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critical thinking
thinking that does not automatically accept arguments and conclusions; it examines assumptions, appraises 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
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
falsifiable
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
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 and 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 of inclusion
population
all of 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
scatterplot
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 relationship (little scatter indicates higher 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 to fall back 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 processes (the dependent variable)
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
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 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 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 result
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
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; include 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
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 (also called a normal distribution)
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 a result (such as a difference between samples) occurred by chance, assuming there is no difference between the populations being studied
effect size
the strength of the relationship between two variables; the larger the effect size, the more one variable can be explained by the other