Deck 17: Introduction to Nonparametric Statistics

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سؤال
If a decision maker believes that the population is normally distributed and the data are known to be ratio level, then the either the t-test or the Wilcoxon signed rank test can be used to test null hypotheses about a single population mean.
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سؤال
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected: Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected:   Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the null hypothesis that the median cost does not exceed $125 should not be rejected.<div style=padding-top: 35px> Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the null hypothesis that the median cost does not exceed $125 should not be rejected.
سؤال
In the Wilcoxon signed rank test using either small or large sample sizes, any value that equals the hypothesized median is discarded from the analysis.
سؤال
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. As long as the data are considered interval or ratio level, the t-test can be used to test MLB's claim.
سؤال
The Mann-Whitney U test is a nonparametric test that is used to test whether two related populations have the same median.
سؤال
The Wilcoxon signed rank test can be a one or two-tailed test similar to hypothesis tests for population means.
سؤال
All Wilcoxon signed rank tests are two-tailed tests since we are testing whether the population median is the exact center of the population distribution.
سؤال
The basic logic of the Wilcoxon signed rank test is that if about half the data values fall above the hypothesized median, and about half fall below, the null hypothesis should not be rejected.
سؤال
Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product. Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product.   Based on these data, the test statistic is W = 12.<div style=padding-top: 35px> Based on these data, the test statistic is W = 12.
سؤال
The t-test is not appropriate for ordinal data or if the populations examined are not believed to be approximately normally distributed and other methods such as the Wilcoxon test can be used.
سؤال
The procedure of the Wilcoxon signed rank test is the same for either small or large sample sizes.
سؤال
The Mann-Whitney U test can be used to test whether two independent populations have the same median so long as the data are measured on at least an ordinal scale.
سؤال
In conducting the Wilcoxon signed rank test, after collecting the sample data the next step is to find the sample median and subtract this value from each data value to obtain the deviations.
سؤال
Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product. Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product.   In order to test the manager's claim, they will need to assume that the population is normally distributed.<div style=padding-top: 35px> In order to test the manager's claim, they will need to assume that the population is normally distributed.
سؤال
In the Wilcoxon signed rank test for testing about a single population median, if the sample size is large (n > 20), the test statistic can be approximated by the standard normal distribution.
سؤال
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected: Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected:   Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the critical value is t = 1.9432.<div style=padding-top: 35px> Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the critical value is t = 1.9432.
سؤال
In a large sample test about a single population median, it is appropriate to employ the standard normal distribution so long as the population is also normally distributed.
سؤال
The Wilcoxon signed rank test is used to test hypotheses about the population median.
سؤال
The Wilcoxon signed rank test is used for testing hypotheses about a population median if the data are at nominal level.
سؤال
The following null and alternative hypotheses are appropriate when using a Wilcoxon signed rank test. H0 : Population Median equals 14.5 HA : Population Median is not equal to 14.5
سؤال
The Mann-Whitney U test is always a one-tailed test.
سؤال
In a Mann-Whitney U test, if the sample sizes are large then the test statistic can be approximated by the student's t-distribution.
سؤال
In employing the Mann-Whitney U test, the sample data from the two populations are first combined and the ranks of the data are determined, but we keep track of which population each ranked item came from.
سؤال
The critical value for a one-tailed Mann-Whitney U test with sample sizes of n1 = 10 and n2 = 10 is 23 for a 0.05 level of significance.
سؤال
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the sum of the ranks for the males is 53.5<div style=padding-top: 35px> In employing the Mann-Whitney U test, the sum of the ranks for the males is 53.5
سؤال
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   The appropriate null and alternative hypotheses are: H0 : 1 ≤ 2 H0 : 1 > 2<div style=padding-top: 35px> The appropriate null and alternative hypotheses are: H0 : 1 ≤ 2 H0 : 1 > 2
سؤال
One of the assumptions associated with the Wilcoxon Matched-Pairs Signed Rank test is that the distribution of the population differences is symmetric about their median.
سؤال
In conducting a Mann-Whitney U test when the sample size is greater than 20, the U test statistic can be assumed normally distributed.
سؤال
If a decision maker wishes to test to determine whether the medians are equal for two populations the Mann-Whitney U test is appropriate for either independent or dependent sampling situations.
سؤال
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the U test statistic for the males is 43.5<div style=padding-top: 35px> In employing the Mann-Whitney U test, the U test statistic for the males is 43.5
سؤال
Recently, a study was done to determine whether the median speed on a section of highway is the same for cars versus trucks. A sample of 12 cars (n1 = 12) and 15 trucks (n2 = 15) was collected. If the Mann-Whitney U test is to be performed using an alpha = .05, the test critical U value is 49.
سؤال
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with an MBA degree. In order to test this claim using the Mann-Whitney U test, it is not necessary to select an equal number of males and females.
سؤال
The logic behind the Mann-Whitney U test is that if the hypothesis is true that the populations have equal central locations, then the sum of the ranks from each population will be approximately equal.
سؤال
One of the assumptions of the Mann-Whitney U test is that the population distributions are the same for shape and spread.
سؤال
Recently, a study was done to determine whether the median speed on a section of highway is the same for cars versus trucks. A sample of 12 cars (n1 = 12) and 15 trucks (n2 = 15) was collected. If the Mann-Whitney U test is to be performed using an alpha = .05 and if the U test statistic is calculated to be 68, the null hypothesis should be rejected.
سؤال
A large sample Mann-Whitney U test should be used when the sample sizes exceed 20.
سؤال
In a Mann-Whitney U test, the test statistic will be equal to the sum of the ranks from sample one, or sample two, whichever is larger.
سؤال
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the U test statistic is 25.5<div style=padding-top: 35px> In employing the Mann-Whitney U test, the U test statistic is 25.5
سؤال
The Wilcoxon Matched-Pairs Signed rank test is an alternative to the paired sample t-test when we are unwilling to assume that the populations are normally distributed.
سؤال
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   Based on these, the appropriate test is the Kruskal-Wallis one-way analysis of variance.<div style=padding-top: 35px> Based on these, the appropriate test is the Kruskal-Wallis one-way analysis of variance.
سؤال
In conducting the Wilcoxon Matched-Pairs Signed Rank test, the difference between each pair of values must be found prior to conducting any ranking.
سؤال
If you are interested in testing whether the median of a population is equal to a specific value, an appropriate test to use is:

