Deck 9: Introduction to the T Statistic
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Deck 9: Introduction to the T Statistic
1
Which set of characteristics will produce the smallest value for the estimated standard error?
A)a large sample size and a small sample variance
B)a large sample size and a large sample variance
C)a small sample size and a small sample variance
D)a small sample size and a large sample variance
A)a large sample size and a small sample variance
B)a large sample size and a large sample variance
C)a small sample size and a small sample variance
D)a small sample size and a large sample variance
A
2
What is the sample variance and the estimated standard error for a sample of n = 9 scores with SS = 72?
A)s2 = 9 and sM = 3
B)s2 = 9 and sM = 1
C)s2 = 3 and sM = 3
D)s2 = 3 and sM = 1
A)s2 = 9 and sM = 3
B)s2 = 9 and sM = 1
C)s2 = 3 and sM = 3
D)s2 = 3 and sM = 1
B
3
A sample of n = 25 scores has a mean of M = 40 and a variance of s2 = 100.What is the estimated standard error for the sample mean?
A)4
B)2
C)√2
D)1
A)4
B)2
C)√2
D)1
B
4
When n is small (less than 30), how does the shape of the t distribution compare to the normal distribution?
A)It is almost perfectly normal.
B)It is flatter and more spread out than the normal distribution.
C)It is taller and narrower than the normal distribution.
D)There is no consistent relationship between the t distribution and the normal distribution.
A)It is almost perfectly normal.
B)It is flatter and more spread out than the normal distribution.
C)It is taller and narrower than the normal distribution.
D)There is no consistent relationship between the t distribution and the normal distribution.
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5
A sample of n = 25 scores has a mean of M = 65 and an estimated standard error of 2 points.What is the sample variance?
A)s2 = 100
B)s2 = 96
C)s2 = 50
D)s2 = 48
A)s2 = 100
B)s2 = 96
C)s2 = 50
D)s2 = 48
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6
A sample of n = 4 scores has SS = 48.What is the estimated standard error for the sample mean?
A)1
B)2
C)4
D)16
A)1
B)2
C)4
D)16
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7
If other factors are held constant, what is the effect of increasing the sample variance?
A)It will increase the estimated standard error and increase the likelihood of rejecting H0.
B)It will increase the estimated standard error and decrease the likelihood of rejecting H0.
C)It will decrease the estimated standard error and increase the likelihood of rejecting H0.
D)It will decrease the estimated standard error and decrease the likelihood of rejecting H0.
A)It will increase the estimated standard error and increase the likelihood of rejecting H0.
B)It will increase the estimated standard error and decrease the likelihood of rejecting H0.
C)It will decrease the estimated standard error and increase the likelihood of rejecting H0.
D)It will decrease the estimated standard error and decrease the likelihood of rejecting H0.
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8
If a researcher is using a t statistic to test a null hypothesis about a population, what information is needed from the population to calculate the t statistic?
A)You must know the population mean.
B)You must know the population variance or standard deviation.
C)You must know the population mean and the variance or standard deviation.
D)The t statistic does not require any information about the population.
A)You must know the population mean.
B)You must know the population variance or standard deviation.
C)You must know the population mean and the variance or standard deviation.
D)The t statistic does not require any information about the population.
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9
If other factors are held constant, what is the effect of increasing the sample size?
A)It will increase the estimated standard error and increase the likelihood of rejecting H0.
B)It will increase the estimated standard error and decrease the likelihood of rejecting H0.
C)It will decrease the estimated standard error and increase the likelihood of rejecting H0.
D)It will decrease the estimated standard error and decrease the likelihood of rejecting H0.
A)It will increase the estimated standard error and increase the likelihood of rejecting H0.
B)It will increase the estimated standard error and decrease the likelihood of rejecting H0.
C)It will decrease the estimated standard error and increase the likelihood of rejecting H0.
D)It will decrease the estimated standard error and decrease the likelihood of rejecting H0.
