Deck 8: Is There Really a Difference Introduction to Statistical Hypothesis Testing
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Deck 8: Is There Really a Difference Introduction to Statistical Hypothesis Testing
1
Which of the following z values is least likely to occur by chance?
A)z = +0.50
B)z = -1.00
C)z = -1.50
D)z = +2.00
A)z = +0.50
B)z = -1.00
C)z = -1.50
D)z = +2.00
D
2
Nonparametric statistical tests often are called tests.
A)distribution-free
B)variance-free
C)null-parameter
D)nondirectional
A)distribution-free
B)variance-free
C)null-parameter
D)nondirectional
A
3
A statement about a characteristic of a population is a hypothesis.
A)demographic
B)statistical
C)research
D)primary
A)demographic
B)statistical
C)research
D)primary
B
4
One characteristic of the two hypotheses formulated for a statistical test is that the hypotheses must.
A)be statements about the same sample
B)specify the sample value
C)be written as a sentence
D)include all possible values of the parameter in the population
A)be statements about the same sample
B)specify the sample value
C)be written as a sentence
D)include all possible values of the parameter in the population
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5
Which of the following could be an appropriate null hypothesis for a statistical test concerning the mean income of 17-year old males?
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6
The statistical symbol H0 is used to represent a(n) hypothesis.
A)null
B)alternative
C)research
D)true
A)null
B)alternative
C)research
D)true
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7
The test statistic z locates a sample mean on a distribution.
A)positively skewed
B)negatively skewed
C)standard normal
D)symmetrical and bimodal
A)positively skewed
B)negatively skewed
C)standard normal
D)symmetrical and bimodal
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8
The statistical symbol α is known as.
A)gamma
B)delta
C)beta
D)alpha
A)gamma
B)delta
C)beta
D)alpha
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9
Statistical tests require both a(n) and a(n) hypothesis.
A)null; alternative
B)primary; secondary
C)empirical; theoretical
D)conceptual; testable
A)null; alternative
B)primary; secondary
C)empirical; theoretical
D)conceptual; testable
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10
By setting alpha equal to .05, a "statistically rare" event is defined as an event occurring only 5 or fewer times in occasions if the hypothesis is true.
A)1000; null
B)100; null
C)100; alternative
D)1000; alternative
A)1000; null
B)100; null
C)100; alternative
D)1000; alternative
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11
The probability level that establishes how improbable an observed value of z must be in order to reject the null hypothesis is known as the level.
A)rejection
B)significance
C)decision
D)critical
A)rejection
B)significance
C)decision
D)critical
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12
The statistical symbol H1 represents a(n) hypothesis.
A)null
B)alternative
C)research
D)true
A)null
B)alternative
C)research
D)true
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13
For a parametric test a statistical hypothesis is a statement about.
A)a characteristic of a sample
B)the range of values in the population
C)measures of central tendency for a sample
D)a characteristic of a population
A)a characteristic of a sample
B)the range of values in the population
C)measures of central tendency for a sample
D)a characteristic of a population
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14
The null hypothesis establishes a situation under which the theoretical distribution of the test statistic may be obtained.
A)normal
B)mean
C)sampling
D)population
A)normal
B)mean
C)sampling
D)population
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15
A parametric statistical test involves hypotheses about.
A)sample statistics such as the mean and standard deviation
B)measures of central tendency such as the mode and median
C)population values such as the mean and variance
D)sample measures of central tendency and variability
A)sample statistics such as the mean and standard deviation
B)measures of central tendency such as the mode and median
C)population values such as the mean and variance
D)sample measures of central tendency and variability
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16
A statement that tentatively is held to be true about a population is called a(n) hypothesis.
A)alternative
B)population
C)null
D)true
A)alternative
B)population
C)null
D)true
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17
The level is a probability value that provides the criterion for rejecting H0.
A)significance
B)rareness
C)confidence
D)hypothesis
A)significance
B)rareness
C)confidence
D)hypothesis
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18
One characteristic of the two hypotheses formulated for a statistical test is that the hypotheses must.
A)be statements about the same sample
B)specify the sample value
C)be mutually exclusive
D)be written as a sentence
A)be statements about the same sample
B)specify the sample value
C)be mutually exclusive
D)be written as a sentence
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19
A statement of what must be true if the null hypothesis is false is called a(n) hypothesis.
A)population
B)research
C)alternative
D)true
A)population
B)research
C)alternative
D)true
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20
Which of the following could be an appropriate alternative hypothesis for a statistical test concerning the mean income of 17-year old males? 

