Hindsight bias
the tendency to believe, after learning an outcome, that one would've foreseen it
Critical thinking
thinking that does not blindly accept arguments and conclusions. Rather it examines assumptions, assesses the source, discerns hidden values, evaluates evidence, and assesses conclusions
Humility
an awareness of our own vulnerability to error and an openness to surprises
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 procedure 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
a descriptive technique in which one individual or group is studied in depth in the hope of revealing universal principles
Naturalistic observation
observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation
Survey
a 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
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 variables change together, and thus how well either variable predicts the other
Correlation coefficient
a statistical index of the relationship between two variables (from -1.0 to +1.0)
Scatterplot
a graphed cluster of dots, each which represents the values of two variables. The slope of the points suggests the direction of the relationship between the two variables
Illusory correlation
the perception of a relationship where none exists
Experiment
a research method in which a researcher manipulates one or more factors to observe the effect on some behavior or mental process
Experimental group
in an experiment, the group exposed to the 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
Random assignment
assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between groups
Double-blind procedure
an experimental procedure in which both the research participants and the research staff are ignorant (blind) about whether have received the treatment or the placebo
Placebo effect
experimental results caused by expectations alone
Independent variable
the experimental factor that is being manipulated
Confounding variable
a factor other than the independent variable that might produce an effect in the experiment
Dependent variable
the outcome factor
Validity
the extent to which a test or experiment measures what it is supposed to
Descriptive research method
Conducted through case studies, naturalistic observation, or surveys to observe and record behavior
Correlational research method
Conducted through collecting data on two or more variables to detect naturally occurring relationships; to assess how one variable influences the other
Experimental research method
Conducted by manipulating one or more variables to explore cause effect
Descriptive statistics
numerical data used to measure and describe characteristics of groups
Histogram
a bar graph depicting a frequency distribution
Mode
the most frequently occurring score in a data set
Mean
the average of the scores in a data set
Median
the middle score in a data set
Skewed distribution
a representation of scores that lack symmetry around their average values
Range
the difference between the highest and lowest scores in a distribution
Standard deviation
a computed measure by how much scores vary around the mean score
Normal curve
a symmetrical, bell-shaped curve that describes the distribution of many types of data
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
a statistical statement of how likely it is that an obtained result occurred by chance
Culture
the enduring behaviors, ideas, attitudes, values and traditions shared by a group of people and transmitted on to the next generation
Informed consent
an ethical principle that research participants be told enough 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