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10
If other factors are held constant, which set of sample characteristics is most likely to reject a null hypothesis stating that = 80?
A)M = 85 for a sample of n = 25
B)M = 85 for a sample of n = 100
C)M = 90 for a sample of n = 25
D)M = 90 for a sample of n = 100
A)M = 85 for a sample of n = 25
B)M = 85 for a sample of n = 100
C)M = 90 for a sample of n = 25
D)M = 90 for a sample of n = 100
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11
A sample with a mean of M = 40 and a variance of s2 = 20 has an estimated standard error of 2 points.How many scores are in the sample?
A)4
B)5
C)10
D)25
A)4
B)5
C)10
D)25
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12
A researcher conducts a hypothesis test using a sample from an unknown population.If the t statistic has df = 35, how many individuals were in the sample?
A)n = 34
B)n = 35
C)n = 36
D)cannot be determined from the information given
A)n = 34
B)n = 35
C)n = 36
D)cannot be determined from the information given
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13
Why are t statistics more variable than z-scores.
A)The extra variability is caused by variations in the sample mean.
B)The extra variability is caused by variations in the sample variance.
C)The extra variability is caused by variations in the df value.
D)Non of the other options explains the extra variability for t statistics.
A)The extra variability is caused by variations in the sample mean.
B)The extra variability is caused by variations in the sample variance.
C)The extra variability is caused by variations in the df value.
D)Non of the other options explains the extra variability for t statistics.
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14
If other factors are held constant, which set of sample characteristics is most likely to produce a significant t statistic?
A)n = 25 with s2 = 100
B)n = 25 with s2 = 400
C)n = 100 with s2 = 100
D)n = 100 with s2 = 400
A)n = 25 with s2 = 100
B)n = 25 with s2 = 400
C)n = 100 with s2 = 100
D)n = 100 with s2 = 400
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15
If two samples are selected from the same population, under what circumstances will the two samples have exactly the same t statistic?
A)If the samples are the same size and have the same variance.
B)If the samples are the same size and have the same mean.
C)If the samples have the same mean and the same variance.
D)If the samples are the same size and have the same mean and have the same variance.
A)If the samples are the same size and have the same variance.
B)If the samples are the same size and have the same mean.
C)If the samples have the same mean and the same variance.
D)If the samples are the same size and have the same mean and have the same variance.
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16
If other factors are held constant, which set of sample characteristics is most likely to reject a null hypothesis stating that = 80?
A)M = 85 and small sample variance
B)M = 85 and large sample variance
C)M = 90 and small sample variance
D)M = 90 and large sample variance
A)M = 85 and small sample variance
B)M = 85 and large sample variance
C)M = 90 and small sample variance
D)M = 90 and large sample variance
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17
Which of the following is a fundamental difference between the t statistic and a z-score?
A)The t statistic uses the sample mean in place of the population mean.
B)The t statistic uses the sample variance in place of the population variance.
C)The t statistic computes the standard error by dividing the standard deviation by n - 1 instead of dividing by n.
D)All of the above are differences between t and z.
A)The t statistic uses the sample mean in place of the population mean.
B)The t statistic uses the sample variance in place of the population variance.
C)The t statistic computes the standard error by dividing the standard deviation by n - 1 instead of dividing by n.
D)All of the above are differences between t and z.
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18
Which of the following samples will have the smallest value for the estimated standard error?
A)n = 25 with s2 = 100
B)n = 25 with s2 = 400
C)n = 100 with s2 = 100
D)n = 100 with s2 = 400
A)n = 25 with s2 = 100
B)n = 25 with s2 = 400
C)n = 100 with s2 = 100
D)n = 100 with s2 = 400
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19
On average, what value is expected for the t statistic when the null hypothesis is true?
A)0
B)1
C)1.96
D)t > 1.96
A)0
B)1
C)1.96
D)t > 1.96
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20
A sample of n = 4 scores has SS = 60.What is the variance for this sample?
