Deck 12: Tests of Hypotheses: Means

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Question
In a hypothesis test, α\alpha indicates

A) the area of the rejection region for the null hypothesis.
B) the probability of a Type II error.
C) whether the test is one-tailed or two-tailed.
D) the probability of accepting the null hypothesis.
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Question
In conducting a hypothesis test, the procedure always assumes that

A) the alternative hypothesis is true.
B) the alternative hypothesis is false.
C) the null hypothesis is true.
D) the null hypothesis is false
Question
If the null and alternative hypotheses are H0:μ=80HA:μ>80\begin{aligned}& H_{0}: \mu=80 \\& \mathrm{H}_{A}: \mu>80\end{aligned}
Then the area of rejection for the null hypothesis is

A) to the left.
B) to the right.
C) split into two parts in both directions.
D) cannot be determined from the given information.
Question
When a null hypothesis cannot be rejected, we conclude that

A) the null hypothesis is true.
B) the null hypothesis may be true.
C) the alternative hypothesis is true.
D) the alternative hypothesis may be true.
Question
In a large-sample hypothesis test with an alternative hypothesis of μ>60\mu>60 , the pp -value equals

A) α\alpha .
B) β\beta .
C) the critical value of zz .
D) the area to the right of the obtained zz value.
Question
A null hypothesis will be rejected if

A) α=.05\alpha=.05 and pp -value =.15=.15 .
B) α=.05\alpha=.05 and pp -value =.03=.03 .
C) α=.01\alpha=.01 and pp -value =.03=.03 .
D) the obtained value of zz is closer to the null hypothesis mean than the critical value.
Question
In a hypothesis test that a population mean is at least 50, it is a Type I error to conclude that the mean is

A) at least 50 when it is not.
B) at least 50 when it is.
C) less than 50 when it is not.
D) less than 50 when it is.
Question
The location of the rejection region for the null hypothesis is determined by

A) the sign in the null hypothesis.
B) the sign in the alternative hypothesis.
C) the size of α\alpha .
D) the sample size nn .
Question
If α=0.05\alpha=0.05 in a two-tailed large-sample hypothesis test for a population mean, then

A) 1.96 is a critical value.
B) 1.96 is a pp -value.
C) 1.65 is a pp -value.
D) 1.65 is a critical value.
Question
Which of the following is a possible null hypothesis for a two-tailed hypothesis test?

A) xˉ=30\bar{x}=30
B) μ30\mu \neq 30
C) μ30\mu \geq 30
D) μ=30\mu=30
Question
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-With 90%90 \% confidence, what can the manager conclude about the possible size of his error in using 8.4 minutes to estimate the true average waiting time?
Question
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-Find a 90%90 \% confidence interval for the true average customer waiting time.
Question
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-With 98%98 \% confidence, what can the manager conclude about the possible size of his error in using 8.4 minutes to estimate the true average waiting time?
Question
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-Find a 98%98 \% confidence interval for the true average customer waiting time.
Question
An employment agency wants to estimate the average number of people who will respond to one of their ads. If σ=40\sigma=40 people, how large a sample is needed to be able to assert with probability 0.95 that the estimate will be off by at most 10 people?
Question
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.
-State the hypothesis in symbols.
Question
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.

-Test the hypothesis using the 5%5 \% significance level.
Question
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.
-Find the value of xˉ\bar{x} necessary to reject the null hypothesis.
Question
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.
-For the above situation, state the hypotheses if this is a two-tailed test.
Question
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, conduct the two-tailed test with α=0.05\alpha=0.05 .
Question
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, test the hypothesis that μ1μ2=5\mu_{1}-\mu_{2}=5 against a two-tailed alternative.
Question
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, explain under what condition a Type I error would be committed.
Question
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, explain under what condition a Type II error would be committed.
Question
An automobile manufacturer has claimed that his car averages at least 30 m30 \mathrm{~m} .p.g. on the highway. A random sample of 16 such cars finds an average of 25 m25 \mathrm{~m} . p.g. with a standard deviation of 8 m.p.g8 \mathrm{~m} . p . g .
-State the hypotheses symbolically for the one-tailed test.
Question
An automobile manufacturer has claimed that his car averages at least 30 m30 \mathrm{~m} .p.g. on the highway. A random sample of 16 such cars finds an average of 25 m25 \mathrm{~m} . p.g. with a standard deviation of 8 m.p.g8 \mathrm{~m} . p . g .

