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Questions and Answers
What characterizes quasi-experimental designs?
What characterizes quasi-experimental designs?
Which of the following is a weakness of one group post-test design?
Which of the following is a weakness of one group post-test design?
What does the time-lagged design aim to eliminate?
What does the time-lagged design aim to eliminate?
What is a disadvantage of using correlational studies?
What is a disadvantage of using correlational studies?
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What feature distinguishes the pretest-posttest nonequivalent groups design?
What feature distinguishes the pretest-posttest nonequivalent groups design?
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What is the primary concern with direct replications in research?
What is the primary concern with direct replications in research?
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What is considered a questionable research practice (QRP)?
What is considered a questionable research practice (QRP)?
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Which of the following statements about the Reproducibility Project is accurate?
Which of the following statements about the Reproducibility Project is accurate?
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What does the concept of publication bias refer to?
What does the concept of publication bias refer to?
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What is the role of open science in the research process?
What is the role of open science in the research process?
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Why are social priming studies considered difficult to replicate?
Why are social priming studies considered difficult to replicate?
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Which of the following metrics is NOT relevant to assessing effect size claims?
Which of the following metrics is NOT relevant to assessing effect size claims?
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What is the primary risk associated with within-subjects research?
What is the primary risk associated with within-subjects research?
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What is systematic empiricism?
What is systematic empiricism?
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Which method can be used to minimize order effects in experiments?
Which method can be used to minimize order effects in experiments?
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What is the main focus of internal validity in an experiment?
What is the main focus of internal validity in an experiment?
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What does the term 'Pygmalion Effect' refer to in research?
What does the term 'Pygmalion Effect' refer to in research?
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Which type of correlation indicates the absolute connection between two variables?
Which type of correlation indicates the absolute connection between two variables?
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In double-blind studies, what does it mean for both the researcher and participants?
In double-blind studies, what does it mean for both the researcher and participants?
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What does 'reproducibility' in research signify?
What does 'reproducibility' in research signify?
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What does statistical validity entail in a study?
What does statistical validity entail in a study?
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What is a key characteristic of conceptual replication in research?
What is a key characteristic of conceptual replication in research?
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Which measure of central tendency is most appropriate for skewed data?
Which measure of central tendency is most appropriate for skewed data?
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What is the purpose of using scatterplots in data analysis?
What is the purpose of using scatterplots in data analysis?
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What constitutes an artifact in data analysis?
What constitutes an artifact in data analysis?
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What is the function of random assignment in experimental design?
What is the function of random assignment in experimental design?
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Which of the following is considered a confounding variable?
Which of the following is considered a confounding variable?
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What defines the placebo effect?
What defines the placebo effect?
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Which statement correctly describes the nocebo effect?
Which statement correctly describes the nocebo effect?
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What is the key advantage of using block randomization in experiments?
What is the key advantage of using block randomization in experiments?
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What is meant by effect size in statistical analyses?
What is meant by effect size in statistical analyses?
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What kind of data visualization is best for summarizing frequency claims?
What kind of data visualization is best for summarizing frequency claims?
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What is a characteristic of switching replication design in experiments?
What is a characteristic of switching replication design in experiments?
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Which of the following best describes the term 'cell' in a factorial design?
Which of the following best describes the term 'cell' in a factorial design?
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What is a primary focus of applied behavioral analysis?
What is a primary focus of applied behavioral analysis?
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What kind of data is represented in a histogram?
What kind of data is represented in a histogram?
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What does a bimodal distribution indicate?
What does a bimodal distribution indicate?
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Which factor must be true for an interaction effect to occur in a factorial design?
Which factor must be true for an interaction effect to occur in a factorial design?
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What is the primary objective of case studies in research?
What is the primary objective of case studies in research?
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When analyzing data, what must be established before testing a hypothesis?
When analyzing data, what must be established before testing a hypothesis?
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What do the 25th and 75th percentiles define in the context of data analysis?
What do the 25th and 75th percentiles define in the context of data analysis?
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What is a key characteristic of participant observation?
What is a key characteristic of participant observation?
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What is the goal of mixed methods research?
What is the goal of mixed methods research?
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How does participant reactivity affect behavioral observation?
How does participant reactivity affect behavioral observation?
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What does the term 'central tendency' refer to in statistics?
What does the term 'central tendency' refer to in statistics?
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In what scenario would a mixed-factorial design be utilized?
In what scenario would a mixed-factorial design be utilized?
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Study Notes
Non-experimental and Quasi-experimental Research
- Non-experimental research is useful when variables cannot be manipulated. Correlational studies provide evidence, but be cautious about causal inferences. Quasi-experiments resemble experiments but lack random assignment or control groups.
- One-group post-test design involves a treatment followed by a single post-test measurement. It has low internal validity.
- One-group pretest-posttest design measures the dependent variable before and after treatment in a single group. Alternative explanations still threaten internal validity.
- Interrupted time series design tracks DV measurements over time, interrupted by a treatment. It's hard to eliminate alternative explanations.
- Nonequivalent groups design compares groups without random assignment, both post-test and pretest-posttest versions.
- Switching replication design controls for time effects with replication. Treatment removal design allows to see effects of removing treatments.
- Factorial design: more than 1 IV, and main & interaction effects can occur.
- Factor: each IV. Interactions occur when the effect of one IV depends on the level of another.
- Main effects: the effect of one IV on DV.
Qualitative Research Methods
- Case studies use in-depth investigation of a single individual or group. They offer rich detail but have weak internal and external validity.
- Small N designs focus intensely on a small number of participants, prioritizing internal validity but sacrificing generalizability.
- Qualitative design uses non-numerical methods to systematically collect and analyze data.
- Interviews (structured, unstructured, semi-structured) and focus groups are common data collection methods in qualitative research, yielding in-depth information.
Mixed Methods Research
- Mixed methods research combines qualitative and quantitative approaches. This can help address research questions more fully.
Quantitative Research Methods
- Surveys collect data from a larger sample but lack in-depth information, using open-ended and closed questions.
- Archival research analyzes pre-existing data like documents or records, which can be quantitative or qualitative.
- Data presentation: visually depicting data using bar graphs, histograms, and box plots, to highlight trends and patterns.
- Central tendency: measures like mode, median, and mean describe the distribution's central value.
- Spread: measures like range, IQR (Interquartile Range), and standard deviation describe the data's variability.
- Distributions: probability distributions and normal distributions describe the chances of certain values occurring based on mean and variability.
Experimental Design Strategies
- Independent, Dependent variables: Researchers manipulate independent variables and measure dependent variables.
- Randomization/Block Randomization: crucial elements to reduce bias in experimental design. They create equivalence between conditions.
- Matched-group randomization: matching participants on relevant traits or characteristics ensures comparable groups.
Data Analysis and Interpretation
- Between-subjects design: each participant experiences only one condition.
- Within-subjects design: each participant experiences all conditions. This method can be time-consuming or experience order effects.
- Counterbalancing is used to control for order effects in within-subjects designs.
Describing Data
- Categorical data (nominal or ordinal) is described with frequency tables or bar graphs.
- Continuous data (interval or ratio) is described with frequency tables, histograms, or box plots to display numerical values.
Conclusion Validity and Generalizability
- Spurious correlations: relationships where a confounder variable is the cause of the apparent association between 2 variables.
- Moderation: a 3rd variable that changes the association between the predictor and outcome variable. It is a special kind of association claim.
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Description
Explore the nuances of non-experimental and quasi-experimental research designs. Understand how these approaches differ from traditional experiments and the implications of using various designs such as one-group post-test and interrupted time series. Dive into the complexities of internal validity and causal inferences.