A) the Mann-Whitney U test.
B) the t-test.
C) the Wilcoxon signed rank test.
D) the Wilcoxon Matched-Pairs Signed Rank test.
سؤال
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the number of degrees of freedom for determining the critical value is 2.<div style=padding-top: 35px> If a Kruskal-Wallis test is to be performed, the number of degrees of freedom for determining the critical value is 2.
سؤال
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   The Kruskal-Wallis test can be used in this case since it requires that the sample sizes be equal.<div style=padding-top: 35px> The Kruskal-Wallis test can be used in this case since it requires that the sample sizes be equal.
سؤال
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used, the test statistic is approximately H = 7.814<div style=padding-top: 35px> If the Kruskal-Wallis test is used, the test statistic is approximately H = 7.814
سؤال
The critical value for a Kruskal Wallis test comes from the chi-square distribution.
سؤال
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the sum of the rankings for Supplier 1 is 45.<div style=padding-top: 35px> If a Kruskal-Wallis test is to be performed, the sum of the rankings for Supplier 1 is 45.
سؤال
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the managers are unwilling to assume that the populations are normally distributed, the appropriate test in this case would be the Mann-Whitney U test.<div style=padding-top: 35px> If the managers are unwilling to assume that the populations are normally distributed, the appropriate test in this case would be the Mann-Whitney U test.
سؤال
Kruskal-Wallis One-Way Analysis of Variance is the nonparametric counterpart to the one-way ANOVA procedure in which the assumptions of normally distributed populations with equal variances are satisfied.
سؤال
If a decision maker wishes to test whether four independent populations have the same center and is unwilling to make the assumption that the populations are normally distributed with equal variances, she can use the Kruskal-Wallis test.
سؤال
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used, the critical value for an alpha = .05 is 7.814<div style=padding-top: 35px> If the Kruskal-Wallis test is used, the critical value for an alpha = .05 is 7.814
سؤال
In using the Kruskal-Wallis test the sample sizes for each population must be equal.
سؤال
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   Based on these data, and testing at an alpha = 0.025 level, the critical value for the Wilcoxon Matched Pairs Signed Rank test is 2.<div style=padding-top: 35px> Based on these data, and testing at an alpha = 0.025 level, the critical value for the Wilcoxon Matched Pairs Signed Rank test is 2.
سؤال
The Kruskal-Wallis test is used to test whether the centers of 3 or more populations are equal so long as that is the only possible difference between the population distributions.
سؤال
Assume that a Kruskal-Wallis test is being conducted to determine whether or not the medians of three populations are equal. The sum of rankings and the sample size for each group are below. Assume that a Kruskal-Wallis test is being conducted to determine whether or not the medians of three populations are equal. The sum of rankings and the sample size for each group are below.   The value of the test statistic is H = 0.68<div style=padding-top: 35px> The value of the test statistic is H = 0.68
سؤال
The distribution of T-values in the Wilcoxon Matched-Pairs Signed Rank test is approximately normal if the sample size (number of matched pairs) exceeds 25.
سؤال
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used with an alpha = .01, the null hypothesis should be rejected and the managers should conclude that the four filters do not allow an equal median number of particulates.<div style=padding-top: 35px> If the Kruskal-Wallis test is used with an alpha = .01, the null hypothesis should be rejected and the managers should conclude that the four filters do not allow an equal median number of particulates.
سؤال
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the critical value for a test conducted using an alpha = .05 level is χ2 = 11.0705<div style=padding-top: 35px> If a Kruskal-Wallis test is to be performed, the critical value for a test conducted using an alpha = .05 level is χ2 = 11.0705
سؤال
Nonparametric statistical tests are used when:

A) the sample sizes are small.
B) we are unwilling to make the assumptions of parametric tests.
C) the standard normal distribution cannot be computed.
D) the population parameters are unknown.
سؤال
When testing whether two paired populations have equal medians and the sample sizes are large, it is appropriate to convert the Wilcoxon Matched-Pairs Signed Rank test to a paired sample t-test.
سؤال
Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is the same for female employees as for male employees. The following data represent random samples of males and females: <strong>Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is the same for female employees as for male employees. The following data represent random samples of males and females:   If the manager is unwilling to assume that the populations are normally distributed, which of the following would be the appropriate null hypothesis to be tested?</strong> A) H0 : μ = 0 B) H0 : = 0 C) H0 : μ1 = μ2 D) H0 : 1 = 2 <div style=padding-top: 35px> If the manager is unwilling to assume that the populations are normally distributed, which of the following would be the appropriate null hypothesis to be tested?

A) H0 : μ = 0
B) H0 : = 0
C) H0 : μ1 = μ2
D) H0 : 1 = 2
سؤال
In a large sample Mann-Whitney U test in which the sample size from the first population is 30 and the sample size from the second population is 40, which of the following is the expected U value if the null hypothesis of equal median values is true?

A) 1,200
B) 70
C) 35
D) 600
سؤال
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the sum of the ranks for Seattle is:</strong> A) 43 B) 35 C) 25.5 D) 40 <div style=padding-top: 35px> Given these data, if a Mann-Whitney U test is to be used, the sum of the ranks for Seattle is:

A) 43
B) 35
C) 25.5
D) 40
سؤال
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the U statistic for Seattle is:</strong> A) 45 B) 35 C) 22 D) 14 <div style=padding-top: 35px> Given these data, if a Mann-Whitney U test is to be used, the U statistic for Seattle is:

A) 45
B) 35
C) 22
D) 14
سؤال
In the finding the critical value for the Wilcoxon signed rank test, what does "n" represent?

A) The number of observations in the sample
B) The number of pairs
C) The number of nonzero deviations
D) The number of positive ranks
سؤال
Recently, a legislative committee commissioned a study of incomes in a western state. At issue was whether the ratings of the legislature's performance differed between rural citizens and city residents. A random sample of 25 city residents and 35 rural residents was asked to rate the performance of the legislature on a scale of 1 to 100. The analysts believe that the population distribution of ratings would be highly skewed so they decided to use the Mann-Whiney U test to test whether there is a difference in median ratings by the two groups. Given this information, which of the following is the correct critical value if the test is to be conducted at the .10 level of significance?

A) z = 1.96
B) t = 2.0357
C) U = 437.5
D) z = 1.645
سؤال
Assume you are conducting a two-tailed Mann-Whitney U test for a small sample and have found that U1 = 58 and U2 = 86. What is the value of the test statistic?

A) 58
B) 86
C) 72
D) 144
سؤال
Which of the following is not an assumption of the Mann-Whitney U test?

