Deck 6: Statistical Inference
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Deck 6: Statistical Inference
1
When the expected value of the point estimator is equal to the population parameter it estimates, it is said to be
A)unbiased.
B)precise.
C)symmetric.
D)predicted.
A)unbiased.
B)precise.
C)symmetric.
D)predicted.
unbiased.
2
The purpose of statistical inference is to make estimates or draw conclusions about a
A)sample based upon information obtained from the population.
B)population based upon information obtained from the sample.
C)statistic based upon information obtained from the population.
D)mean of the sample based upon the mean of the population.
A)sample based upon information obtained from the population.
B)population based upon information obtained from the sample.
C)statistic based upon information obtained from the population.
D)mean of the sample based upon the mean of the population.
population based upon information obtained from the sample.
3
In order to determine an interval for the mean of a population with unknown standard deviation, a sample of 24 items is selected. The mean of the sample is determined to be 23. The number of degrees of freedom for reading the t value is
A)21.
B)22.
C)23.
D)24.
A)21.
B)22.
C)23.
D)24.
23.
4
The CEO of a company wants to estimate the percent of employees that use company computers to go on Facebook during work hours with 95% confidence. He selects a random sample of 150 of the employees and finds that 53 of them logged onto Facebook that day. What is the estimate of the standard error of the proportion proportion ?
A)0.039
B)0.050
C)0.350
D)0.455
A)0.039
B)0.050
C)0.350
D)0.455
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5
The population parameter value and the point estimate differ because a sample is not a census of the entire population, but it is being used to develop the
A)population parameter.
B)point estimate.
C)population mean.
D)standard error.
A)population parameter.
B)point estimate.
C)population mean.
D)standard error.
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6
The value of the ___________ is used to estimate the value of the population parameter.
A)population statistic
B)sample parameter
C)population estimate
D)sample statistic
A)population statistic
B)sample parameter
C)population estimate
D)sample statistic
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7
A statistics teacher started class one day by drawing the names of 10 students out of a hat and asked them to do as many pushups as they could. The 10 randomly selected students averaged 15 pushups per person with a standard deviation of 9 pushups. Suppose the distribution of the population of number of pushups that can be done is approximately normal. What is the standard error of the mean?
A)0.900
B)2.876
C)3.061
D)4.743
A)0.900
B)2.876
C)3.061
D)4.743
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8
As the number of degrees of freedom for a t distribution increases, the difference between the t distribution and the standard normal distribution
A)becomes larger.
B)becomes smaller.
C)stays the same.
D)fluctuates.
A)becomes larger.
B)becomes smaller.
C)stays the same.
D)fluctuates.
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9
The basis for using a normal probability distribution to approximate the sampling distribution of the sample means and population mean is
A)Chebyshev's theorem.
B)the empirical rule.
C)the central limit theorem.
D)Bayes' theorem.
A)Chebyshev's theorem.
B)the empirical rule.
C)the central limit theorem.
D)Bayes' theorem.
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10
An estimate of a population parameter that provides an interval of values believed to contain the value of the parameter is known as the
A)confidence level.
B)interval estimate.
C)parameter level.
D)population estimate.
A)confidence level.
B)interval estimate.
C)parameter level.
D)population estimate.
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11
The random numbers generated using Excel's RAND function follows a __________ probability distribution between 0 and 1.
A)normal
B)uniform
C)binomial
D)random
A)normal
B)uniform
C)binomial
D)random
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12
A simple random sample of size n from a finite population of size N is a sample selected such that each possible sample of size
A)N and n have the same probability of being selected.
B)n has a probability of 0.5 of being selected.
C)n has a probability of 0.05 of being selected.
D)n has the same probability of being selected.
A)N and n have the same probability of being selected.
B)n has a probability of 0.5 of being selected.
C)n has a probability of 0.05 of being selected.
D)n has the same probability of being selected.
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13
If the expected value of the sample statistic is equal to the population parameter being estimated, the sample statistic is said to
A)have low variability.
