1Which distribution is commonly used to test a population mean when the population standard deviation is known?
Tests based on t, F and Z distributions
Easy
A.The F-distribution
B.The chi-square distribution
C.The t-distribution
D.The Z-distribution
Correct Answer: The Z-distribution
Explanation:
A Z-test is commonly used for a population mean when the population standard deviation is known.
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2Who introduced Student's t-distribution under the pen name "Student"?
Studentâs t-distribution
Easy
A.Francis Galton
B.Ronald A. Fisher
C.William S. Gosset
D.Karl Pearson
Correct Answer: William S. Gosset
Explanation:
William S. Gosset developed the t-distribution and published his work under the pen name "Student".
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3Student's t-distribution is especially useful when the sample size is small and which quantity is unknown?
Studentâs t-distribution
Easy
A.Chosen significance level
B.Number of observations
C.Sample arithmetic mean
D.Population standard deviation
Correct Answer: Population standard deviation
Explanation:
The t-distribution is used for small samples when the population standard deviation is unknown.
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4What is the shape of Student's t-distribution?
Definition and properties of t-distribution
Easy
A.Left-skewed and peaked
B.Uniform and rectangular
C.Right-skewed and peaked
D.Symmetric and bell-shaped
Correct Answer: Symmetric and bell-shaped
Explanation:
The t-distribution is symmetric and bell-shaped, with its center at zero.
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5How do the tails of a t-distribution compare with those of the standard normal distribution?
Definition and properties of t-distribution
Easy
A.They are identical
B.They are lighter
C.They are heavier
D.They are absent
Correct Answer: They are heavier
Explanation:
The t-distribution has heavier tails, reflecting additional uncertainty from estimating the population standard deviation.
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6For a one-sample t-test based on observations, what are the degrees of freedom?
Definition and properties of t-distribution
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
A one-sample t-test has degrees of freedom because one degree is used to estimate the sample mean.
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7A critical value of marks the boundary between which two regions?
Critical value of t
Easy
A.Mean and median regions
B.Rejection and non-rejection regions
C.Variance and range regions
D.Sample and population regions
Correct Answer: Rejection and non-rejection regions
Explanation:
The critical t-value separates values that lead to rejection of the null hypothesis from those that do not.
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8Which two quantities are needed to find a critical t-value from a table?
Critical value of t
Easy
A.Variance ratio and correlation
B.Sample mean and sample median
C.Population mean and sample range
D.Significance level and degrees of freedom
Correct Answer: Significance level and degrees of freedom
Explanation:
A critical t-value is selected using the significance level and the appropriate degrees of freedom.
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9Which is a common application of the t-distribution?
Applications of t-distribution
Easy
A.Counting outcomes in a category
B.Estimating an unknown population mean
C.Drawing a frequency polygon
D.Finding the mode of raw data
Correct Answer: Estimating an unknown population mean
Explanation:
The t-distribution is commonly used to estimate or test a population mean when the population standard deviation is unknown.
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10In a test for a single mean, what does the null hypothesis usually state?
Test for a single mean
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The null hypothesis usually states that the population mean equals a specified value .
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11Which statistic is used for a one-sample t-test?
Test for a single mean
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The one-sample t-statistic compares the observed sample mean with the hypothesized mean in standard-error units.
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12For a small-sample one-mean t-test, the population is generally assumed to be approximately what?
Test for a single mean
Easy
A.Exponentially distributed
B.Normally distributed
C.Randomly categorized
D.Uniformly distributed
Correct Answer: Normally distributed
Explanation:
For a small sample, the one-mean t-test generally assumes that the population is approximately normal.
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13What does an independent two-sample t-test compare?
t-test for difference of means
Easy
A.Means of two independent groups
B.Variances of two independent groups
C.Proportions of several dependent groups
D.Medians of four independent groups
Correct Answer: Means of two independent groups
Explanation:
An independent two-sample t-test examines whether the population means of two independent groups differ.
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14In a paired t-test, the analysis is performed on which values?
t-test for difference of means
Easy
A.Variances within unmatched samples
B.Ranks across several samples
C.Differences within matched pairs
D.Ratios within independent groups
Correct Answer: Differences within matched pairs
Explanation:
A paired t-test converts each matched pair into a difference and tests the mean of those differences.
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15What is the usual null hypothesis for a test comparing two population means?
t-test for difference of means
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The usual null hypothesis states that the two population means are equal, so their difference is zero.
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16Fisher's Z-transformation is primarily applied to which statistic?
Fisher Z-transformation
Easy
A.Sample arithmetic mean
B.Difference of medians
C.Sample standard deviation
D.Correlation coefficient
Correct Answer: Correlation coefficient
Explanation:
Fisher's Z-transformation converts a sample correlation coefficient into a variable that is approximately normally distributed.
