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Correlate
A measure of the extent to which two factors vary together, and thus of how well either factor predicts the other.
Correlation Coefficient
A statistical index of the relationship between two things (from −1.00 to +1.00).
Variable
Anything that can vary and is feasible and ethical to measure.
Scatterplots
A graphed cluster of dots, each of which represents the values of two variables. The slope of the points suggests the direction of the relationship between the two variables. The amount of scatter suggests the strength of the correlation (little scatter indicates high correlation).
Illusory correlation
Perceiving a relationship where none exists, or perceiving a stronger-than-actual relationship.
Regression toward the mean
The tendency for extreme or unusual scores or events to fall back (regress) toward the average.
Experiment
A research method in which an investigator manipulates one or more factors (independent variables) to observe the effect on some behavior or mental process (the dependent variable). By random assignment of participants, the experimenter aims to control other relevant factors.
Experimental group
In an experiment, the group exposed to the treatment, that is, to one version of the independent variable.
Control group
In an experiment, the group not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment.
Randomly assign
Assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between the different groups.
Single-blind procedure
An experimental procedure in which the research participants are ignorant (blind) about whether they have received the treatment or a placebo.
Double-blind procedure
An experimental procedure in which both the research participants and the research staff are ignorant (blind) about whether the research participants have received the treatment or a placebo. Commonly used in drug-evaluation studies.
Placebo effect
Experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which the recipient assumes is an active agent.
Independent variable
In an experiment, the factor that is manipulated; the variable whose effect is being studied.
Confounding variable
In an experiment, a factor other than the factor being studied that might influence a study's results.
Experimenter bias
Bias caused when researchers may unintentionally influence results to confirm their own beliefs.
Dependent variable
In an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated.
Validity
The extent to which a test or experiment measures or predicts what it is supposed to.
Quantitative research
A research method that relies on quantifiable, numerical data.
Qualitative research
A research method that relies on in-depth, narrative data that are not translated into numbers.
Informed consent
Giving potential participants enough information about a study to enable them to choose whether they wish to participate.
Debrief
The postexperimental explanation of a study, including its purpose and any deceptions, to its participants.
Descriptive statistics
Numerical data used to measure and describe characteristics of groups; include measures of central tendency and measures of variation.
Histogram
A graphical representation of the distribution of numerical data.
Mode
The most frequently occurring score(s) in a distribution.
Mean
The arithmetic average of a distribution, obtained by adding the scores and then dividing by the number of scores.
Median
The middle score in a distribution; half the scores are above it and half are below it.
Percentile rank
The percentage of scores that are lower than a given score.
Skewed
A representation of scores that lack symmetry around their average value.
Range
The difference between the highest and lowest scores in a distribution.
Standard deviation
A computed measure of how much scores vary around the mean score.
Normal curve
A symmetrical, bell-shaped curve that describes the distribution of many types of data; most scores fall near the mean (about 68 percent fall within one standard deviation of it) and fewer and fewer scores lie near the extremes.
Inferential statistics
Numerical data that allow one to generalize — to infer from sample data the probability of something being true of a population.
Meta-analysis
Statistical procedure for analyzing the results of multiple studies to reach an overall conclusion.
Statistically significant
A statistical statement of how likely it is that a result (such as a difference between samples) occurred by chance, assuming there is no difference between the populations being studied.