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Three primary goals of science
description, prediction, and explanation (DPE)
Research
the careful collection, analysis, and interpretation of data
Data
measurements gathered during the research process
Scientific Method
A systematic and dynamic procedure of observing and measuring phenomena
Theory
a model of how a phenomenon works
Hypothesis
a specific, testable prediction, narrower than the theory it’s based on
Variable
something in the world that can vary and that the researcher can manipulate (change), measure (evaluate), or both
Operational Definition
qualifies (describes) and quantifies (measures) a variable so the variable can be understood objectively
Replication
Repetition of a research study to confirm or contradict the results
False Positive
A result that occurs when there is no real effect, but a study produces a statistically significant result by chance
Questionable research practices
Practices that unintentionally make the research less replicable
HARKing
“Hypothesizing After the Results are Known” instead of generating a theory before running the study and analyzing the results
p-hacking
Testing the same hypothesis using statistical tests in different variations until one produces a statistically significant result
Preregistration
Documenting a study’s hypotheses, methods, and analysis plan ahead of time and publishing it on a time-stamped website
Meta-analysis
a “study of studies” that combines the findings of multiple studies to arrive at a conclusion
Underreporting null effects
causes readers to draw invalid inferences because entire studies or hypothesis tests are missing
Null effect
Finding no difference between conditions or no relationship between variables
Case Study
A descriptive research method that involves the intensive examination of an atypical person or organization
Descriptive research
Research methods that involve observing behavior to describe that behavior objectively and systematically
Naturalistic observation
A type of descriptive study in which the researcher is a passive observer, separated from the situation and making no attempt to change or alter ongoing behavior
Participant observation
A type of descriptive study in which the researcher is involved in the situation
Self-report methods
Methods of data collection in which people are asked to provide information about themselves, such as in surveys or questionnaires
Correlational Studies
A research method that describes and predicts how variables are naturally related in the real world, without any attempt by the researcher to alter them or assign causation between them
Scatterplot
A graphical depiction of the relation between two variables
Correlation Coefficient
A descriptive statistic that indicates the strength and direction of the relationship between two variables
Directionality problem
A problem encountered in correlational studies; the researchers find a relationship between two variables, but they can’t determine which variable may have caused changes in the other variable
Third variable problem
A problem that occurs when the researcher can’t directly manipulate variables; as a result, the researcher cannot be confident that another, unmeasured variable isn’t the actual cause of differences in the variables of interest
Dependent variable
The variable that is measured in a research study
Experiment
A research method that tests causal hypotheses by manipulating and measuring variables
Independent variable
The variable that is manipulated in a research study
Control group
The participants in an experiment who receive no intervention or who receive an intervention that is unrelated to the independent variable being investigated
Experimental group
The participants in an experiment who receive the treatment
Confound
Anything that affects a dependent variable and that may unintentionally vary between the experimental conditions of a study
Sample
A subset of a population
Population
Everyone in the group that the experimenter is interested in
Random assignment
Placing research participants into the conditions of an experiment in such a way that each participant has an equal chance of being assigned to any level of the independent variable
Random Sample
A sample where every member of the population of interest is equally likely to be included
Convenience Sample
A sample taken from a subgroup of the full population that happens to be available
Culturally sensitive research
Studies that take into account the role that culture plays in determining thoughts, feelings, and actions
Belmont Report
Describes the three key ethical principles that should guide all research using human participants (Respect for Persons, Beneficence, Justice)
Beneficence
Researchers have an ethical obligation to weigh the potential benefits of a study against its risks and to minimize risks as much as possible
Confidentiality
Personal, identifying information about participants can’t be shared with others
IRB
(Institutional Review Board) A group of people responsible for reviewing proposed research to ensure that it meets the accepted standards of science and provides for the physical and emotional well-being of research participants
Justice
Everyone should have an equal chance to participate in and benefit from research
Respect for Persons
People who participate in research must retain their autonomy when deciding to participate and throughout the duration of the psychological study
Experimentation averse
A tendency for people to prefer to receive an untested treatment rather than participate in a randomized study to evaluate the effectiveness of the treatment
Construct validity
The degree to which variables measure what they’re supposed to measure
Accuracy
The degree to which an experimental measure is free from error
Descriptive statistics
Statistics that summarize the data collected in a study
Central tendency
A measure that represents the typical response or the behavior of a group as a whole
External validity
The degree to which the findings of a study can be generalized to other people, settings, or situations
Internal validity
The degree to which the effects observed in an experiment are due to the independent variable and not to confounds
Mean
A measure of central tendency that is the arithmetic average of a set of numbers
Median
A measure of central tendency that is the value in a set of numbers that falls exactly halfway between the lowest and highest values
Mode
A measure of central tendency that is the most frequent score or value in a set of numbers
Variability
How widely dispersed the values are from each other and from the mean in a set of numbers
Reliability
The degree to which a measure is stable and consistent over time
Standard deviation
A statistical measure of how far away each value is, on average, from the mean
Inferential statistics
A set of procedures that enable researchers to decide whether differences between two or more groups are probably just chance variations or whether they reflect true differences in the populations being compared
Descriptive statistics
Statistics that summarize the data collected in a study
Bayesian statistics
A class of statistics that combines existing beliefs (priors) with new data to update the estimated likelihood that a belief is true (posterior)
Replication
Repetition of a research study to confirm or contradict the results
Theory
A model of interconnected ideas that explains what is observed and makes predictions about future events
Statistical significance
an observed result is unlikely to have occurred by random chance, suggesting a real effect or relationship exists
Between-Ss design
an experimental method where different groups of participants are exposed to different conditions or levels of an independent variable, allowing researchers to compare outcomes between these separate groups
Random selection
the process of choosing individuals or items from a population where every member has an equal chance of being picked
Reactivity
altering behavior because you know you're being watched (research setting) or responding impulsively to emotions/stress (emotional context), often in a fight/flight way, rather than responding thoughtfully
Within-Ss design
a research method where the same participants experience every condition or level of an independent variable, allowing researchers to compare their performance or responses across different situations, treatments, or time points