A) The sample sizes are equal.
B) The samples are independent.
C) The value measured is continuous.
D) The population distributions are the same for shape and spread.
سؤال
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the U statistic for Phoenix is:</strong> A) 14 B) 22 C) 35 D) 27 <div style=padding-top: 35px> Given these data, if a Mann-Whitney U test is to be used, the U statistic for Phoenix is:

A) 14
B) 22
C) 35
D) 27
سؤال
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the critical value for the test about median service times, using a .05 level of significance, is:</strong> A) 5 B) 40 C) 8 D) 37 <div style=padding-top: 35px> Given that the managers do not wish to make the assumption that the population is normally distributed, the critical value for the test about median service times, using a .05 level of significance, is:

A) 5
B) 40
C) 8
D) 37
سؤال
Which of the following tests would not be an example of nonparametric method?

A) Wilcoxon signed-rank test
B) Mann-Whitney U-Test
C) Kruskal-Wallis One-Way Analysis of Variance
D) χ2 test
سؤال
When the Mann-Whitney U test is performed, which of the following is true?

A) We assume that the populations are normally distributed.
B) We are interested in testing whether the medians from two populations are equal.
C) The data are nominal level.
D) The samples are independent.
سؤال
The Wilcoxon signed rank test is used to test which of the following type of hypotheses?

A) Tests about a single population mean
B) Tests involving three or more population medians
C) Tests about a single population median
D) Tests about two or more population proportions
سؤال
Under what circumstances should the standard normal distribution be used when employing the Mann-Whitney U test?

A) When the sample sizes are equal from the two populations
B) When the sample sizes are greater than 20
C) When the populations are normally distributed
D) You would never use the standard normal distribution.
سؤال
Which of the following is not a step involved in the Wilcoxon signed rank test?

A) Find the deviations from the hypothesized median
B) Rank the deviations
C) Convert the deviations to absolute values
D) Find the deviations from the sample median
سؤال
A marketing firm is interested to know whether the median age of college students is 21 years. A sample of 80 college students is taken. Thirty of the students were under 21, 45 of the students were over 21, and 10 were 21 years old. The conclusion is that

A) the median age of college students is significantly different from 21.
B) the median age of college students is not significantly different from 21.
C) the median age of college students is significantly older than from 21.
D) the median age of college students is significantly younger than from 21.
سؤال
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the test statistic is:</strong> A) 22 B) 14 C) approximately 1.96 D) 34 <div style=padding-top: 35px> Given these data, if a Mann-Whitney U test is to be used, the test statistic is:

A) 22
B) 14
C) approximately 1.96
D) 34
سؤال
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the appropriate statistical test for testing about service times is:</strong> A) the t-test. B) the Kruskal-Wallis test. C) the Wilcoxon signed rank sum test. D) the F-test. <div style=padding-top: 35px> Given that the managers do not wish to make the assumption that the population is normally distributed, the appropriate statistical test for testing about service times is:

A) the t-test.
B) the Kruskal-Wallis test.
C) the Wilcoxon signed rank sum test.
D) the F-test.
سؤال
Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is greater for female employees than for male employees. The following data represent random samples of males and females: <strong>Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is greater for female employees than for male employees. The following data represent random samples of males and females:   If the manager is unwilling to assume that the populations are normally distributed, which of the following is the correct conclusion to reach if the test is conducted using a .05 level of significance?</strong> A) Reject the null hypothesis B) Conclude that females do have a higher median than males C) Do not reject the null hypothesis D) Conclude that males have a higher median than females <div style=padding-top: 35px> If the manager is unwilling to assume that the populations are normally distributed, which of the following is the correct conclusion to reach if the test is conducted using a .05 level of significance?

A) Reject the null hypothesis
B) Conclude that females do have a higher median than males
C) Do not reject the null hypothesis
D) Conclude that males have a higher median than females
سؤال
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the test statistic for the Wilcoxon signed rank sum test is:</strong> A) W = 43.0 B) W = 27.0 C) W = 18.0 D) None of the above <div style=padding-top: 35px> Given that the managers do not wish to make the assumption that the population is normally distributed, the test statistic for the Wilcoxon signed rank sum test is:

A) W = 43.0
B) W = 27.0
C) W = 18.0
D) None of the above
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Deck 17: Introduction to Nonparametric Statistics
1
If a decision maker believes that the population is normally distributed and the data are known to be ratio level, then the either the t-test or the Wilcoxon signed rank test can be used to test null hypotheses about a single population mean.
False
2
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected: Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected:   Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the null hypothesis that the median cost does not exceed $125 should not be rejected. Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the null hypothesis that the median cost does not exceed $125 should not be rejected.
True
3
In the Wilcoxon signed rank test using either small or large sample sizes, any value that equals the hypothesized median is discarded from the analysis.
True
4
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. As long as the data are considered interval or ratio level, the t-test can be used to test MLB's claim.
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5
The Mann-Whitney U test is a nonparametric test that is used to test whether two related populations have the same median.
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6
The Wilcoxon signed rank test can be a one or two-tailed test similar to hypothesis tests for population means.
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7
All Wilcoxon signed rank tests are two-tailed tests since we are testing whether the population median is the exact center of the population distribution.
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8
The basic logic of the Wilcoxon signed rank test is that if about half the data values fall above the hypothesized median, and about half fall below, the null hypothesis should not be rejected.
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9
Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product. Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product.   Based on these data, the test statistic is W = 12. Based on these data, the test statistic is W = 12.
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10
The t-test is not appropriate for ordinal data or if the populations examined are not believed to be approximately normally distributed and other methods such as the Wilcoxon test can be used.
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11
The procedure of the Wilcoxon signed rank test is the same for either small or large sample sizes.
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12
The Mann-Whitney U test can be used to test whether two independent populations have the same median so long as the data are measured on at least an ordinal scale.
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13
In conducting the Wilcoxon signed rank test, after collecting the sample data the next step is to find the sample median and subtract this value from each data value to obtain the deviations.
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14
Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product. Managers for a company that produces a weight loss product claim that the median weight lost over six weeks for people who use this product will be at least 20 pounds. The following data were collected from a sample of nine people who used the product.   In order to test the manager's claim, they will need to assume that the population is normally distributed. In order to test the manager's claim, they will need to assume that the population is normally distributed.
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15
In the Wilcoxon signed rank test for testing about a single population median, if the sample size is large (n > 20), the test statistic can be approximated by the standard normal distribution.
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16
Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected: Recently, Major League Baseball officials stated that the median cost for a family of four to attend a baseball game including, parking, tickets, food, and drinks did not exceed $125.00. The following sample data were collected:   Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the critical value is t = 1.9432. Assuming that the test of the owners' claim is going to be conducted using an alpha = .05 level, the critical value is t = 1.9432.
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17
In a large sample test about a single population median, it is appropriate to employ the standard normal distribution so long as the population is also normally distributed.
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18
The Wilcoxon signed rank test is used to test hypotheses about the population median.
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19
The Wilcoxon signed rank test is used for testing hypotheses about a population median if the data are at nominal level.
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20
The following null and alternative hypotheses are appropriate when using a Wilcoxon signed rank test. H0 : Population Median equals 14.5 HA : Population Median is not equal to 14.5
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21
The Mann-Whitney U test is always a one-tailed test.
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22
In a Mann-Whitney U test, if the sample sizes are large then the test statistic can be approximated by the student's t-distribution.
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23
In employing the Mann-Whitney U test, the sample data from the two populations are first combined and the ranks of the data are determined, but we keep track of which population each ranked item came from.
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24
The critical value for a one-tailed Mann-Whitney U test with sample sizes of n1 = 10 and n2 = 10 is 23 for a 0.05 level of significance.
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25
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the sum of the ranks for the males is 53.5 In employing the Mann-Whitney U test, the sum of the ranks for the males is 53.5
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26
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   The appropriate null and alternative hypotheses are: H0 : 1 ≤ 2 H0 : 1 > 2 The appropriate null and alternative hypotheses are: H0 : 1 ≤ 2 H0 : 1 > 2
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27
One of the assumptions associated with the Wilcoxon Matched-Pairs Signed Rank test is that the distribution of the population differences is symmetric about their median.
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28
In conducting a Mann-Whitney U test when the sample size is greater than 20, the U test statistic can be assumed normally distributed.
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29
If a decision maker wishes to test to determine whether the medians are equal for two populations the Mann-Whitney U test is appropriate for either independent or dependent sampling situations.
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30
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the U test statistic for the males is 43.5 In employing the Mann-Whitney U test, the U test statistic for the males is 43.5
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31
Recently, a study was done to determine whether the median speed on a section of highway is the same for cars versus trucks. A sample of 12 cars (n1 = 12) and 15 trucks (n2 = 15) was collected. If the Mann-Whitney U test is to be performed using an alpha = .05, the test critical U value is 49.
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32
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with an MBA degree. In order to test this claim using the Mann-Whitney U test, it is not necessary to select an equal number of males and females.
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33
The logic behind the Mann-Whitney U test is that if the hypothesis is true that the populations have equal central locations, then the sum of the ranks from each population will be approximately equal.
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34
One of the assumptions of the Mann-Whitney U test is that the population distributions are the same for shape and spread.
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35
Recently, a study was done to determine whether the median speed on a section of highway is the same for cars versus trucks. A sample of 12 cars (n1 = 12) and 15 trucks (n2 = 15) was collected. If the Mann-Whitney U test is to be performed using an alpha = .05 and if the U test statistic is calculated to be 68, the null hypothesis should be rejected.
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36
A large sample Mann-Whitney U test should be used when the sample sizes exceed 20.
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37
In a Mann-Whitney U test, the test statistic will be equal to the sum of the ranks from sample one, or sample two, whichever is larger.
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38
A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected: A claim was recently made that stated that the median income for male and female graduates is the same for those graduating with a degree in operations management. The following sample data were collected:   In employing the Mann-Whitney U test, the U test statistic is 25.5 In employing the Mann-Whitney U test, the U test statistic is 25.5
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39
The Wilcoxon Matched-Pairs Signed rank test is an alternative to the paired sample t-test when we are unwilling to assume that the populations are normally distributed.
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40
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   Based on these, the appropriate test is the Kruskal-Wallis one-way analysis of variance. Based on these, the appropriate test is the Kruskal-Wallis one-way analysis of variance.
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41
In conducting the Wilcoxon Matched-Pairs Signed Rank test, the difference between each pair of values must be found prior to conducting any ranking.
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42
If you are interested in testing whether the median of a population is equal to a specific value, an appropriate test to use is:

