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Explain why a dependent-samples -test is the appropriate choice for analyzing the difference in mean estimation accuracy in this scenario, and describe how this test conceptually functions in relation to a one-sample -test.
Case context: A health psychologist is studying how people estimate the calorie content of junk food. After developing a short training program to improve their estimates, the psychologist measures the calorie estimation accuracy of a group of participants before the training program (pretest) and measures the exact same group's accuracy after the program (posttest).
Question: Explain why a dependent-samples -test is the appropriate choice for analyzing the difference in mean estimation accuracy in this scenario, and describe how this test conceptually functions in relation to a one-sample -test.
Sample answer: A dependent-samples -test is appropriate because the psychologist is comparing two means (pretest and posttest calorie estimation accuracy) obtained from the exact same sample of participants tested at two different times. This is a pretest-posttest design, which makes the dependent-samples -test the correct analysis. Conceptually, the test functions as a special case of the one-sample -test because the researcher computes difference scores for each individual and compares the mean of those difference scores to a single value (such as zero).
Key points:
- Comprehends that a pretest-posttest design involves the same sample tested at two different times.
- Identifies that comparing two means from the same sample requires a dependent-samples -test.
- Explains that this test conceptually functions as a special case of the one-sample -test.
Rubric: Full credit is awarded if the explanation details that: 1) the two means are obtained from the same sample of participants tested at two different times (pretest-posttest design), and 2) the dependent-samples -test conceptually functions as a special case of the one-sample -test.
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Research Methods in Psychology - 4th American Edition @ KPU
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Example of a Dependent-Samples t-Test
When is it most appropriate to use a dependent-samples t-test in a research study?
A cognitive psychologist measures the reaction times of 40 participants while they complete a task in a quiet room, and then measures the reaction times of those exact same 40 participants while they complete the task in a noisy room. The psychologist should use a dependent-samples t-test to analyze the differences in reaction times.
Match the following terms associated with the dependent-samples -test to the description that best captures their conceptual role in psychological research.
A psychologist is conducting a within-subjects study where participants' memory performance is measured both before and after a specific intervention. To perform a dependent-samples -test on this data, the researcher must transform the paired scores into a testable format. Arrange the following steps in the correct logical order of analysis.
The dependent-samples -test is also commonly referred to as the paired-samples -test.
In a within-subjects psychology experiment, a researcher uses a dependent-samples -test to analyze the data. Which of the following best explains the conceptual logic of how this test processes the participants' scores from two different conditions?
A researcher is critiquing a study that measured 30 participants' reaction times before and after a specific cognitive intervention. The researcher argues that the original analysis was flawed because it failed to account for the fact that the two sets of scores are not independent. To correctly evaluate this pretest-posttest data and account for the systematic relationship between the measurements, the researcher should have used a(n) _____-samples -test.
A researcher is planning a study and must select the appropriate statistical test. Match each research scenario to the correct conclusion about whether a dependent-samples t-test is appropriate and why.
The dependent-samples t-test is conceptually a special case of the one-sample t-test because it first computes a _____ for each participant by subtracting one of their scores from the other, and then tests whether the mean of those computed values is significantly different from zero.
A graduate student is reviewing a peer's research report that claims a dependent-samples t-test was the correct statistical analysis for the study. Order the steps the graduate student should follow to evaluate whether that claim is justified.
Define the dependent-samples -test and state its alternative name. Under what two research designs is this statistical test particularly appropriate, and how does it function conceptually in relation to another type of -test?
Explain why a dependent-samples -test is the appropriate choice for analyzing the difference in mean estimation accuracy in this scenario, and describe how this test conceptually functions in relation to a one-sample -test.
A cognitive psychologist is conducting a within-subjects experiment to compare how participants perform on a reading task under two distinct conditions: once with background music playing, and once in silence. Identify the specific statistical test they should use to compare the performance means under these two conditions and apply the conceptual definition to justify this choice.