Non-experimental and Quasi-experimental Research
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Questions and Answers

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?

  • 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?

  • 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?

<p>They may draw incorrect conclusions about relationships. (C)</p> Signup and view all the answers

What feature distinguishes the pretest-posttest nonequivalent groups design?

<p>It measures the dependent variable before and after treatment in different groups. (A)</p> Signup and view all the answers

What is the primary concern with direct replications in research?

<p>They are only based on specific studies and may not generalize. (A)</p> Signup and view all the answers

What is considered a questionable research practice (QRP)?

<p>Selective reporting of significant findings. (C)</p> Signup and view all the answers

Which of the following statements about the Reproducibility Project is accurate?

<p>Only half of the key results were replicated. (C)</p> Signup and view all the answers

What does the concept of publication bias refer to?

<p>The tendency to publish positive results more than negative ones. (C)</p> Signup and view all the answers

What is the role of open science in the research process?

<p>To enhance transparency and accountability in scientific research. (D)</p> Signup and view all the answers

Why are social priming studies considered difficult to replicate?

<p>They often result from academic pressures that lead to compromised methods. (B)</p> Signup and view all the answers

Which of the following metrics is NOT relevant to assessing effect size claims?

<p>P-hacking (D)</p> Signup and view all the answers

What is the primary risk associated with within-subjects research?

<p>Order effects (A)</p> Signup and view all the answers

What is systematic empiricism?

<p>Learning from carefully planned, recorded, and analyzed observations. (D)</p> Signup and view all the answers

Which method can be used to minimize order effects in experiments?

<p>Counterbalancing (D)</p> Signup and view all the answers

What is the main focus of internal validity in an experiment?

<p>Controlling for extraneous variables (C)</p> Signup and view all the answers

What does the term 'Pygmalion Effect' refer to in research?

<p>Participants’ behaviors influenced by researcher expectations (C)</p> Signup and view all the answers

Which type of correlation indicates the absolute connection between two variables?

<p>Spurious correlation (B)</p> Signup and view all the answers

In double-blind studies, what does it mean for both the researcher and participants?

<p>They do not know the condition or hypothesis (A)</p> Signup and view all the answers

What does 'reproducibility' in research signify?

<p>The ability of independent scientists to replicate findings (B)</p> Signup and view all the answers

What does statistical validity entail in a study?

<p>Drawing suitable conclusions from the data set (C)</p> Signup and view all the answers

What is a key characteristic of conceptual replication in research?

<p>Applying different methods to address a general idea (A)</p> Signup and view all the answers

Which measure of central tendency is most appropriate for skewed data?

<p>Median (B)</p> Signup and view all the answers

What is the purpose of using scatterplots in data analysis?

<p>To visualize the relationship between two or more continuous variables (C)</p> Signup and view all the answers

What constitutes an artifact in data analysis?

<p>A misleading aspect of data analysis (C)</p> Signup and view all the answers

What is the function of random assignment in experimental design?

<p>To provide each participant an equal chance of being assigned to any condition (D)</p> Signup and view all the answers

Which of the following is considered a confounding variable?

<p>An extraneous variable that systematically varies with the independent variable (D)</p> Signup and view all the answers

What defines the placebo effect?

<p>The beneficial effect of an inert substance due to participant belief (B)</p> Signup and view all the answers

Which statement correctly describes the nocebo effect?

<p>The negative outcomes from an inactive substance believed to be harmful (D)</p> Signup and view all the answers

What is the key advantage of using block randomization in experiments?

<p>It ensures that all conditions occur before any are repeated (A)</p> Signup and view all the answers

What is meant by effect size in statistical analyses?

<p>The degree to which the independent variable affects the dependent variable (C)</p> Signup and view all the answers

What kind of data visualization is best for summarizing frequency claims?

<p>Histograms (B)</p> Signup and view all the answers

What is a characteristic of switching replication design in experiments?

<p>One group receives treatment while the other does not at different times. (D)</p> Signup and view all the answers

Which of the following best describes the term 'cell' in a factorial design?

<p>A unique combination of levels of the independent variables. (A)</p> Signup and view all the answers

What is a primary focus of applied behavioral analysis?

<p>Investigating how rewards and punishments affect behavior. (C)</p> Signup and view all the answers

What kind of data is represented in a histogram?

<p>Continuous data measured on an interval or ratio scale. (C)</p> Signup and view all the answers

What does a bimodal distribution indicate?

<p>Two values occur most frequently in the dataset. (B)</p> Signup and view all the answers

Which factor must be true for an interaction effect to occur in a factorial design?

<p>The effect of one variable depends on the level of another variable. (B)</p> Signup and view all the answers

What is the primary objective of case studies in research?

<p>To gain in-depth insights about specific individuals or groups. (D)</p> Signup and view all the answers

When analyzing data, what must be established before testing a hypothesis?

<p>Baseline measurements and data summary. (B)</p> Signup and view all the answers

What do the 25th and 75th percentiles define in the context of data analysis?

<p>They create the interquartile range (IQR). (B)</p> Signup and view all the answers

What is a key characteristic of participant observation?

<p>The researcher integrates into the group being studied. (C)</p> Signup and view all the answers

What is the goal of mixed methods research?

<p>To utilize diverse methods for comprehensive investigation. (D)</p> Signup and view all the answers

How does participant reactivity affect behavioral observation?

<p>It can cause participants to alter their behavior due to awareness. (A)</p> Signup and view all the answers

What does the term 'central tendency' refer to in statistics?

<p>The typical or average value in a dataset. (A)</p> Signup and view all the answers

In what scenario would a mixed-factorial design be utilized?