A)30
B)20
C)16
D)15
A)30
B)20
C)16
D)15
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21
With α = .05 and df = 8, the critical values for a two-tailed t test are t = ±2.306.Assuming all other factors are held constant, if the df value were increased to df = 20, what would happen to the critical values for t?
A)They would increase (move farther from zero).
B)They would decrease (move closer to zero).
C)They would stay the same.
D)not enough information to answer
A)They would increase (move farther from zero).
B)They would decrease (move closer to zero).
C)They would stay the same.
D)not enough information to answer
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22
Under what circumstances can a very small treatment effect be statistically significant?
A)if the sample size big and the sample variance is small
B)if the sample size and the sample variance are both big
C)if the sample size is small and the sample variance is big
D)if the sample size and the sample variance are both small
A)if the sample size big and the sample variance is small
B)if the sample size and the sample variance are both big
C)if the sample size is small and the sample variance is big
D)if the sample size and the sample variance are both small
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23
A sample of n = 4 scores is selected from a population with an unknown mean.The sample has a mean of M = 40 and a variance of s2 = 16.Which of the following is the correct 90% confidence interval for μ?
A)μ = 40 ± 2.353(4)
B)μ = 40 ± 1.638(4)
C)μ = 40 ± 2.353(2)
D)μ = 40 ± 1.638(2)
A)μ = 40 ± 2.353(4)
B)μ = 40 ± 1.638(4)
C)μ = 40 ± 2.353(2)
D)μ = 40 ± 1.638(2)
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24
With α = .05, what is the critical t value for a one-tailed test with n = 15?
A)t = 1.761
B)t = 1.753
C)t = 2.145
D)t = 2.131
A)t = 1.761
B)t = 1.753
C)t = 2.145
D)t = 2.131
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25
A sample is selected from a population with μ = 46 and a treatment is administered to the sample.After treatment, the sample mean is M = 48 with a sample variance of s2 = 16.Based on this information, the size of the treatment effect, as measured by Cohen's d, is ____.
A)d = 0.125
B)d = 0.25
C)d = 0.50
D)Cohen's d cannot be computed without knowing the sample size.
A)d = 0.125
B)d = 0.25
C)d = 0.50
D)Cohen's d cannot be computed without knowing the sample size.
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26
If other factors are held constant, how does sample size influence the likelihood of rejecting the null hypothesis and measures of effect size such as r2 and Cohen's d?
A)A larger sample increases both the likelihood and measures of effect size.
B)A larger sample increases the likelihood but has little influence on measures of effect size.
C )A larger sample decreases the likelihood but has little influence on measures of effect size.
D)A larger sample decreases both the likelihood and measures of effect size.
A)A larger sample increases both the likelihood and measures of effect size.
B)A larger sample increases the likelihood but has little influence on measures of effect size.
C )A larger sample decreases the likelihood but has little influence on measures of effect size.
D)A larger sample decreases both the likelihood and measures of effect size.
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27
Which of the following describes what a confidence interval does?
A)It uses a sample mean to estimate the corresponding population mean.
B)It uses a population mean to predict a sample mean.
C)It uses a level of confidence to estimate a sample mean.
D)It uses the sample mean to determine a level of confidence.
A)It uses a sample mean to estimate the corresponding population mean.
B)It uses a population mean to predict a sample mean.
C)It uses a level of confidence to estimate a sample mean.
D)It uses the sample mean to determine a level of confidence.
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28
Two samples from the same population both have n = 10 scores with M = 45.If the t statistic is computed for each sample, then what is the relationship between the two t values?
A)the two t statistics will be identical
B)the sample with the larger variance will produce the larger t statistic
C)the sample with the smaller variance will produce the larger t statistic
D)There is no way to predict the relationship between the two t statistics.
A)the two t statistics will be identical
B)the sample with the larger variance will produce the larger t statistic
C)the sample with the smaller variance will produce the larger t statistic
D)There is no way to predict the relationship between the two t statistics.
