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Experiment
The researcher manipulates an independent variable to determine its effect on a dependent variable; the only method that shows cause and effect
Independent Variable (IV)
The variable that is manipulated or changed by the researcher
Dependent Variable (DV)
The variable that is measured in an experiment; it changes depending on the IV
Control Groups
The group that does NOT receive the experimental treatment and is used for comparison
Experimental Group
The group that receives the treatment or manipulation of the independent variable
Random Assignment
Assigning participants to groups in an experiment by chance to reduce bias and ensure groups are similar
Random Sample
A sample in which every member of the population has an equal chance of being selected
Correlational Study
A research method that measures the relationship between two variables without manipulating them
Correlation Coefficient ( r )
A number from a -1 to +1 that shows the strength and direction of a relationship between two variables
Positive Correlation
A relationship where both variables increase or decrease together
Negative Correlation
A relationship where one variable increases while the other decreases
Zero Correlation
No relationship between two variables
Survey Method
A research method that collects data by asking people questions
Naturalistic Observation
Observing behavior in a natural environment without interference or manipulation
Case Study
An in-depth study of one person or small group
Longitudinal Study
Follows the same participants over a long period, which is time-consuming but effective for tracking developmental changes
Cross-Sectional Study
Compares different groups of people at one time, offering a faster alternative to longitudinal studies but confounding results with cohort effects
Double-Blind Study
A study where neither the participants nor the researchers know who is in the control or experimental group, preventing bias
Selection Bias
A flaw in sampling where participants are not representative of the population
Response Bias
When participants do not answer questions truthfully or accurately
Social Desirability Bias
When people answer questions in a way that makes them look good rather than being honest
Experimenter Bias
When the researchers expectations influence the outcome of the study
Placebo Effect
When participants experience a change because they believe they received a treatment, not because of the treatment itself
Confounding Variable
An outside factor that affects both the IV and DV, potentially ruining the results
Validity
The extent to which a test or study measures what it is supposed to measure
Reliability
The consistency of a test or measurement over time
Mean
The average of a set of numbers
Median
The middle value in a set of numbers
Mode
The most frequently occurring value in a set of numbers
Standard Deviation
A measure of how spread out data values are from the mean
Informed Consent
Participants must be told what the study is about and agree to participate
Confidentiality
Keeping participants personal data private
Debriefing
Explaining the purpose of the study to participants after it is completed
Harm Principle
Researchers must avoid causing physical or psychological harm to participants
Cause and Effect
A conclusion that one variable directly influences another, only possible in EXPERIMENTS
Correlation does NOT imply Causation
A relationship between two variables does not mean one causes the other
Operational Definition
A precise definition of how a variable is measured or manipulated in a study
Bias
Any factor that unfairly influences research results
Generalization
The extent to which results can apply to a larger population