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Credibility
The trustworthiness and believability of a study's findings.
Member Checking
Asking participants to verify the researcher's interpretations of their data.
Pros of Member Checking
Corrects researcher misinterpretations; improves validity.
Cons of Member Checking
Participants might disagree; can be hard to organize.
Triangulation
Cross-checking findings using multiple methods, sources, or researchers.
Data Triangulation
Using different data sources (e.g., interviewing a student, parent, and teacher).
Method Triangulation
Using different research methods (e.g., interviews and observations).
Researcher Triangulation
Using multiple researchers to analyze data.
Theory Triangulation
Using multiple theoretical perspectives to interpret data.
Credibility of the Researcher
The researcher's own trustworthiness. Established by experience, training, and preparation.
Generalizability (Quantitative)
Applying findings to a broader population.
Transferability (Qualitative)
Applying findings to a different context or group.
Target Population
The specific group a study aims to understand (not the 'general population').
External Validity
The extent to which experimental results apply to real-world settings.
Factors Affecting External Validity
Sample Size: Larger samples are often more representative.
Sampling Technique
Random and stratified samples are best for generalizing; opportunity and volunteer samples are weak.
Ecological Validity
How realistic the study's setting and task are. Low validity limits generalization.
Temporal Validity
Whether the findings are still true for a different time period.
Researcher Bias
When a researcher's expectations or beliefs influence the results.
Double-Blind Study
Both researcher and participants don't know the group assignments. The gold standard for avoiding bias.
Single-Blind Study
Only the researcher or the participants are unaware of group assignments.
P-hacking
Unethically manipulating data to get a statistically significant result.
Pre-registration
A modern solution where researchers publicly post their hypothesis and research plan before collecting data to prevent p-hacking.
Participant Bias
When participants act in ways that are not natural due to being in a study.
Demand Characteristics
Cues in a study that hint at its purpose.
Expectancy Effect
Participants act in a way to help the researcher.
Screw-You Effect
Participants act in a way to sabotage the study.
Reactivity
Changing behavior simply because one is being watched.
Social Desirability Bias
Participants give 'socially acceptable' answers to look good.
Placebo Effect
A participant experiences a real change from a fake treatment due to their belief in it.
Order Effects
The order of conditions affects a participant's performance.
Types of Order Effects: Fatigue Effects
Participants get tired or bored.
Types of Order Effects: Interference Effect
A previous task affects performance on the next one.
Types of Order Effects: Practice Effect
Participants improve on a task from repetition.
How to Control Order Effects: Counterbalancing
Varying the order of conditions for different groups of participants.
How to Control Order Effects: Filler Task
A distractor task between conditions to clear short-term memory.
Interviewer Effects
When an interviewer's characteristics (age, gender) or behavior (nodding, tone) influence participant responses.
Acquiescence Bias
A participant's tendency to agree with the interviewer.
How to Control Interviewer Effects:: Standardization
Use a structured interview script.
How to Control Interviewer Effects: Training
Train interviewers to be neutral.
How to Control Interviewer Effects: Matching
Match the interviewer to the participant on key traits (e.g., gender, language).
Types of Demand Characteristics
Expectancy Effect
Screw You Effect
Ractivity
Factors Affecting External Validity:
Sample Size
Sample Technique
Ecological Validity
Temporal Validity
What type of research does "generalizability" apply to?
Quantitative
What type of research does "transferability" apply to?
Qualitative