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21
If zobs does not fall into a rejection region, then the.
A)alternative hypothesis is not accepted
B)alternative hypothesis is not rejected
C)null hypothesis is rejected
D)null hypothesis is not accepted
A)alternative hypothesis is not accepted
B)alternative hypothesis is not rejected
C)null hypothesis is rejected
D)null hypothesis is not accepted
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22
In behavioral research, alpha is usually set at.
A).10
B).05 or .01
C).01 or .001
D).005
A).10
B).05 or .01
C).01 or .001
D).005
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23
The rejection region represents the values of a test statistic that have a probability alpha if is true.
A)greater than; H0
B)greater than; H1
C)equal to or less than; H0
D)equal to or less than; H1
A)greater than; H0
B)greater than; H1
C)equal to or less than; H0
D)equal to or less than; H1
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24
If the null hypothesis is not rejected with a .05 significance level, then we know that.
A)there is a statistically significant difference
B)the alpha level is greater than .05
C)a non-directional test was used
D)the observed value of the test statistic did not fall into the rejection region
A)there is a statistically significant difference
B)the alpha level is greater than .05
C)a non-directional test was used
D)the observed value of the test statistic did not fall into the rejection region
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25
If zobs equals -3.08 and zcrit equals plus or minus 1.96, then the statistical decisions should be as follows: the null hypothesis and the alternative hypothesis.
A)reject; do not accept
B)reject; accept
C)fail to reject; do not accept
D)fail to reject; accept
A)reject; do not accept
B)reject; accept
C)fail to reject; do not accept
D)fail to reject; accept
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26
Suppose a non-directional z test was performed and the null hypothesis rejected with a significance level of .05. Which one of the following could have been the value of zobs in the statistical test?
A)-1.98
B)-1.68
C)-1.34
D)+1.68
A)-1.98
B)-1.68
C)-1.34
D)+1.68
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27
A statistical test that locates rejection regions at both ends of the sampling distribution is called a test.
A)one-tailed
B)two-tailed
C)unidirectional
D)directional
A)one-tailed
B)two-tailed
C)unidirectional
D)directional
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28
When rejection regions are located at both ends of a sampling distribution, a statistical test is used.
A)parametric
B)directional
C)one-tailed
D)non-directional
A)parametric
B)directional
C)one-tailed
D)non-directional
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29
A statistically significant difference with the z test means that.
A)the population mean is larger than the hypothesized sample value
B)the alpha level was higher than expected by chance alone
C)the sample mean comes from a population with a mean different from the hypothesized population value
D)the alpha level was lower than expected by chance alone
A)the population mean is larger than the hypothesized sample value
B)the alpha level was higher than expected by chance alone
C)the sample mean comes from a population with a mean different from the hypothesized population value
D)the alpha level was lower than expected by chance alone
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30
The one-sample t test is calculated by dividing the difference of the by the.
A)sample mean minus the population mean; standard deviation
B)sample mean minus the population mean; standard error
C)individual's score minus the sample mean; standard deviation
D)individual's score minus the sample mean; standard error
A)sample mean minus the population mean; standard deviation
B)sample mean minus the population mean; standard error
C)individual's score minus the sample mean; standard deviation
D)individual's score minus the sample mean; standard error
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31
If the results of a study were summarized in a research article as z = -3.08, p < .05, then you would know that the.
A)results were not statistically significant at the .05 level
B)null hypothesis was not accepted at the .95 level
C)alternative hypothesis was rejected at the .05 level
D)null hypothesis was rejected at the .05 level
A)results were not statistically significant at the .05 level
B)null hypothesis was not accepted at the .95 level
C)alternative hypothesis was rejected at the .05 level
D)null hypothesis was rejected at the .05 level
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32
The formula for the one-sample t test is.



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33
If zobs equals -.50 and zcrit equals plus or minus 1.96, then a statistical decision is to.
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)accept the alternative hypothesis
D)fail to reject the alternative hypothesis
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)accept the alternative hypothesis
D)fail to reject the alternative hypothesis
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34
If zobs does not fall into a rejection region, then the.
A)alternative hypothesis is accepted
B)alternative hypothesis is not rejected
C)null hypothesis is rejected
D)null hypothesis is not rejected
A)alternative hypothesis is accepted
B)alternative hypothesis is not rejected
C)null hypothesis is rejected
D)null hypothesis is not rejected
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35
If zobs falls into a rejection region, then the hypothesis is.