-Conduct the hypothesis test if α=0.01\alpha=0.01 .
Question
A bank would like to evaluate whether there is a difference in the effectiveness in the methods they use to teach their management trainees. For 10 employees that are taught by method 1, the average score on an evaluation examination was 86 with a standard deviation of 6 . For 12 employees taught by method 2 , the average score was 81 with a standard deviation of 4.
-State the hypotheses for the two-tailed test in symbols.
Question
A bank would like to evaluate whether there is a difference in the effectiveness in the methods they use to teach their management trainees. For 10 employees that are taught by method 1, the average score on an evaluation examination was 86 with a standard deviation of 6 . For 12 employees taught by method 2 , the average score was 81 with a standard deviation of 4.

-Conduct the hypothesis test using α=0.05\alpha=0.05 .
Question
A housing developer suspects that housing prices in a geographical area are higher than the national average.
-If the developer decides to build a housing community only if a survey of housing prices in the area confirms his suspicions, what hypothesis and alternative should he set up?
Question
A housing developer suspects that housing prices in a geographical area are higher than the national average.
-If the developer decides to build the community and the survey of housing prices does not produce an average significantly lower than the national average, what hypothesis and alternative should he set up?
Question
A housing developer suspects that housing prices in a geographical area are higher than the national average. Suppose the average national home price is $64,000\$ 64,000 with a standard deviation of $5,000\$ 5,000 , and the developer decides to build the community only if, in a random sample of 50 newly -sold houses, the average price is more than $66,000\$ 66,000 .
-What is the probability that the developer builds the community when the prices in the area are only average?
Question
A housing developer suspects that housing prices in a geographical area are higher than the national average. Suppose the average national home price is $64,000\$ 64,000 with a standard deviation of $5,000\$ 5,000 , and the developer decides to build the community only if, in a random sample of 50 newly -sold houses, the average price is more than $66,000\$ 66,000 .
-What is the probability of the developer not building the community if the area price average is $67,000\$ 67,000 ?
Question
We would like to estimate the average amount of time that all students at a certain college spent studying during Spring Weekend. We would like to be 90%\mathbf{9 0} \% confident that our estimate is within .5 hours of the actual population average.
-Find the minimum number of students that need to be sampled if it is known that the maximum and minimum amounts of hours were done by students who studied for 15 hours and 0 hours respectively.
Question
We would like to estimate the average amount of time that all students at a certain college spent studying during Spring Weekend. We would like to be 90%\mathbf{9 0} \% confident that our estimate is within .5 hours of the actual population average.
-Find a 90%90 \% confidence interval for the average study time of all students at the college if the sample average was 3.5 hours.
Question
The manufacturers of a deodorant claim that the mean drying time of their product is, at most, 15 minutes. A sample consisting of 16 cans of the product was used to test the manufacturer's claim. The experiment yielded a mean drying time of 18 minutes with a standard deviation of 6 minutes. Test the claim at the 0.05 significance level.
Question
A college food service wanted to determine whether male students consumed more pizza during a given week than female students. A sample of 60 male students found an average consumption of 48 ounces with a standard deviation of 30 ounces. A sample of 80 female students finds an average consumption of 25 ounces with a standard deviation of 20 ounces. Test the appropriate hypothesis at the 0.01 significance level.
Question
If hypotheses are H0:μ=50;HA:μ50H_{0}: \mu=50 ; H_{A}: \mu \neq 50 with a sample size of 36 and s=4s=4 , find the critical value of xx necessary to reject H0H_{0} for α=0.02\alpha=0.02 .
Question
A motor vehicle bureau claims that the mean time it takes an arriving applicant to obtain a new registration is 30 minutes. If, as suspected, this figure is too low, what null and alternative hypotheses should be used to put this to the test?
Question
In the hypothesis tests for large and small sample means and differences between means, the left hand term in the numerator is always a population value.
Question
A hypothesis test is always an attempt to make a decision about a sample value.
Question
The alternative hypothesis can never contain an equal sign.
Question
If we increase the confidence level, then we decrease the width of the interval.
Question
The larger the sample size nn , the smaller the maximum error of estimate.
Question
A confidence interval found by using the sample mean as an estimate is an attempt to provide an interval for the population mean.
Question
The level of significance should always be specified before a significance test is performed.
Question
Increasing the sample size increases the probability of making a Type I error.
Question
If we reject a true null hypothesis, then we are commit ting a Type II error.
Question
The given confidence level is substituted into the formula used to obtain the required sample size.
Question
In a one-tailed test that a population mean is at least 50, the alternative hypothesis can be written in symbols as __________.
Question
The probability of a Type I error is equal to __________.
Question
The population value that xˉ1xˉ2\bar{x}_{1}-\bar{x}_{2} estimates is __________.
Question
The failure to reject a false null hypothesis is called a __________ error.
Question
A small-sample confidence interval formula for a population mean differs from the corresponding large-sample formula in that the small-sample formula contains __________.
Question
A sample size of 14 is used to find a confidence interval. The number of degrees of freedom needed is __________.
Question
The value of zz that separates the acceptance region from the rejection region is called __________.
Question
In a test that a difference of two population means is equal to 5, the alternative hypothesis can be written in symbols as __________.
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Deck 12: Tests of Hypotheses: Means
1
In a hypothesis test, α\alpha indicates

