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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 e 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 innacurately
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 (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 towards 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 - that is, to one version of the independent variable.
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
Ann experimental procedure in which the research participants are ignorant about 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 ignorant 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
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 compared measure of ow 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
Random Assignment
Assigning participants to experimental and control conditions by chance, thus minimizing preexisting differences between those assigned to the different groups
Institutional Review
Process of examining studies for ethical concerns by a committee of peers
Informed Assent
Participant's agreement to participate in the absence of full understanding.
Commonly applies to individuals who are under age 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.