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The Scientific Attitude
A mindset that values curiosity, skepticism, open-mindedness, and willingness to revise beliefs in light of evidence.
Critical Thinking
Systematically evaluating information, sources, and arguments to reach well-supported conclusions.
Barriers to Critical Thinking
Obstacles such as cognitive biases, emotional reasoning, and social pressures that hinder objective analysis.
Psychological Science
The study of behavior and mental processes using empirical methods and theoretical frameworks.
The Scientific Method
A systematic process of observation, hypothesis formation, experimentation, analysis, and conclusions.
Theory
A well-supported, broad explanation that generates testable predictions.
Hypothesis
A testable prediction about a relationship between variables.
Basic Science
Research aimed at increasing knowledge for its own sake, without immediate practical application.
Applied Science
Research aimed at solving practical problems.
Operational Definition
A clear, measurable definition of a variable used in research.
Non-Experimental Methods
Research methods that do not involve manipulation of variables, such as case studies, naturalistic observation, and meta-analysis.
Case Study
In-depth examination of a single case or a small number of cases.
Naturalistic Observation
Observing behavior in natural contexts without experimental manipulation.
Meta-analysis
Statistical technique that combines results from multiple studies to identify overall patterns.
Correlational
A research method examining relationships between variables; does not establish causation.
Correlation does not equal causation
A principle stating that a relationship between variables does not prove one causes the other.
Experimental
A research method involving manipulation of an independent variable and random assignment to conditions to establish causal effects.
Placebo / Placebo Effect
An inert treatment used as a control; placebo effect is the improvement due to participants' expectations.
Surveys / Questionnaires
Instruments used to collect self-reported data from participants.
Sampling
Process of selecting participants; includes representative, random, and convenience sampling.
Representative Sampling
A sample that mirrors the population's characteristics.
Random Sampling
Each member of the population has an equal chance of selection.
Convenience Sampling
Selecting participants based on availability rather than randomness.
Assignment (to groups)
Process of allocating participants to experimental or control groups, often random.
Correlation Coefficient
A statistic (r) describing the strength and direction of a linear relationship.
Scatterplots
Graphs showing the relationship between two variables.
Independent Variable
The variable deliberately manipulated by the experimenter.
Dependent Variable
The variable measured to assess the effect of manipulation.
Lab vs Field Experiments
Lab experiments occur in controlled settings; field experiments occur in natural settings.
Longitudinal vs Cross-sectional
Longitudinal studies follow the same participants over time; cross-sectional compare different groups at one time.
Single-Blind Experiment
Participants are unaware of group assignment; researchers may know.
Double-Blind Experiment
Neither participants nor researchers know group assignments.
Validity
The extent to which a test or study measures what it intends to measure.
Reliability
The consistency and stability of a measure or procedure.
Ethics in Research
Moral principles guiding treatment of participants, including informed consent and minimizing harm.
Humans vs Non-Human (Animals)
Differences in ethical considerations and oversight in research.
IRB
Institutional Review Board; reviews and approves research involving humans to protect participants.
IACUC
Institutional Animal Care and Use Committee; oversees ethical treatment of animals in research.
Descriptive Statistics
Statistics that summarize data, including measures of central tendency and variability.
Measures of Central Tendency
Mean, median, and mode; describe the center of a data set.
Mean
The arithmetic average of a data set.
Median
The middle value when data are ordered.
Mode
The most frequently occurring value in a data set.
Measures of Variability
Range and standard deviation; describe data spread.
Range
Difference between maximum and minimum values.
Standard Deviation
Average distance of scores from the mean.
Normal Distribution
Bell-shaped, symmetrical distribution with most scores near the mean.
Skew Distribution
Asymmetrical distribution; positive skew has a long tail to the right, negative skew to the left.
Positive Skew
Most scores are low with a long right tail.
Negative Skew
Most scores are high with a long left tail.
Inferential Statistics
Statistics used to infer population parameters from samples.
Statistical Significance
A result unlikely to occur by chance, suggesting a real effect.