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29
A hypothesis test with a sample of n = 25 participants produces a t statistic of t = +2.53.Assuming a one-tailed test with the critical region in the right-hand tail, what is the correct decision?
A)The researcher can reject the null hypothesis with α = .05 but not with α = .01.
B)The researcher can reject the null hypothesis with either α = .05 or α = .01.
C)The researcher must fail to reject the null hypothesis with either α = .05 or α = .01.
D)It is impossible to make a decision about H0 without more information.
A)The researcher can reject the null hypothesis with α = .05 but not with α = .01.
B)The researcher can reject the null hypothesis with either α = .05 or α = .01.
C)The researcher must fail to reject the null hypothesis with either α = .05 or α = .01.
D)It is impossible to make a decision about H0 without more information.
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30
Compared to a z-score, a hypothesis test with a t statistic requires more information from the sample.
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31
A hypothesis test produces a t statistic of t = 2.20.If the researcher is using a two-tailed test with α = .05, how large does the sample have to be in order to reject the null hypothesis?
A)at least n = 11
B)at least n = 12
C)at least n = 13
D)at least n = 14
A)at least n = 11
B)at least n = 12
C)at least n = 13
D)at least n = 14
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32
A researcher conducts a hypothesis test using a sample of n = 40 from an unknown population.What is the df value for the t statistic?
A)39
B)40
C)41
D)cannot be determined from the information given
A)39
B)40
C)41
D)cannot be determined from the information given
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33
A sample has a mean of M = 39.5 and a standard deviation of s = 4.3, and produces a t statistic of t = 2.14.For a two-tailed hypothesis test with α = .05, what is the correct statistical decision for this sample?
A)The researcher can reject the null hypothesis with α = .05 but not with α = .01.
B)The researcher can reject the null hypothesis with either α = .05 or α = .01.
C)The researcher must fail to reject the null hypothesis with either α = .05 or α = .01.
D)It is impossible to make a decision about H0 without more information.
A)The researcher can reject the null hypothesis with α = .05 but not with α = .01.
B)The researcher can reject the null hypothesis with either α = .05 or α = .01.
C)The researcher must fail to reject the null hypothesis with either α = .05 or α = .01.
D)It is impossible to make a decision about H0 without more information.
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34
When the population variance or standard deviation is not known, you must use a t statistic instead of a z?score for a hypothesis test.
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35
A sample of n = 25 scores produces a t statistic of t = -2.062.If the researcher is using a two-tailed test, then which of the following is the correct statistical decision?
A)The researcher can reject the null hypothesis with ? = .05 but not with ? = .01.
B)The researcher can reject the null hypothesis with either ? = .05 or ? = .01.
C)The researcher must fail to reject the null hypothesis with either ? = .05 or ? = .01.
D)It is impossible to make a decision about H0 without more information.
A)The researcher can reject the null hypothesis with ? = .05 but not with ? = .01.
B)The researcher can reject the null hypothesis with either ? = .05 or ? = .01.
C)The researcher must fail to reject the null hypothesis with either ? = .05 or ? = .01.
D)It is impossible to make a decision about H0 without more information.
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36
If a sample of n = 16 scores is being used to make an 80% confidence interval estimate of the population mean, μ, what value(s) of t should be used?
A)t = 0
B)t = ±2.131
C)t = ±1.753
D)t = ±1.341
A)t = 0
B)t = ±2.131
C)t = ±1.753
D)t = ±1.341
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37
With α = .01 the two-tailed critical region for a t test using a sample of n = 16 subjects would have boundaries of ______.
A)t = ±2.602
B)t = ±2.583
C)t = ±2.947
D)t = ±2.921
A)t = ±2.602
B)t = ±2.583
C)t = ±2.947
D)t = ±2.921
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38
The results of a hypothesis test are reported as follows: t(15) = 2.70, p < .05.Based on this report, how many individuals were in the sample?
A)14
B)15
C)16
D)cannot be determined from the information provided
A)14
B)15
C)16
D)cannot be determined from the information provided
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39
What value is estimated with a confidence interval using the t statistic?