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17Which formula gives Fisher's transformation of a correlation coefficient ?
Fisher Z-transformation
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
Fisher's transformation is .
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18An F-statistic is generally formed as a ratio of what?
F-statistic
Easy
A.Two correlation signs
B.Two variance estimates
C.Two significance levels
D.Two sample medians
Correct Answer: Two variance estimates
Explanation:
The F-statistic is a ratio of two variance estimates or mean squares.
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19Which information is required to locate a critical F-value in an F-table?
Critical value of F-distribution
Easy
A.Two degrees of freedom and
B.Two sample medians and
C.One sample mean and
D.One correlation and one variance
Correct Answer: Two degrees of freedom and
Explanation:
An F-distribution uses numerator and denominator degrees of freedom, along with the significance level .
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20Which statistical method commonly uses the F-distribution to compare several group means?
Applications of F-distribution
Easy
A.Rank correlation
B.Analysis of variance
C.Sign test
D.Median test
Correct Answer: Analysis of variance
Explanation:
Analysis of variance, or ANOVA, uses an F-statistic to test whether several population means are equal.
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21A random sample of observations is drawn from a normal population. The population variance is unknown, and the hypothesis concerns the population mean. Which test statistic is most appropriate?
Tests based on t, F and Z distributions
Medium
A.A -statistic because normality eliminates the need to estimate the unknown population variance
B.An -statistic with degrees of freedom
C.A -statistic with degrees of freedom
D.A -statistic with degrees of freedom
Correct Answer: A -statistic with degrees of freedom
Explanation:
For a normal population with unknown variance, a one-sample -statistic is used. Its degrees of freedom are .
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22Let be standard normal and be chi-square with degrees of freedom, independently. Which expression has Student's -distribution with degrees of freedom?
Studentâs t-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Student's variable is the ratio of a standard normal variable to the square root of an independent chi-square variable divided by its degrees of freedom.
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23What is the variance of a -distributed random variable with degrees of freedom?
Definition and properties of t-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
For , the variance is . Thus, .
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24For a two-tailed -test with degrees of freedom and significance level , a table gives . What are the rejection boundaries?
Critical value of t
Medium
A. or
B. only
C. or
D. or
Correct Answer: or
Explanation:
A two-tailed test divides equally between the tails, giving critical values .
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25A sample of observations has mean and standard deviation . Using , what is the confidence interval for the population mean?
Applications of t-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The margin of error is . Therefore, the interval is .
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26A sample of items has and . To test , what is the value of the one-sample -statistic?
Test for a single mean
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The statistic is .
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27For against , a sample of gives and . If the upper critical value at is , what is the conclusion?
Test for a single mean
Medium
A.Do not reject because the unknown population variance prevents any valid conclusion from a sample of this size
B.Do not reject because
C.Reject because
D.Reject because
Correct Answer: Reject because
Explanation:
Here, . Since it exceeds , the null hypothesis is rejected.
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28Two independent normal samples have and . Assuming equal variances, what is the pooled two-sample -statistic for testing ?
t-test for difference of means
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The pooled variance is . Thus, .
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29For matched pairs, the sample mean and standard deviation of the differences are and , respectively. What is the paired -statistic for testing a zero mean difference?
t-test for difference of means
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The paired statistic is .
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30When comparing the means of two independent normal populations, in which situation is Welch's -test generally preferred over the pooled -test?
t-test for difference of means
Medium
A.The two sample means are exactly equal
B.The population variances are not assumed equal
C.The observations form matched pairs rather than independent samples from the two populations
D.Both population variances are known
Correct Answer: The population variances are not assumed equal
Explanation:
Welch's test does not require equal population variances and adjusts the degrees of freedom accordingly.
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31Fisher's transformation of a sample correlation is . What is the transformed value when ?
Fisher Z-transformation
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Substitution gives .
Incorrect! Try again.
32Two independent samples each have size and correlations and . Their Fisher-transformed values are and . What is the approximate -statistic for testing equality of the population correlations?
Fisher Z-transformation
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The standard error is . Hence, .
Incorrect! Try again.
33If and are independent chi-square variables with and degrees of freedom, respectively, which ratio follows an distribution?
F-statistic
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
An variable is the ratio of two independent chi-square variables after each is divided by its own degrees of freedom.
Incorrect! Try again.
34An upper-tailed variance test has an observed statistic . If the upper critical value for degrees of freedom is , what decision should be made?