A)null; accepted
B)alternative; rejected
C)null; not rejected
D)alternative; accepted
A)null; accepted
B)alternative; rejected
C)null; not rejected
D)alternative; accepted
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36
If zobs falls into a rejection region, then the hypothesis is.
A)null; accepted
B)alternative; rejected
C)null; rejected
D)alternative; not rejected
A)null; accepted
B)alternative; rejected
C)null; rejected
D)alternative; not rejected
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37
The boundaries of the rejection region or regions are specified by.
A)the critical value
B)alpha
C)rejection region values
D)boundary values
A)the critical value
B)alpha
C)rejection region values
D)boundary values
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38
A nonsignificant difference with the z test means that.
A)the population mean is larger than the hypothesized sample value
B)H0 was rejected and H1 accepted
C)H0 was not rejected and H1 was not accepted d H0 was rejected and H1 not accepted
A)the population mean is larger than the hypothesized sample value
B)H0 was rejected and H1 accepted
C)H0 was not rejected and H1 was not accepted d H0 was rejected and H1 not accepted
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39
A statistically significant difference means that.
A)the population mean is larger than the hypothesized sample value
B)H0 was rejected and H1 accepted
C)H0 was not rejected and H1 was not accepted
D)the alpha level was lower than expected by chance alone
A)the population mean is larger than the hypothesized sample value
B)H0 was rejected and H1 accepted
C)H0 was not rejected and H1 was not accepted
D)the alpha level was lower than expected by chance alone
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40
A one-sample t test is used to test for the difference between a.
A)sample standard deviation and a sample variance
B)population mean and a population variance
C)sample mean and a sample variance
D)sample mean and a population mean
A)sample standard deviation and a sample variance
B)population mean and a population variance
C)sample mean and a sample variance
D)sample mean and a population mean
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41
In a nondirectional one-sample t test, the rejection region is located in of the sampling distribution of t.
A)the center
B)the left tail
C)the right tail
D)both tails
A)the center
B)the left tail
C)the right tail
D)both tails
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42
A one-sample t test is used with a sample of 30 scores. The df for this t are.
A)31
B)29
C)30 d 28
A)31
B)29
C)30 d 28
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43
The denominator of the one-sample t test is calculated by dividing by. 

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44
To enter a table of critical values of t, you must know.
A)df for tobs
B)tobs
C)the value of X − μ
D)the value of s
A)df for tobs
B)tobs
C)the value of X − μ
D)the value of s
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45
Which of the following would be an appropriate alternative hypothesis for the one-sample t test of the hypothesis that the mean reaction time of a population of 45 year-old drivers is 0.653 seconds? 

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46
Degrees of freedom for a statistic refers to the number of that are free to vary when calculating that statistic.
A)sample statistics
B)population parameters
C)scores in the sample
D)scores in the population
A)sample statistics
B)population parameters
C)scores in the sample
D)scores in the population
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47
The concept of degrees of freedom refers to the.
A)number of scores plus one used to calculate the sample standard deviation for the one-sample t test
B)number of scores minus one used to calculate the population standard deviation for a t test
C)variation in critical values of t with differences in sample size
D)number of scores that are free to vary when calculating a statistic
A)number of scores plus one used to calculate the sample standard deviation for the one-sample t test
B)number of scores minus one used to calculate the population standard deviation for a t test
C)variation in critical values of t with differences in sample size
D)number of scores that are free to vary when calculating a statistic
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48
Degrees of freedom are represented by the abbreviation.
A)df
B)fd
C)def
D)degfr
A)df
B)fd
C)def
D)degfr
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49
Which of the following is true about the t?
A)The sampling distribution of t is independent of the df.
B)The sampling distribution of t for df = 10 is flatter and wider than the sampling distribution for df = 5.
C)The sampling distribution of t for df = 5 is flatter and wider than the sampling distribution for df = 10.
D)There is a single sampling distribution of t for all values of df.
A)The sampling distribution of t is independent of the df.
B)The sampling distribution of t for df = 10 is flatter and wider than the sampling distribution for df = 5.
C)The sampling distribution of t for df = 5 is flatter and wider than the sampling distribution for df = 10.
D)There is a single sampling distribution of t for all values of df.
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50
The shape of the sampling distribution of t is.
A)typically normally distributed
B)positively skewed
C)determined by the degrees of freedom
D)identical to the distribution of z when the sample size is 30 or more
A)typically normally distributed
B)positively skewed
C)determined by the degrees of freedom
D)identical to the distribution of z when the sample size is 30 or more
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51
Which of the following would be an appropriate null hypothesis for the one-sample t test of the hypothesis that the mean reaction time of a population of 45 year-old drivers is 0.653 seconds?