A) the area of the rejection region for the null hypothesis.
B) the probability of a Type II error.
C) whether the test is one-tailed or two-tailed.
D) the probability of accepting the null hypothesis.
the area of the rejection region for the null hypothesis.
2
In conducting a hypothesis test, the procedure always assumes that

A) the alternative hypothesis is true.
B) the alternative hypothesis is false.
C) the null hypothesis is true.
D) the null hypothesis is false
the null hypothesis is true.
3
If the null and alternative hypotheses are H0:μ=80HA:μ>80\begin{aligned}& H_{0}: \mu=80 \\& \mathrm{H}_{A}: \mu>80\end{aligned}
Then the area of rejection for the null hypothesis is

A) to the left.
B) to the right.
C) split into two parts in both directions.
D) cannot be determined from the given information.
to the right.
4
When a null hypothesis cannot be rejected, we conclude that

A) the null hypothesis is true.
B) the null hypothesis may be true.
C) the alternative hypothesis is true.
D) the alternative hypothesis may be true.
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5
In a large-sample hypothesis test with an alternative hypothesis of μ>60\mu>60 , the pp -value equals

A) α\alpha .
B) β\beta .
C) the critical value of zz .
D) the area to the right of the obtained zz value.
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
6
A null hypothesis will be rejected if

A) α=.05\alpha=.05 and pp -value =.15=.15 .
B) α=.05\alpha=.05 and pp -value =.03=.03 .
C) α=.01\alpha=.01 and pp -value =.03=.03 .
D) the obtained value of zz is closer to the null hypothesis mean than the critical value.
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7
In a hypothesis test that a population mean is at least 50, it is a Type I error to conclude that the mean is

A) at least 50 when it is not.
B) at least 50 when it is.
C) less than 50 when it is not.
D) less than 50 when it is.
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Unlock Deck
k this deck
8
The location of the rejection region for the null hypothesis is determined by

A) the sign in the null hypothesis.
B) the sign in the alternative hypothesis.
C) the size of α\alpha .
D) the sample size nn .
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Unlock for access to all 55 flashcards in this deck.
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k this deck
9
If α=0.05\alpha=0.05 in a two-tailed large-sample hypothesis test for a population mean, then

A) 1.96 is a critical value.
B) 1.96 is a pp -value.
C) 1.65 is a pp -value.
D) 1.65 is a critical value.
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10
Which of the following is a possible null hypothesis for a two-tailed hypothesis test?