B)be an unbiased estimator of the population parameter.
C)have high precision.
D)be a random estimator of the population parameter.
A)have low variability.
B)be an unbiased estimator of the population parameter.
C)have high precision.
D)be a random estimator of the population parameter.
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14
A simple random sample of 31 observations was taken from a large population. The sample mean equals 5. Five is a
A)population parameter.
B)point estimate.
C)population mean.
D)standard error.
A)population parameter.
B)point estimate.
C)population mean.
D)standard error.
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15
The t value for a 99% confidence interval estimation based upon a sample of size 10 is
A)1.645.
B)1.812.
C)2.576.
D)3.169.
A)1.645.
B)1.812.
C)2.576.
D)3.169.
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16
The CEO of a company wants to estimate the percent of employees that use company computers to go on Facebook during work hours with 95% confidence. He selects a random sample of 150 of the employees and finds that 53 of them logged onto Facebook that day. What is the point estimate of the proportion of the population that logged onto Facebook that day?
A)0.25
B)0.35
C)0.53
D)0.65
A)0.25
B)0.35
C)0.53
D)0.65
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17
In interval estimation, as the sample size becomes larger, the interval estimate
A)becomes narrower.
B)becomes wider.
C)remains the same, since the mean is not changing.
D)gets closer to 1.96.
A)becomes narrower.
B)becomes wider.
C)remains the same, since the mean is not changing.
D)gets closer to 1.96.
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18
A random sample selected from an infinite population is a sample selected such that each element selected comes from the same __________ and each element is selected __________.
A)population; independently
B)population; simultaneously
C)sample; independently
D)sample; simultaneously
A)population; independently
B)population; simultaneously
C)sample; independently
D)sample; simultaneously
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19
The finite correction factor should be used in the computation of the standard deviation of the sample mean and the standard population when n / N is
A)greater than 0.05.
B)greater than 0.5.
C)less than 0.05.
D)less than 0.5.
A)greater than 0.05.
B)greater than 0.5.
C)less than 0.05.
D)less than 0.5.
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20
For a population with an unknown distribution, the form of the sampling distribution of the sample mean is
A)approximately normal for small sample sizes.
B)exactly normal for large sample sizes.
C)exactly normal for small sample sizes.
D)approximately normal for large sample sizes.
A)approximately normal for small sample sizes.
B)exactly normal for large sample sizes.
C)exactly normal for small sample sizes.
D)approximately normal for large sample sizes.
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21
A sample of 37 AA batteries had a mean lifetime of 584 hours. A 95% confidence interval for the population mean was 579.2 < μ < 588.8. Which statement is the correct interpretation of the results?
A)We are 95% confident that the mean lifetime of all the bulbs in the population is between 579.2 hours and 588.8 hours.
B)The probability that the population mean is between 579.2 hours and 588.8 hours is 0.95.
C)95% of the light bulbs in the sample had lifetimes between 579.2 hours and 588.8 hours.
D)None of these statements correctly interpret the results.
A)We are 95% confident that the mean lifetime of all the bulbs in the population is between 579.2 hours and 588.8 hours.
B)The probability that the population mean is between 579.2 hours and 588.8 hours is 0.95.
C)95% of the light bulbs in the sample had lifetimes between 579.2 hours and 588.8 hours.
D)None of these statements correctly interpret the results.
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22
The owners of a fast food restaurant have automatic drink dispensers to help fill orders more quickly. When the 12 ounce button is pressed, they would like for exactly 12 ounces of beverage to be dispensed. There is, however, some variation in this amount. The company does not want the machine to systematically over fill or under fill the cups. Which of the following gives the correct set of hypotheses?
