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critical thinking
thinking that does not blindly accept arguments and conclusions. Rather, it examines assumptions, discerns hidden biases, evaluates evidence, and assesses conclusions.
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
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 extends to other participants and circumstances
case study
an observation technique in which one person 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 and control the situation
survey
a descriptive technique for obtaining 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
Population
all those in a group being studied, from which samples may be drawn
random sample
a sample that fairly represents a population because each member has an equal chance of inclusion
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 to +1)
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
perception of a relationship where none exists, or perception of a stronger relationship than actually exists
regression toward the mean
the tendency for extreme or unusual scores to fall back (regress) toward their 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
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
The experimental factor that is manipulated; the variable whose effect is being studied.
confounding variable
a factor other than the independent variable that might produce an effect in an experiment
dependent variable
in an experiment, the outcome that is measured
Validity
the extent to which a test measures or predicts what it is supposed to
informed consent
an ethical principle that research participants be told enough 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 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
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 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
statistical significance
how likely it is that an obtained result occurred by chance
peer reviewers
scientific experts who evaluate a research article's theory, originality, and accuracy
falsifiable
the possibility that an idea, hypothesis, or theory can be disproven by observation or experiment
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
single-blind procedure
An experimental procedure in which the research participants are ignorant about whether they have received the treatment or a placebo
experimenter bias
bias caused when researchers may unintentionally influence results to confirm their own beliefs
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
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
percentile rank
the percentage of scores that are lower than a given score