Podcast
Questions and Answers
What characterizes quasi-experimental designs?
What characterizes quasi-experimental designs?
- They manipulate independent variables without any external threats.
- They require random assignment of participants to conditions.
- They are always superior to non-experimental designs.
- They lack a control group or random assignment. (correct)
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?
- It includes a comparison group.
- It compares multiple groups over time.
- It utilizes random assignment.
- It cannot assess the effect of the treatment with a control group. (correct)
What does the time-lagged design aim to eliminate?
What does the time-lagged design aim to eliminate?
- The use of nonequivalent groups in study design.
- Bidirectionality in the relationships between variables. (correct)
- The possibility of having control over independent variables.
- The need for continuous variables to be measured.
What is a disadvantage of using correlational studies?
What is a disadvantage of using correlational studies?
What feature distinguishes the pretest-posttest nonequivalent groups design?
What feature distinguishes the pretest-posttest nonequivalent groups design?
What is the primary concern with direct replications in research?
What is the primary concern with direct replications in research?
What is considered a questionable research practice (QRP)?
What is considered a questionable research practice (QRP)?
Which of the following statements about the Reproducibility Project is accurate?
Which of the following statements about the Reproducibility Project is accurate?
What does the concept of publication bias refer to?
What does the concept of publication bias refer to?
What is the role of open science in the research process?
What is the role of open science in the research process?
Why are social priming studies considered difficult to replicate?
Why are social priming studies considered difficult to replicate?
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?
What is the primary risk associated with within-subjects research?
What is the primary risk associated with within-subjects research?
What is systematic empiricism?
What is systematic empiricism?
Which method can be used to minimize order effects in experiments?
Which method can be used to minimize order effects in experiments?
What is the main focus of internal validity in an experiment?
What is the main focus of internal validity in an experiment?
What does the term 'Pygmalion Effect' refer to in research?
What does the term 'Pygmalion Effect' refer to in research?
Which type of correlation indicates the absolute connection between two variables?
Which type of correlation indicates the absolute connection between two variables?
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?
What does 'reproducibility' in research signify?
What does 'reproducibility' in research signify?
What does statistical validity entail in a study?
What does statistical validity entail in a study?
What is a key characteristic of conceptual replication in research?
What is a key characteristic of conceptual replication in research?
Which measure of central tendency is most appropriate for skewed data?
Which measure of central tendency is most appropriate for skewed data?
What is the purpose of using scatterplots in data analysis?
What is the purpose of using scatterplots in data analysis?
What constitutes an artifact in data analysis?
What constitutes an artifact in data analysis?
What is the function of random assignment in experimental design?
What is the function of random assignment in experimental design?
Which of the following is considered a confounding variable?
Which of the following is considered a confounding variable?
What defines the placebo effect?
What defines the placebo effect?
Which statement correctly describes the nocebo effect?
Which statement correctly describes the nocebo effect?
What is the key advantage of using block randomization in experiments?
What is the key advantage of using block randomization in experiments?
What is meant by effect size in statistical analyses?
What is meant by effect size in statistical analyses?
What kind of data visualization is best for summarizing frequency claims?
What kind of data visualization is best for summarizing frequency claims?
What is a characteristic of switching replication design in experiments?
What is a characteristic of switching replication design in experiments?
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?
What is a primary focus of applied behavioral analysis?
What is a primary focus of applied behavioral analysis?
What kind of data is represented in a histogram?
What kind of data is represented in a histogram?
What does a bimodal distribution indicate?
What does a bimodal distribution indicate?
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?
What is the primary objective of case studies in research?
What is the primary objective of case studies in research?
When analyzing data, what must be established before testing a hypothesis?
When analyzing data, what must be established before testing a hypothesis?
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?
What is a key characteristic of participant observation?
What is a key characteristic of participant observation?
What is the goal of mixed methods research?
What is the goal of mixed methods research?
How does participant reactivity affect behavioral observation?
How does participant reactivity affect behavioral observation?
What does the term 'central tendency' refer to in statistics?
What does the term 'central tendency' refer to in statistics?
In what scenario would a mixed-factorial design be utilized?
In what scenario would a mixed-factorial design be utilized?
Flashcards
Quasi-Experiment
Quasi-Experiment
A research design where the independent variable (IV) is manipulated, but participants are not randomly assigned to groups, leading to potential confounding variables.
One Group Pre/Post Test
One Group Pre/Post Test
A research design where a single group of participants is measured before and after a treatment is implemented. This design is vulnerable to external explanations for changes in the dependent variable.
Interrupted Time Series
Interrupted Time Series
A research design that involves multiple measurements of a dependent variable over time, with a treatment implemented at some point. This helps identify trends and the impact of the treatment.
Nonequivalent Groups Design
Nonequivalent Groups Design
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Posttest Only Nonequivalent Groups Design
Posttest Only Nonequivalent Groups Design
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Third Variable Problem
Third Variable Problem
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Effect Size
Effect Size
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Independent Variable (IV)
Independent Variable (IV)
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Dependent Variable (DV)
Dependent Variable (DV)
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Control Group
Control Group
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Random Assignment
Random Assignment
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Outlier
Outlier
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Restrict Range
Restrict Range
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Regression to the Mean
Regression to the Mean
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Non-linear Trend
Non-linear Trend
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Interrupted Time-Series Design with Nonequivalent Groups
Interrupted Time-Series Design with Nonequivalent Groups
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Pretest-Posttest Design with Switching Replication
Pretest-Posttest Design with Switching Replication
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Switching Replication with Treatment Removal Design
Switching Replication with Treatment Removal Design
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Naturalistic Observation
Naturalistic Observation
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Participant Reactivity
Participant Reactivity
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Participant Observation
Participant Observation
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Structured Observation
Structured Observation
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Field Experiment
Field Experiment
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Coding Scheme
Coding Scheme
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Content Analysis
Content Analysis
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Factorial Design
Factorial Design
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Factor
Factor
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Interaction
Interaction
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Main Effect
Main Effect
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Case Study
Case Study
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Noise
Noise
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Between-subjects Research
Between-subjects Research
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Within-subjects Research
Within-subjects Research
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Order Effects
Order Effects
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Carry-over Effects
Carry-over Effects
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Counterbalancing
Counterbalancing
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Full Counterbalance
Full Counterbalance
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Partial Counterbalancing
Partial Counterbalancing
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Construct Validity
Construct Validity
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Non-experimental Design
Non-experimental Design
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Direct Replication
Direct Replication
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Publication Bias
Publication Bias
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Questionable Research Practices (QRPs)
Questionable Research Practices (QRPs)
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Empirical Research
Empirical Research
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Open Science
Open Science
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Pre-registration
Pre-registration
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Public Knowledge
Public Knowledge
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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.