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Critical thinking
Thinking that examines assumptions
Hindsight bias
Tendency to believe after learning an outcome that one would have predicted it
Peer reviewers
Experts who evaluate research for accuracy and quality before publication
Theory
An explanation using an integrated set of principles that organizes observations and predicts behaviors/events
Hypothesis
A testable prediction often implied by a theory
Operational definition
Definition of a concept in terms of the procedures used to measure or manipulate it
Replication
Repeating a study to see if results can be consistently reproduced
Case study
In-depth study of one individual or group
Naturalistic observation
Observing and recording behavior in its natural environment without interference
Survey
A technique for ascertaining self-reported attitudes or behaviors of a group
Social desirability bias
Tendency of participants to respond in a way that will be viewed favorably
Self-report bias
Distortion in responses due to desire to present oneself positively or inaccurately
Sampling bias
When a sample is not representative of the population
Random sample
A sample that fairly represents a population because each member has an equal chance of inclusion
Population
The entire group being studied
Correlation
A measure of the relationship between two variables
Correlation coefficient
A statistical index (r) of the relationship between two variables
Variable
Anything that can vary and is measurable
Scatterplot
A graph of plotted points showing the relationship between two variables
Illusory correlation
Perceiving a relationship where none exists
Regression toward the mean
The tendency for extreme scores to return toward the average
Experiment
A research method in which one variable is manipulated to observe its effect on another
Experimental group
Group exposed to the treatment or independent variable
Control group
Group not exposed to the treatment; serves as comparison
Random assignment
Assigning participants to groups by chance to control for preexisting differences
Single-blind procedure
Participants do not know if they are in the experimental or control group
Double-blind procedure
Neither participants nor experimenters know which group participants are in
Placebo effect
Experimental results caused by expectations alone
Independent variable
The factor that is manipulated
Confounding variable
An outside factor that may affect the outcome of an experiment
Experimenter bias
When researchers' expectations influence the outcome
Dependent variable
The outcome measured; affected by the independent variable
Validity
Extent to which a test measures what it claims to measure
Quantitative research
Research that collects numerical data for statistical analysis
Qualitative research
Research that explores experiences and meanings through non-numerical data
Informed consent
Participants' agreement to take part in research after understanding risks and benefits
Debriefing
Explaining the purpose and results of a study to participants afterward
Descriptive statistics
Statistics that summarize data (mean
Histogram
A bar graph representing frequency distribution of data
Mode
The most frequently occurring score
Mean
Average of all scores
Median
Middle score in a distribution
Percentile rank
Percentage of scores below a specific score
Skewed distribution
When data is asymmetrical
Range
Difference between the highest and lowest scores
Standard deviation
A measure of how spread out scores are around the mean
Normal curve
Bell-shaped distribution with most scores near the mean
Inferential statistics
Methods used to determine if results can be generalized to a larger population
Meta-analysis
Combining results of multiple studies to draw a conclusion
Statistical significance
Indicates likelihood that a result is not due to chance
Effect size
Measure of the magnitude of a treatment effect or relationship