A)H0: u > 12, Ha: u < 12
B)H0: u = 12, Ha: u ≠ 12
C)H0: u ≤ 12, Ha: u > 12
D)H0: u ≥ 12, Ha: u < 12
A)H0: u > 12, Ha: u < 12
B)H0: u = 12, Ha: u ≠ 12
C)H0: u ≤ 12, Ha: u > 12
D)H0: u ≥ 12, Ha: u < 12
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23
A statistics teacher started class one day by drawing the names of 10 students out of a hat and asked them to do as many pushups as they could. The 10 randomly selected students averaged 15 pushups per person with a standard deviation of 9 pushups. Suppose the distribution of the population of number of pushups that can be done is approximately normal. The 95% confidence interval for the true mean number of pushups that can be done is
A)5.75 to 24.25.
B)8.56 to 21.40.
C)11.31 to 18.55.
D)13.02 to 16.98.
A)5.75 to 24.25.
B)8.56 to 21.40.
C)11.31 to 18.55.
D)13.02 to 16.98.
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24
A pizza shop advertises that they deliver in 30 minutes or less or it is free. People who live in homes that are located on the opposite side of town believe it will take the pizza shop longer than 30 minutes to make and deliver the pizza. Write the null and alternative hypotheses that can be used to conduct a significance test.
A)H0: u ≤ 30, Ha: u > 30
B)H0: u < 30, Ha: u > 30
C)H0: u ≥ 30, Ha: u < 30
D)H0: u > 30, Ha: u < 30
A)H0: u ≤ 30, Ha: u > 30
B)H0: u < 30, Ha: u > 30
C)H0: u ≥ 30, Ha: u < 30
D)H0: u > 30, Ha: u < 30
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25
Using an α = 0.04, a confidence interval for a population proportion is determined to be 0.65 to 0.75. If the level of significance is decreased, the interval for the population proportion
A)becomes narrower.
B)becomes wider.
C)does not change.
D)remains the same.
A)becomes narrower.
B)becomes wider.
C)does not change.
D)remains the same.
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26
A null and alternative hypothesis for a one proportion z test are given as H0: p = 0.8, Ha: p < 0.8. This hypothesis test is
A)lower-tailed.
B)upper-tailed.
C)two-tailed.
D)these hypotheses are incorrectly stated.
A)lower-tailed.
B)upper-tailed.
C)two-tailed.
D)these hypotheses are incorrectly stated.
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27
Two approaches to drawing a conclusion in a hypothesis test are
A)p-value and critical value.
B)one-tailed and two-tailed.
C)Type I and Type II.
D)null and alternative.
A)p-value and critical value.
B)one-tailed and two-tailed.
C)Type I and Type II.
D)null and alternative.
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28
A Type I error is committed when
A)a true alternative hypothesis is not accepted.
B)a true null hypothesis is rejected.
C)the critical value is greater than the value of the test statistic.
D)the validity of a claim was rejected.
A)a true alternative hypothesis is not accepted.
B)a true null hypothesis is rejected.
C)the critical value is greater than the value of the test statistic.
D)the validity of a claim was rejected.
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29
Larger values of α have the disadvantage of increasing the probability of making a
A)Type I error.
B)Type II error.
C)random sampling error.
D)normal probability error.
A)Type I error.
B)Type II error.
C)random sampling error.
D)normal probability error.
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30
A pizza shop advertises that they deliver in 30 minutes or less or it is free. People who live in homes that are located on the opposite side of town believe it will take the pizza shop longer than 30 minutes to make and deliver the pizza. A random sample of 50 deliveries to homes across town was taken and the mean time was computed to be 32 minutes. What is the appropriate symbol to represent the value, 32?
A)u = 32
B) = 32
C)n = 32
D) = 32
A)u = 32
B) = 32
C)n = 32
D) = 32
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31
The average number of hours for a random sample of mail order pharmacists from company A was 50.1 hours last year. It is believed that changes to medical insurance have led to a reduction in the average work week. To test the validity of this belief, the hypotheses are
A)H0: u > 50.1, Ha: u < 50.1.
B)H0: u = 50.1, Ha: u = 50.1.
C)H0: u ≤ 50.1, Ha: u > 50.1.
D)H0: u ≥ 50.1, Ha: u < 50.1.
A)H0: u > 50.1, Ha: u < 50.1.