A)the value for an unknown sample mean
B)the value for an unknown population mean
C)the difference between two population means
D)the difference between two sample means
A)the value for an unknown sample mean
B)the value for an unknown population mean
C)the difference between two population means
D)the difference between two sample means
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40
A sample of n = 16 scores produces a t statistic of t = 2.00.If the sample is used to measure effect size with r2, what value will be obtained for r2?
A)r2 = 2/20
B)r2 = 4/20
C)r2 = 2/19
D)r2 = 4/19
A)r2 = 2/20
B)r2 = 4/20
C)r2 = 2/19
D)r2 = 4/19
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41
If a hypothesis test using a sample of n = 16 scores produces a t statistic of t = 2.15, then the correct decision is to reject the null hypothesis for a two-tailed test with = .05.
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42
If other factors are held constant, the bigger the sample is, the greater the likelihood of rejecting the null hypothesis.
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43
If two samples, each with n = 20 scores, are selected from the same population and both have the same mean (M = 53) and the same variance (s2 = 12), then they will also have the same t statistic.
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44
For a two-tailed test with α = .05 and a sample of n = 16, the boundaries for the critical region are t = ±2.120.
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45
In general, the larger the value of the sample variance, the greater the likelihood of rejecting the null hypothesis.
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46
As sample size increases, the critical region boundaries for a two-tailed test with = .05 will move closer to zero.
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47
If other factors are held constant, as the sample variance increases, the estimated standard error also increases.
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48
For a two-tailed hypothesis test with α = .05 and a sample of n = 25 scores, the boundaries for the critical region are t = ±2.060.
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49
In a hypothesis test, a large value for the sample variance increases the likelihood that you will find a significant treatment effect.
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50
A sample of n = 4 scores with SS = 48 has a variance of 16 and an estimated standard error of 2.
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51
If other factors are held constant, as the sample size increases, the estimated standard error decreases.
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52
For a hypothesis test using a t statistic, the boundaries for the critical region will change if the sample size is changed.
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53
Two samples are selected from a population and a treatment is administered to the samples.If both samples have the same mean and the same variance, you are more likely to find a significant treatment effect with a sample of n = 100 than with a sample of n = 4.
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54
If two samples each have the same mean, the same number of scores, and are selected from the same population, then they will also have identical t statistics.
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55
As the sample size is increased, the distribution of t statistics becomes flatter and more spread out.
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56
A sample of n = 16 scores with a sample variance of s2 = 64 would have an estimated standard error of 4 points.
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57
If random samples, each with n = 20 scores, are selected from a population, and the z-score and t statistic are computed for each sample, the t statistics will be more variable than the z-scores.
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58
For a one-tailed test with α = .05 and a sample of n = 9, the critical value for the t statistic is t = 1.860.
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59
Two samples from same population probably will have different t statistics even if they are the same size and have the same mean.
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60
The t distribution for df = 4 is flatter and more spread out than the t distribution for df = 20.
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61
For a one tailed test evaluating a treatment that is supposed to decrease scores, a researcher obtains t(8) = -1.90.For ? = .05, the correct decision is to reject the null hypothesis.
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62
A research report states "t(15) = 2.31, p < .05." For this study, the sample had n = 16 scores.
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63
If the null hypothesis states that = 70 and a researcher obtains a sample with M = 73 and s2 = 9, then Cohen's d = 0.33.
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64
In order to estimate a population mean with a confidence interval, you first must estimate a range of values for t.
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65
Although hypothesis tests are affected by sample size, it has little or no influence on measures of effect size, such as r2 or Cohen's d.
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66
If the 90% confidence interval for µ is from 40 to 50, then the sample mean is M = 45.
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67
A research report states "t(8) = 2.00, p > .05." For this test, r2 = 2/10.
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68
The sample mean will always be exactly in the center of a confidence interval that is estimating the value of the population mean.
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