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Critical thinking
Thinking that evaluates evidence and assumptions instead of blindly accepting arguments.
Cognitive biases
Systematic errors in thinking that affect decisions and judgments.
Hindsight bias
The tendency to believe, after learning an outcome, that one would have predicted it.
Overconfidence
Tendency to overestimate the accuracy of one’s knowledge or judgments.
Scientific Method
A systematic process for asking questions, forming hypotheses, conducting research, analyzing data, and drawing conclusions.
Peer review
Evaluation of research by experts in the field before publication to ensure quality and accuracy.
Hypothesis
A testable prediction about the relationship between variables.
Operational definition
A precise description of how a variable will be measured or manipulated in a study.
Social desirability bias
Tendency of participants to answer questions in a way that will be viewed favorably by others.
Self-report bias
Inaccuracy in responses due to memory errors, exaggeration, or desire to look good.
Random sample
A subset of the population chosen so that every member has an equal chance of being selected.
Sampling bias
A sample that does not accurately represent the population.
Population
The entire group of individuals a study aims to describe or analyze.
Correlation
A measure of the relationship between two variables, indicating how one predicts the other.
Correlation coefficient (r)
A numerical value from −1 to +1 representing the strength and direction of a correlation.
Variables
Factors that can change or vary in a study.
Illusory correlation
Perceiving a relationship between variables when none exists.
Scatterplot
A graph of points representing the values of two variables to show their relationship.
Regression towards the mean
The tendency for extreme scores to move closer to the average upon retesting.
Experimental group
The group in an experiment that receives the treatment or manipulation.
Control group
The group that does not receive the treatment, serving as a baseline for comparison.
Random assignment
Placing participants into experimental and control groups by chance to reduce bias.
Placebo effect
Change resulting from participants’ expectations rather than the actual treatment.
Single-blind procedure
Only participants do not know whether they are in the experimental or control group.
Double-blind procedure
Both participants and researchers do not know group assignments, reducing bias.
Independent variable (IV)
The variable that is manipulated in an experiment.
Dependent variable (DV)
The outcome variable that is measured to assess the effect of the IV.
Confounding (3rd) variable
An uncontrolled factor that may influence the results of a study.
Validity
The extent to which a test or study measures what it claims to measure.
Research design
The overall strategy and structure used to conduct a study.
Meta-analysis
A statistical technique combining results from multiple studies to find overall trends.
Case study
Intensive examination of one person or small group; provides detailed information but limited generalizability.
Naturalistic observation
Observing behavior in its natural environment without interference.
Survey
Collecting self-reported data through questionnaires or interviews.
Cross-sectional study
Compares different groups at a single point in time to identify patterns or differences.
Longitudinal study
Follows the same participants over an extended period to observe changes and development.
Experimental study
Manipulates an independent variable to observe causal effects on a dependent variable.
Correlational study
Measures the relationship between two variables without manipulation.
Descriptive statistics
Methods for organizing, summarizing, and describing data.
Histogram
A bar graph representing the frequency of scores in intervals.
Central tendency
A measure that represents the center or typical value of a dataset.
Mean
Average score; sum of all scores divided by the number of scores.
Median
Middle score in an ordered set of numbers.
Mode
Most frequently occurring score in a dataset.
Range
Difference between the highest and lowest scores.
Standard deviation (SD)
A measure of how spread out scores are around the mean.
Normal curve
Bell-shaped distribution of scores, where most fall near the mean.
Statistically significant
Results unlikely to be due to chance.
Informed consent
The process of providing participants with all relevant information about a study.
Ethics in research
Ensures participant safety, informed consent, confidentiality, and humane treatment of animals.