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52
The degrees of freedom for the one-sample t test are found by.
A)N
B)N - 1
C)N + 1
D)N - 2
A)N
B)N - 1
C)N + 1
D)N - 2
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53
In a directional one-sample t test, the rejection region is located in of the sampling distribution of t.
A)the left tail
B)the right tail
C)either the left tail or the right tail, but not both tails
D)both tails
A)the left tail
B)the right tail
C)either the left tail or the right tail, but not both tails
D)both tails
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54
When calculating s, the df are given by.
A)N
B)N + 1
C)N - 1
D)N - 2
A)N
B)N + 1
C)N - 1
D)N - 2
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55
The degrees of freedom determine the the sampling distribution of t.
A)mean of
B)range of values for
C)variance of
D)shape of
A)mean of
B)range of values for
C)variance of
D)shape of
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56
The theoretical sampling distribution of t varies with the.
A)value of the sample mean
B)range of values in the sample
C)size of the sample
D)value of the sample variance
A)value of the sample mean
B)range of values in the sample
C)size of the sample
D)value of the sample variance
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57
If tobs does not fall into a rejection region, then the decision is to.
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)accept the alternative hypothesis
D)decrease the value of alpha
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)accept the alternative hypothesis
D)decrease the value of alpha
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58
In general, the t distribution is than the normal distribution.
A)more symmetrical
B)more peaked and less wide
C)more negatively skewed
D)flatter and wider
A)more symmetrical
B)more peaked and less wide
C)more negatively skewed
D)flatter and wider
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59
If tobs falls into a rejection region, then the decision is to.
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)do not accept the alternative hypothesis
D)increase the value of alpha
A)reject the null hypothesis
B)fail to reject the null hypothesis
C)do not accept the alternative hypothesis
D)increase the value of alpha
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60
When H0 is true, expected values of t are distributed symmetrically around a value.
A)of zero
B)of 1.0
C)of either +1.0 or -1.0
D)that varies with degrees of freedom
A)of zero
B)of 1.0
C)of either +1.0 or -1.0
D)that varies with degrees of freedom
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61
If H0 is true and it is not rejected, then has occurred.
A)a Type I error
B)a Type II error
C)either a Type I or a Type II error
D)a correct decision
A)a Type I error
B)a Type II error
C)either a Type I or a Type II error
D)a correct decision
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62
If the result of a statistical test is reported as p > .05, then it indicates that the investigator .
A)failed to reject H0
B)failed to reject H1
C)accepted H1
D)rejected H0
A)failed to reject H0
B)failed to reject H1
C)accepted H1
D)rejected H0
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63
Alpha is the probability of.
A)rejecting H0 when it is true
B)failing to reject H0 when it is false
C)accepting H1 when it is true
D)rejecting H1 when it is true
A)rejecting H0 when it is true
B)failing to reject H0 when it is false
C)accepting H1 when it is true
D)rejecting H1 when it is true
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64
Underlying the use of the one-sample t test is the assumption that the.
A)distribution of scores in the sample is symmetrical
B)population variance is equal to the sample variance
C)degrees of freedom are greater than 30
D)scores in the population are normally distributed
A)distribution of scores in the sample is symmetrical
B)population variance is equal to the sample variance
C)degrees of freedom are greater than 30
D)scores in the population are normally distributed
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65
If the result of a one-sample t test is reported as t(49) = 2.329, p < .05, then you know that.
A)the critical value of t was 2.329
B)the alpha level was less than .05
C)the sample size was 49
D)none of the above
A)the critical value of t was 2.329
B)the alpha level was less than .05
C)the sample size was 49
D)none of the above
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66
A nonsignificant difference is attributed to.
A)the effects of stratified sampling
B)an insufficiently low alpha value
C)sampling error
D)a standard error
A)the effects of stratified sampling
B)an insufficiently low alpha value
C)sampling error
D)a standard error
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67
If the result of a one-sample t test is reported as p > .05, then you know that the.
A)null hypothesis was rejected
B)null hypothesis was not rejected
C)alternative hypothesis was accepted
D)probability of a Type II error was .05
A)null hypothesis was rejected
B)null hypothesis was not rejected
C)alternative hypothesis was accepted
D)probability of a Type II error was .05
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68
If the observed difference between the sample mean and the hypothesized population mean in a one-sample t test is nonsignificant, then.
