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Vocabulary-style flashcards covering key terms from Critical Thinking, Research Methods, and Statistics.
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Critical Thinking
Thinking that does not blindly accept arguments; examines assumptions, assesses the source, discerns hidden biases, evaluates evidence, and assesses conclusions.
Hindsight Bias
The tendency to believe, after learning an outcome, that one would have foreseen it (the 'I-knew-it-all-along' phenomenon).
Social Desirability Bias
A tendency of survey respondents to answer questions in a manner that will be viewed favorably by others.
Self-Report Bias
The tendency for people to inaccurately report their own behaviors, thoughts, or feelings due to memory limitations or social pressures.
Research Foundations 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.
Operational Definition
A carefully worded statement of the exact procedures used in a research study.
Replication
Repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding can be reproduced.
Peer Reviewers
Scientific experts who evaluate a research article's theory, originality, and accuracy before recommending its publication.
Case Study
A descriptive technique in which one individual or group is studied in depth in the hope of revealing universal principles.
Naturalistic Observation
A descriptive technique of observing and recording behavior in naturally occurring situations without trying to manipulate or control the situation.
Survey
A descriptive technique for ascertaining the self-reported attitudes or behaviors of a particular group, usually by questioning a representative, random sample of the group.
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 of inclusion.
Population
All those in a group being studied, from which 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 things (from -1.00 to +1.00).
Variable
Anything that can vary and is feasible and ethical to measure.
Scatterplot
A graphed cluster of dots, each of which represents the values of two variables.
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).
Experimental Group
In an experiment, the group exposed to the treatment (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.
Random Assignment
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.
Placebo Effect
Experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition.
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
A factor other than the factor being studied that might influence a research study's results.
Experimenter Bias
The unconscious tendency for researchers to treat members of the experimental and control groups differently to increase the chance of confirming their hypothesis.
Validity
The extent to which a test or experiment measures or predicts what it is supposed to.
Quantitative Research
Research that uses numerical data and statistical analysis.
Qualitative Research
Research that focuses on qualities and characteristics that cannot be easily measured numerically.
Informed Consent
Giving potential participants enough information about a study to enable them to choose whether they wish to participate.
Debriefing
The post-experimental 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 (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.
Percentile Rank
The percentage of scores in a distribution that a specific score is greater than or equal to.
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.
Skewed Distribution
A representation of scores that lack symmetry around their average value.
Normal Curve
A symmetrical, bell-shaped curve that describes the distribution of many types of data; most scores fall near the mean and fewer and fewer 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
A statistical measure of the magnitude of an experimental effect.