Critical value of F-distribution
Medium
A.Reject because
B.Do not reject because
C.Do not reject because an -test must always divide the significance level equally between two tails
D.Reject because
Correct Answer: Reject because
Explanation:
For an upper-tailed test, the null hypothesis is rejected when the observed exceeds the upper critical value.
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35Suppose the upper critical value of is . Using the reciprocal property, what is the lower critical value of ?
Critical value of F-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The lower critical value is the reciprocal after interchanging the degrees of freedom: .
Incorrect! Try again.
36Two independent samples have variances and . If the larger sample variance is placed in the numerator, what is the variance-ratio statistic?
Applications of F-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The variance-ratio statistic is .
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37In a one-way ANOVA, the mean square between groups is and the mean square within groups is . What is the test statistic?
Applications of F-distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The ANOVA statistic is .
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38Which statement correctly describes the general shape and support of an -distribution?
F-statistic
Medium
A.It is symmetric and supported on all real numbers
B.It is nonnegative and generally right-skewed
C.It is symmetric about one for every possible pair of numerator and denominator degrees of freedom
D.It is nonpositive and generally left-skewed
Correct Answer: It is nonnegative and generally right-skewed
Explanation:
An variable is a ratio of nonnegative quantities, so it cannot be negative. Its distribution is generally right-skewed.
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39A population has known standard deviation . A sample of observations has mean . What is the -statistic for testing ?
Tests based on t, F and Z distributions
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The standard error is , so .
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40Two independent populations have known standard deviations and . Samples with sizes and have means and . What is the two-sample -statistic for testing ?
Tests based on t, F and Z distributions
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The standard error is . Thus, .
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41A normal population is sampled with , , and . For testing against , suppose and , where subscripts denote upper-tail probabilities. Which conclusion is correct?
Test for a single mean
Hard
A.; the two-sided -value lies below , so reject at
B.; the two-sided -value lies between and , so fail to reject at
C.; the two-sided -value lies above , so fail to reject at
D.; the two-sided -value lies below , so reject at
Correct Answer: ; the two-sided -value lies between and , so fail to reject at
Explanation:
The statistic is . Since , the two-sided -value is between and .
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42For , , and , test against at . Given , which statement correctly links the test and the corresponding one-sided confidence bound?
Critical value of t
Hard
A., and the upper bound is ; both imply failure to reject
B., and the lower bound is ; both imply rejection of
C., and the lower bound is ; both imply failure to reject
D., and the lower bound is ; both imply rejection of
Correct Answer: , and the lower bound is ; both imply rejection of
Explanation:
. The lower confidence bound is , giving the equivalent rejection.
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43Ten matched pairs produce differences with and . For a two-sided test of , use and . What is the strongest justified conclusion?
Applications of t-distribution
Hard
A.Reject at both and
B.Fail to reject at both and
C.Reject at but fail to reject at
D.Reject at but fail to reject at
Correct Answer: Reject at but fail to reject at
Explanation:
The paired statistic is . It exceeds but not .
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44Two independent normal samples have and . Without assuming equal variances, which Welch statistic and approximate degrees of freedom are correct for testing ?
t-test for difference of means
Hard
A. with
B. with
C. with
D. with
Correct Answer: with
Explanation:
The standard error is , giving . The Welch–Satterthwaite formula gives .
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45Independent normal samples have and . Assuming equal population variances, which pooled test statistic is correct?
t-test for difference of means
Hard
A. with degrees of freedom
B. with degrees of freedom
C. with degrees of freedom
D. with degrees of freedom
Correct Answer: with degrees of freedom
Explanation:
The pooled variance is . Thus with degrees of freedom.
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46Consider three studies: I tests one normal-population mean with known variance; II compares two independent normal means with unknown, unequal variances; III compares two normal-population variances. Which sequence of reference distributions is appropriate?
Tests based on t, F and Z distributions
Hard
A.F for I, Welch t for II, and Student t for III
B.Z for I, pooled t for II, and Z for III
C.Student t for I, Z for II, and F for III
D.Z for I, Welch t for II, and F for III
Correct Answer: Z for I, Welch t for II, and F for III
Explanation:
A known population variance gives a Z statistic, unequal unknown variances require Welch's t statistic, and a ratio of normal-population sample variances follows an F distribution under the null.
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47Which statement is correct for a central t-distribution with degrees of freedom?
Definition and properties of t-distribution
Hard
A.Its mean is , its variance is , and its fourth moment does not exist
B.Its mean is undefined, its variance is , and its fourth moment exists
C.Its mean is , its variance is , and its fourth moment equals
D.Its mean is , its variance is infinite, and its fourth moment equals
Correct Answer: Its mean is , its variance is , and its fourth moment does not exist
Explanation:
For , the mean is ; for , the variance is . A fourth moment exists only when .