B)H0: u = 50.1, Ha: u = 50.1.
C)H0: u ≤ 50.1, Ha: u > 50.1.
D)H0: u ≥ 50.1, Ha: u < 50.1.
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32
In a random sample of 400 registered voters, 120 indicated they plan to vote for Trump for President. Determine a 95% confidence interval for the proportion of all the registered voters who will vote for Trump.
A)(0.25, 0.34)
B)(0.27, 0.32)
C)(0.29, 0.30)
D)Cannot be determined from the information given.
A)(0.25, 0.34)
B)(0.27, 0.32)
C)(0.29, 0.30)
D)Cannot be determined from the information given.
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33
The proportion of dental procedures that are extractions is 0.16. Which of the following exemplifies a Type I error in this situation?
A)We reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually different from 0.16.
B)We fail to reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually 0.16.
C)We reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually 0.16.
D)We fail to reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually different from 0.16.
A)We reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually different from 0.16.
B)We fail to reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually 0.16.
C)We reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually 0.16.
D)We fail to reject the claim that the proportion of dental procedures that are extractions is 0.16 when the proportion is actually different from 0.16.
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34
A large manufacturing plant has analyzed the amount of time required to produce an electrical part and determined that the times follow a normal distribution with mean time ? = 45 hours. The production manager has developed a new procedure for producing the part. He believes that the new procedure will decrease the population mean amount of time required to produce the part. After training a group of production line workers, a random sample of 25 parts will be selected and the average amount of time required to produce the parts will be determined. If the switch is made to the new procedure, the cost to implement the new procedure will be more than offset by the savings in manpower required to produce the parts. Use the hypotheses: Ho: ? ? 45 hours and Ha: ? < 45 hours. Determine the p value of the test statistic if the sample mean amount of time is = 43.118 hours with the sample standard deviation s = 5.5 hours.
A)0.04973
B)0.04999
C)0.95818
D)0.04354
A)0.04973
B)0.04999
C)0.95818
D)0.04354
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35
A large manufacturing plant has analyzed the amount of time required to produce an electrical part and determined that the times follow a normal distribution with mean time ? = 45 hours. The production manager has developed a new procedure for producing the part. He believes that the new procedure will decrease the population mean amount of time required to produce the part. After training a group of production line workers, a random sample of 25 parts will be selected and the average amount of time required to produce them will be determined. If the switch is made to the new procedure, the cost to implement the new procedure will be more than offset by the savings in manpower required to produce the parts. Use the hypotheses: H0: ? ? 45 hours and Ha: ? < 45 hours. If the sample mean amount of time is = 43.118 hours with the sample standard deviation s = 5.5 hours, give the appropriate conclusion, for ? = 0.025. ?
A)Do not reject H0, do not switch to the new procedure.
B)Reject H0, switch to the new procedure.
C)Reject H0, do not switch to the new procedure.
D)Do not reject H0, switch to the new procedure.
A)Do not reject H0, do not switch to the new procedure.
B)Reject H0, switch to the new procedure.
C)Reject H0, do not switch to the new procedure.
D)Do not reject H0, switch to the new procedure.
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36
A statistics teacher started class one day by drawing the names of 10 students out of a hat and asked them to do as many pushups as they could. The 10 randomly selected students averaged 15 pushups per person with a standard deviation of 9 pushups. Suppose the distribution of the population of number of pushups that can be done is approximately normal. If we would like to capture the population mean with 95% confidence the margin of error would be ?
A)
B)
C)
D)
A)
B)
C)
D)
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37
Determine whether the alternative hypothesis is left-tailed, right-tailed, or two-tailed: H0: μ = 11, Ha: μ > 11.
A)Left-tailed
B)Right-tailed
C)Two-tailed
D)There is not enough information to make a determination.
A)Left-tailed
B)Right-tailed
C)Two-tailed
D)There is not enough information to make a determination.
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38
What are the two decisions that you can make from performing a hypothesis test?
