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Empiricism
Systematic observation and data recording method.
External Validity
Generalizability of study results to broader populations.
Basic Research
Theory-driven research to enhance general knowledge.
Applied Research
Practice-driven research for practical solutions.
Translational Research
Integrates basic and applied research for applications.
Frequency Claims
Describes quantity using averages or percentages.
Association Claims
Examines covariance between two or more variables.
Causality Claims
Investigates cause-effect relationships between variables.
Statistical Validity
Honest presentation of research results.
Intuition
Knowledge based on emotions, not rational thought.
Rationalism
Knowledge gained through logical reasoning.
Scientific Method
Systematic evidence collection to answer questions.
Pseudoscience
Claims lacking empirical support or falsifiability.
The Belmont Report
Ethical principles for human research: respect, beneficence, justice.
Informed Consent
Participants understand study benefits and risks.
Research Ethics Boards (REBs)
Review human research for risks and safeguards.
Deception in Research
Allowed if methodologically necessary and debriefing occurs.
3Rs in Animal Research
Replacement, Refinement, Reduction for ethical animal use.
Research Misconduct
Includes data fabrication, falsification, and plagiarism.
Peer Review Process
Validates high standards in published research.
Common Sense Limitations
Intuitive beliefs often lead to inaccuracies.
Skepticism
Evaluates evidence, considers alternative explanations.
Tolerance for Uncertainty
Accepts unknowns as opportunities for discovery.
Privacy Protection
Ensures confidentiality of participant data.
Equitable Treatment
Fair recruitment practices to avoid discrimination.
Research Integrity
Strive for accuracy and honesty in research.
Nuremberg Code
Ethical standards established post-Nazi medical experiments.
Tuskegee Syphilis Study
Unethical study observing untreated syphilis cases.
HeLa Cells
Cells taken without consent from Henrietta Lacks.
John/Joan Case
Gender reassignment study exploring gender identity.
MMR Vaccine Study
1998 study with conflict of interest issues.
Diederik Stapel
Researcher who fabricated data in 2011.
Michael LaCour
Fabricated results without ethical approval in 2015.
APA Ethics Code
Guidelines ensuring integrity and participant welfare.
TCPS2
Canadian guidelines emphasizing respect and justice.
Transparency
Disclosure of conflicts and funding sources.
Methodological Rigor
Collecting accurate and unbiased data.
Participant Welfare
Prioritizing well-being and avoiding risks.
Data Integrity
Honest and transparent data reporting.
Research Question
Initial inquiry guiding the research process.
Empirical Study
Systematic observation or experimentation for data.
Analyze Data
Using statistics to interpret collected data.
Publish Findings
Sharing results with the scientific community.
Theory
Broad explanation of phenomena in psychology.
Hypothesis
Specific prediction derived from a theory.
Hypothetico-Deductive Method
Cycle of theory, hypothesis, and empirical testing.
Variables
Quantitative and categorical distinctions in research.
Population vs. Sample
Sample represents a larger population in research.
Experimental Research
Manipulates variables to establish cause-and-effect.
Non-Experimental Research
Observational studies without implying causation.
Internal Validity
Clarity of causal relationships within a study.
Construct Validity
Accurate measurement of variables in research.
Causal Claims
Statements suggesting cause-and-effect relationships.
Margin of Error
Estimated error around a population parameter.
Confidence Interval
Range of values for true population parameter.
Statistical Significance
Effect detectable despite margin of error.
Effect Size
Magnitude of effect measured in research.
Statistical Power
Probability of detecting an effect if it exists.
Type I Error
Rejecting null hypothesis when it is true.
Type II Error
Retaining null hypothesis when it is false.
Direct Replication
Repeating a study with independent samples.
Descriptive Statistics
Summarizes and organizes sample data.
Inferential Statistics
Makes inferences about the population from samples.
Null Hypothesis (H0)
No relationship exists; results are due to chance.
Alternative Hypothesis (H1)
A relationship exists in the population.
p-value
Probability of observing results if H0 is true.
Operational Definition
Specifies how a variable is measured.
Qualitative Research
Analyzes behaviors for detailed descriptions.
Quantitative Research
Measures variables numerically to test theories.
Self-Report
Participants' own thoughts and feelings.
Behavioral Observation
Recording participants' behaviors in natural settings.
Physiological Measures
Monitoring bodily processes like heart rate.
Reliability
Consistency of measurements across time or items.
Validity
Accuracy of measurements in representing constructs.
Nominal Scale
Categorical data without order.
Ordinal Scale
Rank-ordered data without equal intervals.
Interval Scale
Ordered data with equal intervals, no true zero.
Ratio Scale
Ordered data with equal intervals and a true zero.
Interrater Reliability
Consistency across different observers.
Test-Retest Reliability
Consistency of results over time.
Internal Reliability
Consistency across items within a test.
Validation Study
Empirical study assessing measurement tool reliability.
Independent Variable (IV)
Variable manipulated by researchers in experiments.
Dependent Variable (DV)
Outcome variable that is measured.
Extraneous Variables
Variables other than IV and DV affecting results.
Confounding Variables
Systematically vary with IV, complicating results.
Treatment
Interventions aimed at changing behavior (e.g., therapy).
Control Condition
Participants do not receive the treatment, providing a baseline for comparison.
Placebo Effects
Non-active treatments that can still lead to perceived improvements based on expectations.
Between-Subjects Experiments
Each participant experiences only one condition.
Within-Subjects Experiments
Each participant experiences all conditions.
Random Assignment
A method to assign participants to conditions randomly, ensuring each participant has an equal chance of being in any condition.
Carryover Effects
When previous conditions affect participants' behavior in later conditions.
Practice Effect
Improved performance due to practice.
Fatigue Effect
Decreased performance due to tiredness.
Context Effect
Changes in perception based on prior conditions.
Counterbalancing
A technique used to control for order effects by varying the order of conditions across participants.
Complete Counterbalancing
Every possible order is tested.
Latin Square Design
Ensures each condition appears in every position and precedes and follows every other condition once.
Random Counterbalancing
Randomly assigns order of conditions for each participant.