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48Let be normal with mean and variance . For , what is the exact distribution of when ?
Studentâs t-distribution
Hard
A.A noncentral Z distribution with mean and unit variance
B.A central t-distribution with degrees of freedom and variance
C.A noncentral t-distribution with degrees of freedom and
D.An F distribution with and degrees of freedom and noncentrality
Correct Answer: A noncentral t-distribution with degrees of freedom and
Explanation:
Under an alternative mean, the standardized numerator has nonzero mean . Division by the independent estimated standard deviation produces a noncentral t variable.
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49Five two-sided confidence intervals for normal-population means are to have simultaneous coverage of at least using Bonferroni's method. Each interval has degrees of freedom. Which upper-tail t critical value should each interval use?
Critical value of t
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Bonferroni assigns total error to each interval. Splitting this across two tails gives an upper-tail probability of .
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50If has a central t-distribution with degrees of freedom, which F-based rejection rule is exactly equivalent to the two-sided level- rule ?
Tests based on t, F and Z distributions
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Because , the identity makes the two rejection rules equivalent.
Incorrect! Try again.
51A one-sided Z test of against uses , known , and . Taking , what is the test's approximate power when the true mean is ?
Tests based on t, F and Z distributions
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The critical sample mean is . At , power is .
Incorrect! Try again.
52Two independent populations have known standard deviations and . Samples give , , , and . For a two-sided Z test of equal means, which result is correct?
Tests based on t, F and Z distributions
Hard
A., so reject at both and
B., so reject at both and
C., so fail to reject at both and
D., so reject at but not at
Correct Answer: , so reject at but not at
Explanation:
The standard error is . Hence , whose two-sided -value is about .
Incorrect! Try again.
53Independent normal samples have , , , and . If the variance-ratio statistic is defined as , which null distribution and observed value apply under ?
F-statistic
Hard
A. with degrees of freedom
B. with degrees of freedom
C. with degrees of freedom
D. with degrees of freedom
Correct Answer: with degrees of freedom
Explanation:
The statistic is . The numerator and denominator degrees of freedom are and , respectively.
Incorrect! Try again.
54Let denote an upper-tail critical value. Given , what is the lower critical value for an variable?
Critical value of F-distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
If , then . Therefore, the lower critical value for is .
Incorrect! Try again.
55A one-way ANOVA has four groups and total observations. The between-group and within-group sums of squares are and , respectively. Given , what conclusion follows?
Applications of F-distribution
Hard
A. with degrees of freedom; fail to reject at
B. with degrees of freedom; fail to reject at
C. with degrees of freedom; reject at
D. with degrees of freedom; reject at
Correct Answer: with degrees of freedom; reject at
Explanation:
and , so . Since , the equal-means null is rejected at .
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56A multiple regression with observations and predictors has . What is the overall F statistic for testing that all three slope coefficients are zero?
Applications of F-distribution
Hard
A. with degrees of freedom
B. with degrees of freedom
C. with degrees of freedom
D. with degrees of freedom
Correct Answer: with degrees of freedom
Explanation:
Use . This gives with degrees of freedom .
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57A reduced regression model has and error degrees of freedom. Adding two predictors gives and error degrees of freedom. What is the partial F statistic for the added predictors?
F-statistic
Hard
A. with degrees of freedom
B. with degrees of freedom
C. with degrees of freedom
D. with degrees of freedom
Correct Answer: with degrees of freedom
Explanation:
The partial statistic is , with numerator and denominator degrees of freedom .
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58A sample of size has correlation . Test using Fisher's transformation and standard error . Which result is correct?
Fisher Z-transformation
Hard
A., so reject in a two-sided test
B., so fail to reject in a two-sided test
C., so fail to reject in a two-sided test
D., so reject only in a one-sided test
Correct Answer: , so reject in a two-sided test
Explanation:
The transformed values are approximately and . Their difference divided by gives .
Incorrect! Try again.
59For and sample correlation , which interval is the approximate confidence interval for obtained by constructing an interval on the Fisher-Z scale and transforming back?
Fisher Z-transformation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Fisher's transform is with standard error . The Z-scale interval is approximately ; applying the inverse transform gives .
Incorrect! Try again.
60Two independent studies report from observations and from observations. Using Fisher transformations, what is the approximate statistic for testing equality of the population correlations?
Fisher Z-transformation
Hard
A., so reject equality in a two-sided test
B., so reject equality in a two-sided test
C., so fail to reject equality in a two-sided test
D., so fail to reject equality in a one-sided test
Correct Answer: , so fail to reject equality in a two-sided test
Explanation:
The transformed difference is approximately . Its standard error is , giving .
Incorrect! Try again.
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