<p>When both within-subjects and between-subjects designs are present. (D)</p> Signup and view all the answers

Flashcards

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

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

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

A research design where two or more groups of participants are compared without random assignment, making it harder to isolate the effect of the independent variable.

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Posttest Only Nonequivalent Groups Design

A quasi-experimental design involving two groups: one exposed to a treatment and one not, measured only after the treatment. It's weaker than designs with pretests.

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Third Variable Problem

A type of artifact that emerges when an association between two variables can be explained away by the presence of a third variable that is related to each of the other two.

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Effect Size

The strength of the relationship between two variables in a population.

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Independent Variable (IV)

The variable that is manipulated or changed by the researcher in an experiment.

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Dependent Variable (DV)

The variable that is measured in an experiment.

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Control Group

A group in an experiment that does not receive the treatment or intervention being studied.

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Random Assignment

A method used to place participants into experimental groups in an unbiased way.

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Outlier

A type of artifact that occurs when an extreme data point is included, distorting the perception of a trend.

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Restrict Range

A type of artifact that occurs when the data collected is artificially restricted, failing to reflect the full range of possibilities.

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Regression to the Mean

The tendency for extreme scores on a variable to regress towards the mean when measured again.

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Non-linear Trend

A type of artifact that represents a curved relationship between two variables instead of a straight line.

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Interrupted Time-Series Design with Nonequivalent Groups

A type of research design where an intervention is introduced to some groups, but not others (control). Measurements are taken before and after the intervention in both groups.

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Pretest-Posttest Design with Switching Replication

A design that uses two groups, with one receiving a treatment and the other acting as a control. Both groups are assessed before and after the treatment. Later, the treatment group becomes the control, and the control group receives the treatment.

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Switching Replication with Treatment Removal Design

Similar to switching replication, but the first group stops receiving the treatment and the second group starts.

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Naturalistic Observation

A technique for observing behavior without direct interference. Can be either disguised (hidden) or undisguised (open).

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Participant Reactivity

When participants act differently due to awareness of being observed.

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Participant Observation

Active participation in a group or event while observing behaviors. Researchers become part of the setting being studied.

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Structured Observation

Observing behaviors with predefined parameters set by the researcher. May or may not happen in a natural environment.

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Field Experiment

Manipulating a variable in a natural setting before making observations. Similar to a natural experiment.

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Coding Scheme

An organized system for identifying and classifying observable behaviors with standardized categories and examples. Researchers must ensure inter-rater reliability.

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Content Analysis

A type of coding system where researchers identify keywords, phrases, or ideas occurring within a text corpus.

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Factorial Design

A type of research design with two or more independent variables. Allows researchers to understand the effects of each variable and their combined effect.

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Factor

Each independent variable in a factorial design. Requires at least two levels or conditions.

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Interaction

The interaction effect occurs when the effect of one independent variable on the outcome depends on the level of another independent variable.

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Main Effect

The effect of a single independent variable on the outcome, ignoring other variables.

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Case Study

An in-depth, qualitative investigation of a single individual or group. Often used for studying unique cases or rare conditions.

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Noise

An extraneous variable that influences the dependent variable, making it harder to see the relationship between the independent variable and the dependent variable. Think of it as background noise that makes it difficult to hear the signal of the study.

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Between-subjects Research

A research design where each participant is only assigned to one experimental condition. This means that each person only experiences one version of the treatment.

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Within-subjects Research

A research design where all participants are tested in every experimental condition, but the order of these conditions is randomized. This allows researchers to control for order effects and treat each participant as their own control.

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Order Effects

Any confounding factor that arises due to the order in which conditions are presented. This can involve participants getting better at the task, becoming fatigued, or expecting certain outcomes based on previous conditions.

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Carry-over Effects

A specific type of order effect where the experience in one condition influences the performance or perception of later conditions. For example, a positive experience in one condition might make later conditions seem less positive.

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Counterbalancing

A systematic way to control for order effects by creating different sequences of conditions and assigning participants to each sequence randomly. This ensures that each condition appears in each position of the sequence equally often.

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Full Counterbalance

A type of counterbalancing where every possible order of conditions is presented an equal number of times. This ensures each condition appears at each position in the sequence equally often.

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Partial Counterbalancing

A type of counterbalancing where the order of conditions is randomly determined for each participant. This is a simpler method compared to full counterbalancing.

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Construct Validity

A way to ensure that your study truly measures what it intends to measure. This involves considering whether the chosen variables accurately represent the psychological phenomena you are interested in studying.

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Non-experimental Design

A research design where the independent variable is not manipulated, but only measured. This means researchers cannot conclude causality, only correlations.

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Direct Replication

A research method that aims to repeat a previous study using the same procedures to see if the same results are obtained.

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Publication Bias

An ethical concern that occurs when positive results are more likely to be published than negative ones, leading to a biased view of the evidence. This is like only hearing about successful experiments, leaving out the failures.

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Questionable Research Practices (QRPs)

A set of research practices that intentionally manipulate data to produce more favorable results. These practices harm the trustworthiness of research.

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Empirical Research

A research method that involves collecting data through systematic observation and experience, often using controlled experiments.

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Open Science

A movement that promotes transparency and accountability in science by openly sharing research materials and data.

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Pre-registration

The practice of outlining a research plan before collecting data, including the specific hypotheses, methods, and analyses. This promotes rigorous research and reduces bias.

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Public Knowledge

The idea that scientific findings should be shared publicly, allowing for collaboration, peer review, and replication.

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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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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.

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