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Quantitative research
Research that collects and analyzes numerical data to describe or explain phenomena.
Dependent variable
The outcome variable measured in an experiment, affected by the independent variable.
Independent variable
The factor manipulated by researchers to observe its effect on the dependent variable.
Confounding variable
An uncontrolled factor that may influence the relationship between variables being studied.
Operational definition
A clear, precise description of how a concept is measured in a study.
Population
The entire group of individuals or items of interest in a study.
Sample
A subset of a population selected for study and analysis.
Representative sample
A sample that accurately reflects the characteristics of the larger population.
Random sample
A sample where each member of the population has an equal chance of selection.
Random selection
The process of choosing participants for a study using chance methods.
Random assignment
Randomly allocating participants to different conditions in an experiment.
Control group
Participants who do not receive the experimental treatment in a study.
Experimental group
Participants who receive the treatment or manipulation in an experiment.
Placebo condition
A fake treatment given to the control group in an experiment.
Placebo effect
Improvement resulting from the belief in a treatment, not the treatment itself.
Single blind study
Participants are unaware of their group assignment in an experiment.
Double blind study
Neither participants nor researchers know group assignments during the experiment.
Correlation
A statistical relationship between two variables, not implying causation.
Causation
A relationship where one variable directly influences or causes changes in another.
Correlational study
Research examining the relationship between variables without manipulating them.
Correlational coefficient (r)
A measure of the strength and direction of a correlation, ranging from -1 to +1.
Illusory correlation
Perceiving a relationship between variables when no real connection exists.
Positive correlation
As one variable increases, the other also tends to increase.
Negative correlation
As one variable increases, the other tends to decrease.
Third Variable problem
An unmeasured variable influences both studied variables, creating a spurious correlation.
Histogram
A graph displaying the frequency distribution of a set of data.
Measures of central tendency
Statistics describing the typical or average value in a dataset.
Normal distribution
A symmetrical, bell-shaped frequency distribution of data around the mean.
Positively skewed data
Distribution with a longer tail on the right side.
Negatively skewed data
Distribution with a longer tail on the left side.
Null hypothesis
The assumption that there is no significant effect or relationship in a study.
Statistical significance
The likelihood that a result is not due to chance alone.
Standard deviation
A measure of variability indicating the average distance from the mean.
Z score
The number of standard deviations a data point is from the mean.
Qualitative research
Research collecting and analyzing non-numerical data to understand concepts and experiences.
Case study
An in-depth investigation of a single individual, group, or event.
Naturalistic observation
Observing behavior in its natural setting without intervention.
Laboratory observation
Observing behavior in a controlled, artificial environment.
Observer effect
Changes in behavior caused by awareness of being observed.
Hawthorne effect
Improved performance resulting from awareness of being studied.
Survey
A method of collecting data by asking people questions.
Wording effects
How the phrasing of questions influences responses in surveys.
Longitudinal studies
Research following the same participants over an extended period.
Cross-sectional studies
Comparing different age groups at a single point in time.
Cross-sequential studies
Combining longitudinal and cross-sectional approaches to study development.
Institutional review board
Committee ensuring ethical treatment of human subjects in research.
Informed consent
Participants' agreement to take part in research after understanding its nature.
Discontinuing participation
A participant's right to withdraw from a study at any time.
Debriefing
Explaining the study's true nature and purpose to participants after completion.
Confidentiality
Protecting participants' identities and personal information in research.
Confederates
Individuals who pose as participants but are actually working with researchers.
meta-analysis
a "study of studies" that combines the findings of multiple studies