A) the Mann-Whitney U test.
B) the t-test.
C) the Wilcoxon signed rank test.
D) the Wilcoxon Matched-Pairs Signed Rank test.
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43
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the number of degrees of freedom for determining the critical value is 2. If a Kruskal-Wallis test is to be performed, the number of degrees of freedom for determining the critical value is 2.
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44
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   The Kruskal-Wallis test can be used in this case since it requires that the sample sizes be equal. The Kruskal-Wallis test can be used in this case since it requires that the sample sizes be equal.
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45
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used, the test statistic is approximately H = 7.814 If the Kruskal-Wallis test is used, the test statistic is approximately H = 7.814
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46
The critical value for a Kruskal Wallis test comes from the chi-square distribution.
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47
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the sum of the rankings for Supplier 1 is 45. If a Kruskal-Wallis test is to be performed, the sum of the rankings for Supplier 1 is 45.
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48
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the managers are unwilling to assume that the populations are normally distributed, the appropriate test in this case would be the Mann-Whitney U test. If the managers are unwilling to assume that the populations are normally distributed, the appropriate test in this case would be the Mann-Whitney U test.
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49
Kruskal-Wallis One-Way Analysis of Variance is the nonparametric counterpart to the one-way ANOVA procedure in which the assumptions of normally distributed populations with equal variances are satisfied.
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50
If a decision maker wishes to test whether four independent populations have the same center and is unwilling to make the assumption that the populations are normally distributed with equal variances, she can use the Kruskal-Wallis test.
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51
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used, the critical value for an alpha = .05 is 7.814 If the Kruskal-Wallis test is used, the critical value for an alpha = .05 is 7.814
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52
In using the Kruskal-Wallis test the sample sizes for each population must be equal.
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53
In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed. In order to determine whether the median distance for the X-Special golf ball exceeds the median distance for the best-selling golf ball, six golfers were selected and asked to hit each ball with their driver. The distance was recorded. The following data were observed.   Based on these data, and testing at an alpha = 0.025 level, the critical value for the Wilcoxon Matched Pairs Signed Rank test is 2. Based on these data, and testing at an alpha = 0.025 level, the critical value for the Wilcoxon Matched Pairs Signed Rank test is 2.
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54
The Kruskal-Wallis test is used to test whether the centers of 3 or more populations are equal so long as that is the only possible difference between the population distributions.
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55
Assume that a Kruskal-Wallis test is being conducted to determine whether or not the medians of three populations are equal. The sum of rankings and the sample size for each group are below. Assume that a Kruskal-Wallis test is being conducted to determine whether or not the medians of three populations are equal. The sum of rankings and the sample size for each group are below.   The value of the test statistic is H = 0.68 The value of the test statistic is H = 0.68
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56
The distribution of T-values in the Wilcoxon Matched-Pairs Signed Rank test is approximately normal if the sample size (number of matched pairs) exceeds 25.
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57
The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded: The makers of furnace filters recently conducted a test to determine whether the median number of particulates that would pass through their four leading filters was the same. A random sample of 6 of each type of filter was used with the following data being recorded:   If the Kruskal-Wallis test is used with an alpha = .01, the null hypothesis should be rejected and the managers should conclude that the four filters do not allow an equal median number of particulates. If the Kruskal-Wallis test is used with an alpha = .01, the null hypothesis should be rejected and the managers should conclude that the four filters do not allow an equal median number of particulates.
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58
A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows: A recent study was conducted to determine if any of three suppliers of electronic components has a different median delivery time on special orders. To test this, five orders were given to each supplier and the delivery days were recorded. These data are shown as follows:   If a Kruskal-Wallis test is to be performed, the critical value for a test conducted using an alpha = .05 level is χ2 = 11.0705 If a Kruskal-Wallis test is to be performed, the critical value for a test conducted using an alpha = .05 level is χ2 = 11.0705
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59
Nonparametric statistical tests are used when:

A) the sample sizes are small.
B) we are unwilling to make the assumptions of parametric tests.
C) the standard normal distribution cannot be computed.
D) the population parameters are unknown.
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60
When testing whether two paired populations have equal medians and the sample sizes are large, it is appropriate to convert the Wilcoxon Matched-Pairs Signed Rank test to a paired sample t-test.
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61
Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is the same for female employees as for male employees. The following data represent random samples of males and females: <strong>Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is the same for female employees as for male employees. The following data represent random samples of males and females:   If the manager is unwilling to assume that the populations are normally distributed, which of the following would be the appropriate null hypothesis to be tested?</strong> A) H0 : μ = 0 B) H0 : = 0 C) H0 : μ1 = μ2 D) H0 : 1 = 2 If the manager is unwilling to assume that the populations are normally distributed, which of the following would be the appropriate null hypothesis to be tested?

A) H0 : μ = 0
B) H0 : = 0
C) H0 : μ1 = μ2
D) H0 : 1 = 2
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62
In a large sample Mann-Whitney U test in which the sample size from the first population is 30 and the sample size from the second population is 40, which of the following is the expected U value if the null hypothesis of equal median values is true?

A) 1,200
B) 70
C) 35
D) 600
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63
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the sum of the ranks for Seattle is:</strong> A) 43 B) 35 C) 25.5 D) 40 Given these data, if a Mann-Whitney U test is to be used, the sum of the ranks for Seattle is:

A) 43
B) 35
C) 25.5
D) 40
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64
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the U statistic for Seattle is:</strong> A) 45 B) 35 C) 22 D) 14 Given these data, if a Mann-Whitney U test is to be used, the U statistic for Seattle is:

A) 45
B) 35
C) 22
D) 14
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65
In the finding the critical value for the Wilcoxon signed rank test, what does "n" represent?

A) The number of observations in the sample
B) The number of pairs
C) The number of nonzero deviations
D) The number of positive ranks
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66
Recently, a legislative committee commissioned a study of incomes in a western state. At issue was whether the ratings of the legislature's performance differed between rural citizens and city residents. A random sample of 25 city residents and 35 rural residents was asked to rate the performance of the legislature on a scale of 1 to 100. The analysts believe that the population distribution of ratings would be highly skewed so they decided to use the Mann-Whiney U test to test whether there is a difference in median ratings by the two groups. Given this information, which of the following is the correct critical value if the test is to be conducted at the .10 level of significance?

A) z = 1.96
B) t = 2.0357
C) U = 437.5
D) z = 1.645
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67
Assume you are conducting a two-tailed Mann-Whitney U test for a small sample and have found that U1 = 58 and U2 = 86. What is the value of the test statistic?

A) 58
B) 86
C) 72
D) 144
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68
Which of the following is not an assumption of the Mann-Whitney U test?

