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Bivariate correlation
An association that involved exactly two variables
Association claim
Describes the relationship between two measured variables
Effect size
the magnitude, or strength, of a relationship between two or more variables
statistically significant
one that is unlikely to have come from a population in which the association is zero
outlier
A score that stands out as either much higher or much lower than most of the other scores in a sample
Restriction of range
The absence of a full range of possible scores on one of the variables so the relationship from the sample underestimates the true correlation
curvilinear assoication
An association between two variables that is not a straight line; instead, as one variable increases, the level of the other variable increases and then decreases
What are the three things a study must satisfy
1. Covariance of cause and effect
2. Temporal precedence
3. Internal validity
Directionality problem
The occurrence of both variables being measured around the same time, making it unclear which variable in the association came first
Reverse causation
In a study that finds a relationship between variable A and B, the plausible inference that either A could cause B or that B could cause A
third variable problem
The existence of a plausible alternative explanation for the association between two variables
Covariance of cause and effect
The results must show a correlation, or association, between the cause variable and the effect variable
Temporal precedence
The method must ensure that the cause variable precedes the effect variable; it must come first in time
Internal validity
The method must ensure there are no plausible alternative explanations for the relationship between the two variables
Spurious association
A bivariate association that is attributable only to systematic mean differences on subgroups within the sample; the original association is not present within the subgroups
moderator
a variable that, depending on its level, changes the relationship between two other variable
Multivariate designs
A study designed to test an association involving more than two measured variables
longitudinal design
A study in which the same variables are measured in the same people at different points in time
Cross-sectional correlations
a correlation between two variables that are measured at the same time
Autocorrlations
The correlation of one variable with itself, measured at two different times
Cross-lag correlations
A correlation between an earlier measure of one variable and a later measure of another variable
Multiple regression
A statistical technique that computes the relationship between a predictor variable and a criterion variable, controlling for other predictor variables
control for
Holding a potential third variable at a constant level while investigating the association between two other variables
Criterion variable
The variable in a multiple-regression analysis that the researchers are most interested in understanding or predicting
Predictor variable
A variable in multiple-regression analysis that is used to explain variance in the criterion variable
Parsimony
The degree to which a theory provides the simplest explanation of some phenomenon/pattern of data
Mediator
A variable that helps explain the relationship between two other variables
Quasi-experiment
a study similar to an experiment, except that the researchers do not have full experimental control
Quasi-independent variable
A variable that resembles an independent variable, but the researcher does not have true control over it
Nonequivalent control group posttest-only design
A quasi-experiment that has at least one treatment group and one comparison group, but participants have not been randomly assigned to the two groups
nonequivalent control group pretest-posttest design
A quasi-experiment that has at least one treatment group and one comparison group, in which participants have not been randomly assigned to the two groups, and in which at least one pretest and one posttest are administered
interrupted time series design
A quasi-experiment in which participants are measured repeatedly on a dependent variable before, during, and after the "interruption" caused by some event
nonequivalent control group interrupted time-series design
A quasi-experiment with two or more groups in which participants have not been randomly assigned to groups; participants are measured repeatedly on a dependent variable before, during, and after the "interruption" caused by some event, and the presence or timing of the interrupting event differs among the groups
wait-list design
Researchers randomly assign some participants to receive the therapy under investigation immediately, and others to receive it after a time delay
Design confound
Some outside variable accidentally and systematically varies with the levels of the targeted independent variable
Maturation threats
a change in behavior that emerges more or less spontaneously over time
History threat
a threat to internal validity that occurs when it is unclear whether a change in the treatment group is caused by the treatment or by a historical factor or event that affects everyone or almost everyone in the group
Regression to the mean
Occurs when an extreme outcome is caused by a combination of random factors that are unlikely to happen in the same combination again
Attrition threat
Occurs when people drop out of a study over time
testing threat
A threat to internal validity that occurs when a kind of order effect in which participants tend to change as a result of having been tested before