A)Reject the null hypothesis; Fail to reject the null hypothesis
B)Accept the null hypothesis; Accept the alternative hypothesis
C)Make a Type I error; Make a Type II error
D)Reject the alternative hypothesis; Accept the null hypothesis
A)Reject the null hypothesis; Fail to reject the null hypothesis
B)Accept the null hypothesis; Accept the alternative hypothesis
C)Make a Type I error; Make a Type II error
D)Reject the alternative hypothesis; Accept the null hypothesis
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39
The CEO of a company wants to estimate the percent of employees that use company computers to go on Facebook during work hours with 95% confidence. He selects a random sample of 150 of the employees and finds that 53 of them logged onto Facebook that day. Compute the 95% confidence interval for the population proportion.
A)
B)
C)
D)
A)
B)
C)
D)
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40
A one-tailed test is a hypothesis test in which the rejection region is
A)in both tails of the sampling distribution.
B)in one tail of the sampling distribution.
C)only in the lower tail of the sampling distribution.
D)only in the upper tail of the sampling distribution.
A)in both tails of the sampling distribution.
B)in one tail of the sampling distribution.
C)only in the lower tail of the sampling distribution.
D)only in the upper tail of the sampling distribution.
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41
Statistical significance at the 0.01 level is ___________ than significance at the 0.05 level.
A)more difficult to achieve
B)easier to achieve
C)less costly
D)less informative
A)more difficult to achieve
B)easier to achieve
C)less costly
D)less informative
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42
The medical director of a company looks at the medical records of all 50 employees and finds that the mean systolic blood pressure for these employees is 126.07. The value of 126.07 is symbolized by
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43
Which statement is NOT true?
A)Rejecting the null hypothesis when it is true is a Type I error.
B)The probability of making a Type I error is symbolized by α.
C)Failing to reject the null hypothesis when it is false is a Type I error.
D)Type II error can occur for both one and two-tailed tests.
A)Rejecting the null hypothesis when it is true is a Type I error.
B)The probability of making a Type I error is symbolized by α.
C)Failing to reject the null hypothesis when it is false is a Type I error.
D)Type II error can occur for both one and two-tailed tests.
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44
Which statement is NOT true?
A)The greater the level of confidence, the more likely it is that the confidence interval actually includes the true population mean.
B)The greater the level of confidence, the larger the z-score.
C)The greater the level of confidence, the wider the confidence interval.
D)Rejecting the null hypothesis when it is true is a Type II error.
A)The greater the level of confidence, the more likely it is that the confidence interval actually includes the true population mean.
B)The greater the level of confidence, the larger the z-score.
C)The greater the level of confidence, the wider the confidence interval.
D)Rejecting the null hypothesis when it is true is a Type II error.
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45
In a survey of 3539 female university students ages 18-22, 401 say they live in off-campus housing. If you constructed 90% and 95% confidence intervals for the population proportion, how would they differ? As the level of confidence __________, the confidence interval gets __________.
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46
You are __________ to commit a Type I error using the 0.05 level of significance than using the 0.01 level of significance.
A)more likely
B)less likely
C)equally likely
D)twice as likely
A)more likely
B)less likely
C)equally likely
D)twice as likely
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47
A student wants to determine if pennies are really fair when flipped, meaning equally likely to land heads up or tails up. He flips a random sample of 50 pennies and finds that 28 of them land heads up. If p denotes the true probability of a penny landing heads up when flipped, what are the appropriate null and alternative hypotheses?
A)H0: p ≥ 0.5, Ha: p < 0.5.
B)H0: p ≤ 0.5, Ha: p ≠ 0.5.
C)H0: p = 0.5, Ha: p ≠ 0.5.
D)H0: p ≥ 28, Ha: p < 28.
A)H0: p ≥ 0.5, Ha: p < 0.5.
B)H0: p ≤ 0.5, Ha: p ≠ 0.5.
C)H0: p = 0.5, Ha: p ≠ 0.5.
D)H0: p ≥ 28, Ha: p < 28.
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