A) The sample sizes are equal.
B) The samples are independent.
C) The value measured is continuous.
D) The population distributions are the same for shape and spread.
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69
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the U statistic for Phoenix is:</strong> A) 14 B) 22 C) 35 D) 27 Given these data, if a Mann-Whitney U test is to be used, the U statistic for Phoenix is:

A) 14
B) 22
C) 35
D) 27
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70
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the critical value for the test about median service times, using a .05 level of significance, is:</strong> A) 5 B) 40 C) 8 D) 37 Given that the managers do not wish to make the assumption that the population is normally distributed, the critical value for the test about median service times, using a .05 level of significance, is:

A) 5
B) 40
C) 8
D) 37
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71
Which of the following tests would not be an example of nonparametric method?

A) Wilcoxon signed-rank test
B) Mann-Whitney U-Test
C) Kruskal-Wallis One-Way Analysis of Variance
D) χ2 test
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72
When the Mann-Whitney U test is performed, which of the following is true?

A) We assume that the populations are normally distributed.
B) We are interested in testing whether the medians from two populations are equal.
C) The data are nominal level.
D) The samples are independent.
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73
The Wilcoxon signed rank test is used to test which of the following type of hypotheses?

A) Tests about a single population mean
B) Tests involving three or more population medians
C) Tests about a single population median
D) Tests about two or more population proportions
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74
Under what circumstances should the standard normal distribution be used when employing the Mann-Whitney U test?

A) When the sample sizes are equal from the two populations
B) When the sample sizes are greater than 20
C) When the populations are normally distributed
D) You would never use the standard normal distribution.
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75
Which of the following is not a step involved in the Wilcoxon signed rank test?

A) Find the deviations from the hypothesized median
B) Rank the deviations
C) Convert the deviations to absolute values
D) Find the deviations from the sample median
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76
A marketing firm is interested to know whether the median age of college students is 21 years. A sample of 80 college students is taken. Thirty of the students were under 21, 45 of the students were over 21, and 10 were 21 years old. The conclusion is that

A) the median age of college students is significantly different from 21.
B) the median age of college students is not significantly different from 21.
C) the median age of college students is significantly older than from 21.
D) the median age of college students is significantly younger than from 21.
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77
Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected. <strong>Consider the situation in which a study was recently conducted to determine whether the median price of houses is the same in Seattle and Phoenix. The following data were collected.   Given these data, if a Mann-Whitney U test is to be used, the test statistic is:</strong> A) 22 B) 14 C) approximately 1.96 D) 34 Given these data, if a Mann-Whitney U test is to be used, the test statistic is:

A) 22
B) 14
C) approximately 1.96
D) 34
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78
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the appropriate statistical test for testing about service times is:</strong> A) the t-test. B) the Kruskal-Wallis test. C) the Wilcoxon signed rank sum test. D) the F-test. Given that the managers do not wish to make the assumption that the population is normally distributed, the appropriate statistical test for testing about service times is:

A) the t-test.
B) the Kruskal-Wallis test.
C) the Wilcoxon signed rank sum test.
D) the F-test.
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79
Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is greater for female employees than for male employees. The following data represent random samples of males and females: <strong>Consider the situation in which a human resources manager wishes to determine whether the median number of days of sick leave per year is greater for female employees than for male employees. The following data represent random samples of males and females:   If the manager is unwilling to assume that the populations are normally distributed, which of the following is the correct conclusion to reach if the test is conducted using a .05 level of significance?</strong> A) Reject the null hypothesis B) Conclude that females do have a higher median than males C) Do not reject the null hypothesis D) Conclude that males have a higher median than females If the manager is unwilling to assume that the populations are normally distributed, which of the following is the correct conclusion to reach if the test is conducted using a .05 level of significance?

A) Reject the null hypothesis
B) Conclude that females do have a higher median than males
C) Do not reject the null hypothesis
D) Conclude that males have a higher median than females
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80
The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected: <strong>The General Electric service department believes that the median time for a service call should be 30 or fewer minutes. To test this, the following random sample of service times was collected:   Given that the managers do not wish to make the assumption that the population is normally distributed, the test statistic for the Wilcoxon signed rank sum test is:</strong> A) W = 43.0 B) W = 27.0 C) W = 18.0 D) None of the above Given that the managers do not wish to make the assumption that the population is normally distributed, the test statistic for the Wilcoxon signed rank sum test is:

A) W = 43.0
B) W = 27.0
C) W = 18.0
D) None of the above
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