a good estimator of the population proportion?
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61
A bank's loan officer rates applicants for credit. The ratings are normally distributed with a mean of 200 and a standard deviation of 50. Find P60, the score which separates the lower 60% from the top
40%)

A) 207.8
B) 211.3
C) 212.5
D) 187.5
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62
A study of the amount of time it takes a mechanic to rebuild the transmission for a 2005 Chevrolet Cavalier shows that the mean is 8.4 hours and the standard deviation is 1.8 hours. If 40 mechanics are randomly selected, find the probability that their mean rebuild time is less than 8.9 hours.

A) 0.4276
B) 0.9589
C) 0.9608
D) 0.9756
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63
Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.

-The systolic blood pressure (in mmHg) is given below for a sample of 12 men aged between 60 and 65.
127135118164143130125153120173140180\begin{array} { l l l l } 127 & 135 & 118 & 164 \\143 & 130 & 125 & 153 \\120 & 173 & 140 & 180\end{array}
 Construct a normal quartile plot of the given data. Use your plot to determine whether the data come from a normally distributed population.  -The systolic blood pressure (in mmHg) is given below for a sample of 12 men aged between 60 and 65.  \begin{array} { l l l l } 127 & 135 & 118 & 164 \\ 143 & 130 & 125 & 153 \\ 120 & 173 & 140 & 180 \end{array}
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64
The Precision Scientific Instrument Company manufactures thermometers that are supposed to give readings of 0°C at the freezing point of water. Tests on a large sample of these thermometers reveal that at the freezing point of water, some give readings below 0°C (denoted by negative numbers) and some give readings above 0°C (denoted by positive numbers). Assume that the mean reading is 0°C and the standard deviation of the readings is 1.00°C. Also assume that the frequency distribution of errors closely resembles the normal distribution. A thermometer is randomly selected and tested. Find the temperature reading corresponding to the given information.

-Find P40, the 40th percentile.

A) 0.25- 0.25 ^ { \circ }
B) 0.57- 0.57 ^ { \circ }
C) 0.570.57 ^ { \circ }
D) 0.250.25 ^ { \circ }
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65
In one region, the September energy consumption levels for single-family homes are found to be normally distributed with a mean of 1050 kWh and a standard deviation of 218 kWh. If 50 different homes are randomly selected, find the probability that their mean energy consumption level for September is greater than 1075 kWh.

A) 0.2910
B) 0.4562
C) 0.0438
D) 0.2090
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66
Under what conditions are you allowed to use the normal distribution to approximate the binomial distribution? Under what conditions might you want to use the normal distribution to approximate the binomial as opposed to using the binomial probability formula, a table of binomial probabilities, or a computer?
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67
Use the normal distribution to approximate the desired probability.

-A coin is tossed 20 times. A person, who claims to have extrasensory perception, is asked to predict the outcome of each flip in advance. She predicts correctly on 11 tosses. What is the probability of being correct 11 or more times by guessing? Does this probability seem to verify her claim?

A) 0.0871, yes
B) 0.4129, no
C) 0.4129, yes
D) 0.0871, no
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68
Assume that z scores are normally distributed with a mean of 0 and a standard deviation of 1. If P(z > c) = 0.1093, find c.

A) 0.27
B) 1.23
C) -1.23
D) 0.4562
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69
Assume that adults have IQ scores that are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test). Find the probability that a randomly selected adult has an IQ between 90 and 120 (somewhere in the range of normal to bright normal).

A) 0.6014
B) 0.6568
C) 0.6977
D) 0.6227
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70
Suppose that replacement times for washing machines are normally distributed with a mean of 9.3 years and a standard deviation of 1.1 years. Find the probability that 70 randomly selected washing machines will have a mean replacement time less than 9.1 years.

A) 0.4357
B) 0.0714
C) 0.0643
D) 0.4286
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71
Human body temperatures are normally distributed with a mean of 98.20°F and a standard deviation of 0.62°F. Find the temperature that separates the top 7% from the bottom 93%. Round to the nearest hundredth of a degree.

A) 97.28°F
B) 99.12°F
C) 98.40°F
D) 98.78°F
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72
Find the indicated z score. The graph depicts the standard normal distribution with mean 0 and standard deviation 1.
Shaded area is 0.8599. <strong>Find the indicated z score. The graph depicts the standard normal distribution with mean 0 and standard deviation 1. Shaded area is 0.8599.  </strong> A) 0.8051 B) 1.08 C) -1.08 D) 0.5557

A) 0.8051
B) 1.08
C) -1.08
D) 0.5557
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73
Sketch a brief diagram of the standard normal distribution table. You only need to show two sets of values. Identify the z scores and the area scores in the table by circling the scores and writing z score and area by each one. Describe how to find the area corresponding to a given z score. Describe how to find the the z score corresponding to a given area value.
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74
The volumes of soda in quart soda bottles are normally distributed with a mean of 32.3 oz and a standard deviation of 1.2 oz. What is the probability that the volume of soda in a randomly selected bottle will be less than 32 oz?

A) 0.0987
B) 0.3821
C) 0.4013
D) 0.5987
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75
Find the indicated IQ score. The graph depicts IQ scores of adults, and those scores are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test). <strong>Find the indicated IQ score. The graph depicts IQ scores of adults, and those scores are normally distributed with a mean of 100 and a standard deviation of 15 (as on the Wechsler test).   The shaded area under the curve is 0.10.</strong> A) 108.1 B) 100.5 C) 80.8 D) 119.2 The shaded area under the curve is 0.10.

A) 108.1
B) 100.5
C) 80.8
D) 119.2
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76
The ages (in years) of the four U.S. vice presidents who assumed office after presidential assassinations are 56 (A. Johnson), 51 (C. Arthur), 42 (T. Roosevelt), and 55 (L.B. Johnson).
(i) Assuming that 2 of the ages are randomly selected with replacement, list the 16 different possible samples.
(ii) Find the median of each of the 16 samples, then summarize the sampling distribution of the medians in the format of a table representing the probability distribution.
(iii) Compare the population median to the mean of the sample medians.
(iv) Do the sample medians target the value of the population median? In general, do sample medians make good estimators of population medians? Why or why not?
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77
A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning. A normal quartile plot is given below for a sample of scores on an aptitude test. Use the plot to assess the normality of scores on this test. Explain your reasoning.
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78
In one region, the September energy consumption levels for single-family homes are found to be normally distributed with a mean of 1050 kWh and a standard deviation of 218 kWh. For a randomly selected home, find the probability that the September energy consumption level is between 1100 kWh and 1225 kWh.

A) 0.0910
B) 0.2881
C) 0.3791
D) 0.1971
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79
The given values are discrete. Use the continuity correction and describe the region of the normal distribution that corresponds to the indicated probability.

-The probability of more than 56 correct answers

A) The area to the right of 55.5
B) The area to the right of 56
C) The area to the left of 56.5
D) The area to the right of 56.5
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80
Three randomly selected households are surveyed as a pilot project for a larger survey to be conducted later. The numbers of people in the households are 5, 6, and 10. Consider the values of 5, 6, and 10 to be a population. Assume that samples of size n = 2 are randomly selected with replacement from the population of 5, 6, and 10. The nine different samples are as follows:
(5, 5), (5, 6), (5, 10), (6, 5), (6, 6), (6, 10), (10, 5), (10, 6), and (10, 10).
(i) Find the variance of each of the nine samples, then summarize the sampling distribution of the variances in the format of a table representing the probability distribution.
(ii) Compare the population variance to the mean of the sample variances.
(iii) Do the sample variances target the value of the population variance? In general, do variances make good estimators of population variances? Why or why not?
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