Small-N design
A study in which researchers gather information from just a few cases
Stable-baseline design
A study in which a practitioner or researcher observes behavior for an extended baseline period before beginning a treatment or other intervention
Multiple-baseline design
A study in which researchers stagger their introduction of an intervention across a variety of individuals, times, or situations to rule out alternative explanations
Reversal design
A study in which researchers observe a problem behavior both with and without treatment, but they then take the treatment away for a while to see whether the problem behavior returns
Debriefed
To inform participants afterward about a study's true nature, details, and hypotheses
Respect for persons
Research participants should be treated as autonomous agents, and certain groups deserve special protection
informed consent
Each person learns about the research project, considers its risks and benefits, and decides whether to participate
Who needs special protections
Children, people with cognitive impairments, and prisoners
Beneficene
Researchers must take precautions to protect participants from harm and to promote their well-being
Anonymous study
a research study in which identifying information is not collected, thereby completely protecting the identity of participants
Confidential study
A research study in which identifying information is collected but protected from disclosure to people other than the researchers
Justice
Calling for a fair balance between the kinds of people who participate in research and the kinds of people who benefit from it
Institutional review board
A committee responsible for ensuring that research using human participants is conducted ethically
Deception
Withholding some details of a study from participants or the act of actively lying to them
Deception through omission
Withholding details of a study from participants
Deceptions through commission
Actively lying to participants
Data fabriction
Researcher invents data that fit the hypotheses
Data falsification
Researcher influences a study's results, perhaps by deleting observations from a dataset or by influencing their research subjects to act in the hypothesized way
Plagiarism
Representing the ideas or words of others as one's own
Self-plagiarism
Researchers recycle their own previously published text, verbatim and without attribution, in a subsequent article
What are the three R's in animal care guidelines
Replacement, refinement, reduction
Replacement
Researchers should find alternatives to animals in research when possible
Refinement
Researchers must modify experimental procedures and other aspects of animal care to minimize or eliminate animal distress
Reduction
Researchers should adopt experimental designs and procedures that require the fewest animal subject possible
replication
Describing a study whose results have been reproduced when the study was repeated, or replicated
Direct replication
Researchers repeat an original study as closely as they can to see whether the effect is the same in the newly collected data
Conceptual repliaction
Researchers explore the same research question but use different procedures
Replication-plus-extension
Researchers replicate an original experiment and add variables or conditions to test additional questions
Scientific literature
A series of related studies, conducted by various researchers, that have tested similar variables
meta-analysis
A way of mathematically averaging the effect sizes of all the studies that have tested the same variables to see what conclusion the whole body of evidence supports
File drawer problem
the idea that a meta-analysis might be overestimating the true size of an effect because negligible effects, or even opposite effects, have not been included
HARKing
Researchers create an after-the-fact hypothesis about an unexpected research result, making it appear as if they predicted it all along
p-hacking
Removing different outliers from the data, computing scores in several different ways, or running a few different types of statistics
Open science
The practice of sharing one's data and materials freely so others can collaborate, use, and verify the results
Open data
When psychologists provide their full dataset on the internet so other researchers can reproduce the statistical results or even conduct new analyses on it
Open materials
When psychologists provide their study's full set of measures and manipulations on the internet so others can see the full design or conduct replication studies
preregistration
The researcher has stated publicly what the study's outcome is expected to be
What do frequency claims must have?
External validity
theory-testing mode
A researcher's intent for a study, testing association claims or causal claims to investigate support for a theory
Universality assumption
An explicit or implicit belief by researchers that all participants would act pretty much the same
Cultural psychology
A subdiscipline of psychology concerned with how cultural settings shape a person's thoughts, feelings, and behavior, and how these in turn shape cultural settings
lab study
A study that takes place in a standardized location, enabling researchers to control potentially extraneous factors
Field research
A real-world setting for a research study
Ecological validity
the extent to which the tasks and manipulations of a study are similar to real-world contexts
Experimental realism
The extent to which a laboratory experiment is designed so that participants experience authentic emotions, motivations, and behaviors