Deck 11: Hypothesis Testing and Statistical Significance
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Deck 11: Hypothesis Testing and Statistical Significance
1
If our findings yield a probability level that falls short of our critical region and therefore is NOT statistically significant, we should:
A)Conclude that the null hypothesis has been confirmed.
B)Fail to reject the null hypothesis.
C)Conclude that there really is no relationship between our hypothesized variables in the population.
D)All of these.
A)Conclude that the null hypothesis has been confirmed.
B)Fail to reject the null hypothesis.
C)Conclude that there really is no relationship between our hypothesized variables in the population.
D)All of these.
Fail to reject the null hypothesis.
2
The cutoff point that separates the critical region probability from the rest of the area of the theoretical sampling distribution can be called the:
A)Level of significance.
B)Rejection level.
C)Alpha level.
D)All of these.
A)Level of significance.
B)Rejection level.
C)Alpha level.
D)All of these.
All of these.
3
If our level of significance is .05, but our statistical test produces a probability of .07, we have confirmed the null hypothesis.
False
4
When we get findings that warrant rejecting the null hypothesis, we should:
A)Remember that design issues might still be alternative explanations for our findings.
B)Rule out design issues as alternative explanations for our findings.
C)Conclude that there is no chance whatsoever that our findings could be due to sampling error.
D)None of these.
A)Remember that design issues might still be alternative explanations for our findings.
B)Rule out design issues as alternative explanations for our findings.
C)Conclude that there is no chance whatsoever that our findings could be due to sampling error.
D)None of these.
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5
When testing a nondirectional hypothesis, we use a two-tailed test of significance.
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6
If the null hypothesis is true:
A)The hypothesized relationship really exists.
B)The results are statistically significant.
C)The relationship found in our study data between the hypothesized variables can be attributed to sampling error.
D)All of these.
A)The hypothesized relationship really exists.
B)The results are statistically significant.
C)The relationship found in our study data between the hypothesized variables can be attributed to sampling error.
D)All of these.
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7
An administrator working in a child guidance center tests the hypothesis that family income will be related to number of treatment sessions attended.Her sample size is large, and her level of significance is .05.How should her critical region appear in her theoretical sampling distribution?
A)It should be split between the right and left tails, with .05 appearing in each tail.
B)It should be split between the right and left tails, with .025 appearing in each tail.
C)It should appear in the tail signifying a positive relationship, with .05 in that tail.
D)It should appear in the tail signifying a negative relationship, with .05 in that tail.
A)It should be split between the right and left tails, with .05 appearing in each tail.
B)It should be split between the right and left tails, with .025 appearing in each tail.
C)It should appear in the tail signifying a positive relationship, with .05 in that tail.
D)It should appear in the tail signifying a negative relationship, with .05 in that tail.
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8
Rejecting the null hypothesis means that our research hypothesis is true, regardless of design issues.
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9
The terms level of significance, alpha level, and critical region each refer to different things; they do not refer to the same thing.
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10
Which of the following statements is true about one-tailed tests of significance?
A)The critical region is at both ends of the theoretical sampling distribution.
B)They increase the chances of reaching the critical region if the results are in the predicted direction
C)They are used mainly with very large samples.
D)They require greater between-group differences in order to reach the critical region.
A)The critical region is at both ends of the theoretical sampling distribution.
B)They increase the chances of reaching the critical region if the results are in the predicted direction
C)They are used mainly with very large samples.
D)They require greater between-group differences in order to reach the critical region.
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11
The theoretical sampling distribution shows the likelihood of getting a particular finding just due to sampling error.
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12
The critical region is that area of the theoretical sampling distribution where our sample statistic needs to fall in order to be deemed statistically significant.
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13
A two-tailed test of significance splits the critical region at both ends of the theoretical sampling distribution.
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14
When we are testing directional hypotheses, we should:
A)Never use a two-tailed test.
B)Always use a two-tailed test.
C)Use a two-tailed test if we want to be able to reject the null hypothesis in case our findings are in the opposite direction from the one predicted in our hypothesis.
D)None of these.
A)Never use a two-tailed test.
B)Always use a two-tailed test.
C)Use a two-tailed test if we want to be able to reject the null hypothesis in case our findings are in the opposite direction from the one predicted in our hypothesis.
D)None of these.
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15
Which of the following statements is true about theoretical sampling distributions?
A)They are based on the assumption that the null hypothesis is true.
B)They are based on the assumption that the null hypothesis is false.
C)They are based on the assumption that a study's findings can be attributed to sampling error.
D)They are based on the assumption that the null hypothesis is true AND that therefore the findings can be attributed to sampling error.
A)They are based on the assumption that the null hypothesis is true.
B)They are based on the assumption that the null hypothesis is false.
C)They are based on the assumption that a study's findings can be attributed to sampling error.
D)They are based on the assumption that the null hypothesis is true AND that therefore the findings can be attributed to sampling error.
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16
A finding that is statistically significant means that:
A)Chance is NOT a plausible explanation for our finding.
B)Our research hypothesis is true.
C)Flaws in our research design become less relevant.
D)All of these.
A)Chance is NOT a plausible explanation for our finding.
B)Our research hypothesis is true.
C)Flaws in our research design become less relevant.
D)All of these.
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17
Even if there is some difference in treatment outcome between two groups in our sample, the null hypothesis postulates that the difference can be attributed to sampling error.
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18
When testing a directional hypothesis, we always must use a one-tailed test of significance; there are no exceptions to this rule.
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19
The probability that we are willing to risk being wrong in rejecting the null hypothesis is:
A)Located in the smaller portion of the theoretical sampling distribution after the cutoff point.
B)Called the level of significance.
C)Called the alpha level.
D)All of these.
A)Located in the smaller portion of the theoretical sampling distribution after the cutoff point.
B)Called the level of significance.
C)Called the alpha level.
D)All of these.
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20
If we use a one-tailed test of significance, but get findings that would be significant in the opposite tail, we can reject the null hypothesis and conclude that the results have confirmed the opposite of what we predicted.
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