A) xˉ=30\bar{x}=30
B) μ30\mu \neq 30
C) μ30\mu \geq 30
D) μ=30\mu=30
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11
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-With 90%90 \% confidence, what can the manager conclude about the possible size of his error in using 8.4 minutes to estimate the true average waiting time?
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12
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-Find a 90%90 \% confidence interval for the true average customer waiting time.
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13
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-With 98%98 \% confidence, what can the manager conclude about the possible size of his error in using 8.4 minutes to estimate the true average waiting time?
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14
A manager of a cafeteria wants to estimate the average time customers wait before being served. A random sample of 49 customers has an average waiting time of 8.4 minutes with a standard deviation of 3.5 minutes.

-Find a 98%98 \% confidence interval for the true average customer waiting time.
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
15
An employment agency wants to estimate the average number of people who will respond to one of their ads. If σ=40\sigma=40 people, how large a sample is needed to be able to assert with probability 0.95 that the estimate will be off by at most 10 people?
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k this deck
16
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.
-State the hypothesis in symbols.
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k this deck
17
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.

-Test the hypothesis using the 5%5 \% significance level.
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k this deck
18
An automobile rustproofing company claims that their methods protect cars for 60 months. This hypothesis is tested against the alternative that the protection lasts for less than 60 months. A random sample of 100 cars produces an average time of 57 months with a standard deviation of 15 months.
-Find the value of xˉ\bar{x} necessary to reject the null hypothesis.
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19
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.
-For the above situation, state the hypotheses if this is a two-tailed test.
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k this deck
20
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, conduct the two-tailed test with α=0.05\alpha=0.05 .
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21
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, test the hypothesis that μ1μ2=5\mu_{1}-\mu_{2}=5 against a two-tailed alternative.
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k this deck
22
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, explain under what condition a Type I error would be committed.
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23
Two supermarket owners each claim that more customers enter their store than enter the other's store. A survey was taken and it was found that in 60 days an average of 810 people per day entered the first store with a standard deviation of 40 people. A corresponding survey found that in 80 days an average of 800 people per day entered the second store with a standard deviation of 30 people.

-For the above situation, explain under what condition a Type II error would be committed.
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24
An automobile manufacturer has claimed that his car averages at least 30 m30 \mathrm{~m} .p.g. on the highway. A random sample of 16 such cars finds an average of 25 m25 \mathrm{~m} . p.g. with a standard deviation of 8 m.p.g8 \mathrm{~m} . p . g .
-State the hypotheses symbolically for the one-tailed test.
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25
An automobile manufacturer has claimed that his car averages at least 30 m30 \mathrm{~m} .p.g. on the highway. A random sample of 16 such cars finds an average of 25 m25 \mathrm{~m} . p.g. with a standard deviation of 8 m.p.g8 \mathrm{~m} . p . g .

-Conduct the hypothesis test if α=0.01\alpha=0.01 .
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26
A bank would like to evaluate whether there is a difference in the effectiveness in the methods they use to teach their management trainees. For 10 employees that are taught by method 1, the average score on an evaluation examination was 86 with a standard deviation of 6 . For 12 employees taught by method 2 , the average score was 81 with a standard deviation of 4.
-State the hypotheses for the two-tailed test in symbols.
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k this deck
27
A bank would like to evaluate whether there is a difference in the effectiveness in the methods they use to teach their management trainees. For 10 employees that are taught by method 1, the average score on an evaluation examination was 86 with a standard deviation of 6 . For 12 employees taught by method 2 , the average score was 81 with a standard deviation of 4.

