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Critical Thinking —
Thinking that does not automatically accept arguments and conclusions. Rather, it examines assumptions, appraises the source, discerns hidden biases, and assesses conclusions.
Hindsight Bias —
The tendency to believe, after learning an outcome, that one would have foreseen it.
Overconfidence —
The tendency to be more confident than correct—to overestimate the accuracy of our beliefs and judgments.
Peer Reviewers —
Scientific experts who evaluate a research article's theory, originality, and accuracy.
Theory —
An explanation using an integrated set of principles that organizes observations and predicts behaviors or events.
Hypothesis —
A testable prediction, often implied by a theory.
Falsifiability —
The possibility that an idea, hypothesis, or theory can be disproven by observation or experiment.
Operational Definition —
A carefully worded statement of the exact procedures (operations) used in a research study. Also known as operationalization.
Replication —
Repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding can be reproduced.
Case Study —
A non-experimental technique in which one individual or group is studied in depth in the hope of revealing universal principles.
Naturalistic Observation —
A non-experimental technique of observing and recording behavior in naturally occurring situations without trying to manipulate or control the situation.
Survey —
A non-experimental technique for obtaining the self-reported attitudes or behaviors of a particular group, usually by questioning a representative, random sample of the group.
Social Desirability Bias —
Bias from people's responding in ways they presume a researcher expects or wishes.
Self-Report Bias —
Bias when people report their behavior inaccurately.
Sampling Bias —
A flawed sampling process that produces an unrepresentative sample.
Random Sample —
A sample that fairly represents a population because each member has an equal chance at inclusion.
Population —
All those in a group being studied, from which random samples may be drawn.
Correlation —
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 variables, ranging from -1.00 to 1.00.
Variable —
Anything that can vary and is feasible and ethical to measure.
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 toward the average.
Experiment —
A research method in which an investigator manipulates one or more factors to observe the effect on some behavior or mental process.
Experimental Group —
In an experiment, the group that is exposed to the treatment—the version of the independent variable being studied.
Control Group —
In an experiment, the group that is not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment.
Random Assignment —
Assigning participants to experimental and control conditions by chance, thus minimizing preexisting differences between those assigned to the different groups.
Single-Blind Procedure —
An experimental procedure in which the research participants are unaware of whether they have received the treatment or placebo.
Double-Blind Procedure —
An experimental procedure in which both the research participants and the research staff are unaware of whether the research participants have received the treatment or a placebo.
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.
Dependent Variable —
In an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated.
Confounding Variable —
In an experiment, a factor other than the factor being studied that influences a study's results.
Experimenter Bias —
Bias caused when researchers may unintentionally influence results to confirm their own beliefs.
Validity —
The extent to which a test or experiment measures or predicts what it is supposed to do.
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.
Debriefing —
The postexperimental explanation of a study, including its purpose and any deceptions, to its participants.
Descriptive Statistics —
Numerical data used to measure and describe the characteristics of groups; includes measures of central tendency and measures of variation.
Histogram —
A bar graph depicting a frequency distribution.
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 Distribution —
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 —
The symmetrical, bell-shaped curve that describes the distribution of many physical and psychological attributes. Most scores fall near the average, 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 —
A statistical procedure for analyzing the results of multiple studies to reach an overall conclusion.
Statistical Significance —
A statistical statement of how likely it is that an obtained result occurred by chance.
Effect Size —
The strength of the relationship between two or more variables. The larger it is, the more one variable can be explained by the other.
Cultural Norms —
Behavior patterns that are typical of specific groups.
Confirmation Bias —
A tendency to search for information that supports our preconceptions and to ignore or distort contradictory evidence.
Institutional Review —
The process of examining studies for ethical concerns by a committee of peers.
Informed Assent —
A participant's agreement to participate in the absence of full understanding. Commonly applies to individuals who are underage or otherwise incapable of consent.
Confidentiality —
The act of holding information in confidence, not to be released to unauthorized individuals.
Deception —
An act that misleads participants about the true purpose of a study or the events that will actually transpire.
Research Confidentiality —
The requirement for participants' data to be secured/coded for anonymity.
Variation —
A change or slight difference in condition, amount, or level.
Skewness —
A measure of the degree to which a distribution is asymmetrical.
Scatterplot —
A graphed cluster of dots, each of which represents the values of two variables. Typically used in representations of correlation.
Bimodal Distribution —
A frequency distribution that features two different values that are heavily populated with cases.