A)the null hypothesis was rejected
B)the null hypothesis was not rejected
C)it implies that a Type I error was made
D)the probability that a Type II error was made is equal to .05
A)the null hypothesis was rejected
B)the null hypothesis was not rejected
C)it implies that a Type I error was made
D)the probability that a Type II error was made is equal to .05
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69
A Type I error occurs if the null hypothesis is when it is.
A)rejected; true
B)not rejected; true
C)rejected; false
D)not rejected; false
A)rejected; true
B)not rejected; true
C)rejected; false
D)not rejected; false
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70
The use of the one-sample t test rests on the assumption that the sample.
A)is symmetrical
B)was randomly selected from the population
C)variance is known
D)standard deviation is known
A)is symmetrical
B)was randomly selected from the population
C)variance is known
D)standard deviation is known
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71
If the null hypothesis is not rejected in a one-sample t test, then the.
A)sample mean and the population mean differ significantly from each other
B)alpha level should be increased
C)observed difference between the sample mean and the population mean is attributed to sampling error
D)distributions of scores within both the sample and the population are normal
A)sample mean and the population mean differ significantly from each other
B)alpha level should be increased
C)observed difference between the sample mean and the population mean is attributed to sampling error
D)distributions of scores within both the sample and the population are normal
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72
If tobs falls into a rejection region, then which of the following is true?
A)The probability of obtaining the value of tobs under the null hypothesis is greater than the alpha value.
B)The alternative hypothesis is not accepted.
C)The null hypothesis is rejected.
D)The null hypothesis is not rejected.
A)The probability of obtaining the value of tobs under the null hypothesis is greater than the alpha value.
B)The alternative hypothesis is not accepted.
C)The null hypothesis is rejected.
D)The null hypothesis is not rejected.
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73
If the result of a statistical test is reported as p < .05, then it indicates that the investigator .
A)failed to reject H0
B)failed to reject H1
C)rejected H1
D)rejected H0
A)failed to reject H0
B)failed to reject H1
C)rejected H1
D)rejected H0
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74
If the alternative hypothesis is true and H0 is not rejected, then.
A)a Type I error has occurred
B)a Type II error has occurred
C)a correct decision has occurred
D)it is possible that both a Type I and Type II error have occurred
A)a Type I error has occurred
B)a Type II error has occurred
C)a correct decision has occurred
D)it is possible that both a Type I and Type II error have occurred
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75
If the results of a study using the one-sample t test were summarized t(14) = 3.218, p < .01, then you would know that the probability of tobs if H0 is true is and that the difference between X and μ is. 
A)less than or equal to .01; nonsignificant
B)less than or equal to.01; statistically significant
C)greater than .01; nonsignificant
D)greater than .01; statistically significant

A)less than or equal to .01; nonsignificant
B)less than or equal to.01; statistically significant
C)greater than .01; nonsignificant
D)greater than .01; statistically significant
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76
If a(n) hypothesis is rejected when it was in fact true, then a error has occurred.
A)null; Type I
B)alternative; Type I
C)null; Type II
D)alternative; Type II
A)null; Type I
B)alternative; Type I
C)null; Type II
D)alternative; Type II
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77
If tobs does not fall into a rejection region, then which of the following is true?
A)The probability of obtaining the value of tobs under the null hypothesis is less than the alpha value.
B)The alternative hypothesis is accepted.
C)The null hypothesis is rejected.
D)The null hypothesis is not rejected.
A)The probability of obtaining the value of tobs under the null hypothesis is less than the alpha value.
B)The alternative hypothesis is accepted.
C)The null hypothesis is rejected.
D)The null hypothesis is not rejected.
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78
If the results of a study using the one-sample t test were summarized t(99) = 1.546, p > .05, then you would know that the sample size was and the null hypothesis was
)
A)99; rejected
B)99; not rejected
C)100; rejected
D)100; not rejected
)
A)99; rejected
B)99; not rejected
C)100; rejected
D)100; not rejected
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79
You make a Type II error when you.
A)reject H0 when it is true and H1 is false
B)accept H1 when it is true and H0 is false
C)fail to reject H0 when it is false and H1 is true
D)fail to reject H1 when it is false and H0 is true
A)reject H0 when it is true and H1 is false
B)accept H1 when it is true and H0 is false
C)fail to reject H0 when it is false and H1 is true
D)fail to reject H1 when it is false and H0 is true
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80
If a(n) hypothesis is not rejected when in fact it is true, then error has occurred.
A)null; no
B)null; a Type I
C)alternative; no
D)alternative; a Type II
A)null; no
B)null; a Type I
C)alternative; no
D)alternative; a Type II
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