-Conduct the hypothesis test using α=0.05\alpha=0.05 .
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Unlock for access to all 55 flashcards in this deck.
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k this deck
28
A housing developer suspects that housing prices in a geographical area are higher than the national average.
-If the developer decides to build a housing community only if a survey of housing prices in the area confirms his suspicions, what hypothesis and alternative should he set up?
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Unlock Deck
k this deck
29
A housing developer suspects that housing prices in a geographical area are higher than the national average.
-If the developer decides to build the community and the survey of housing prices does not produce an average significantly lower than the national average, what hypothesis and alternative should he set up?
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
30
A housing developer suspects that housing prices in a geographical area are higher than the national average. Suppose the average national home price is $64,000\$ 64,000 with a standard deviation of $5,000\$ 5,000 , and the developer decides to build the community only if, in a random sample of 50 newly -sold houses, the average price is more than $66,000\$ 66,000 .
-What is the probability that the developer builds the community when the prices in the area are only average?
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Unlock Deck
k this deck
31
A housing developer suspects that housing prices in a geographical area are higher than the national average. Suppose the average national home price is $64,000\$ 64,000 with a standard deviation of $5,000\$ 5,000 , and the developer decides to build the community only if, in a random sample of 50 newly -sold houses, the average price is more than $66,000\$ 66,000 .
-What is the probability of the developer not building the community if the area price average is $67,000\$ 67,000 ?
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
32
We would like to estimate the average amount of time that all students at a certain college spent studying during Spring Weekend. We would like to be 90%\mathbf{9 0} \% confident that our estimate is within .5 hours of the actual population average.
-Find the minimum number of students that need to be sampled if it is known that the maximum and minimum amounts of hours were done by students who studied for 15 hours and 0 hours respectively.
Unlock Deck
Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
33
We would like to estimate the average amount of time that all students at a certain college spent studying during Spring Weekend. We would like to be 90%\mathbf{9 0} \% confident that our estimate is within .5 hours of the actual population average.
-Find a 90%90 \% confidence interval for the average study time of all students at the college if the sample average was 3.5 hours.
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
34
The manufacturers of a deodorant claim that the mean drying time of their product is, at most, 15 minutes. A sample consisting of 16 cans of the product was used to test the manufacturer's claim. The experiment yielded a mean drying time of 18 minutes with a standard deviation of 6 minutes. Test the claim at the 0.05 significance level.
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Unlock for access to all 55 flashcards in this deck.
Unlock Deck
k this deck
35
A college food service wanted to determine whether male students consumed more pizza during a given week than female students. A sample of 60 male students found an average consumption of 48 ounces with a standard deviation of 30 ounces. A sample of 80 female students finds an average consumption of 25 ounces with a standard deviation of 20 ounces. Test the appropriate hypothesis at the 0.01 significance level.
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Unlock for access to all 55 flashcards in this deck.
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k this deck
36
If hypotheses are H0:μ=50;HA:μ50H_{0}: \mu=50 ; H_{A}: \mu \neq 50 with a sample size of 36 and s=4s=4 , find the critical value of xx necessary to reject H0H_{0} for α=0.02\alpha=0.02 .
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37
A motor vehicle bureau claims that the mean time it takes an arriving applicant to obtain a new registration is 30 minutes. If, as suspected, this figure is too low, what null and alternative hypotheses should be used to put this to the test?
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k this deck
38
In the hypothesis tests for large and small sample means and differences between means, the left hand term in the numerator is always a population value.
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39
A hypothesis test is always an attempt to make a decision about a sample value.
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40
The alternative hypothesis can never contain an equal sign.
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41
If we increase the confidence level, then we decrease the width of the interval.
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42
The larger the sample size nn , the smaller the maximum error of estimate.
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43
A confidence interval found by using the sample mean as an estimate is an attempt to provide an interval for the population mean.
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44
The level of significance should always be specified before a significance test is performed.
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45
Increasing the sample size increases the probability of making a Type I error.
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46
If we reject a true null hypothesis, then we are commit ting a Type II error.
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47
The given confidence level is substituted into the formula used to obtain the required sample size.
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48
In a one-tailed test that a population mean is at least 50, the alternative hypothesis can be written in symbols as __________.
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49
The probability of a Type I error is equal to __________.
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50
The population value that xˉ1xˉ2\bar{x}_{1}-\bar{x}_{2} estimates is __________.
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51
The failure to reject a false null hypothesis is called a __________ error.
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52
A small-sample confidence interval formula for a population mean differs from the corresponding large-sample formula in that the small-sample formula contains __________.
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53
A sample size of 14 is used to find a confidence interval. The number of degrees of freedom needed is __________.
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54
The value of zz that separates the acceptance region from the rejection region is called __________.
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55
In a test that a difference of two population means is equal to 5, the alternative hypothesis can be written in symbols as __________.
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