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Experience
Personal events relating to a phenomenon
Intuition
Subjective feelings about what makes sense
Scientific method
The process of basing one’s confidence in an idea on systematic, direct observations of the world, usually by setting up research studies to test ideas
Theory-data-cycle
The process of the scientific method, in which scientists collect data that can either confirm or disconfirm a theory
Theory
A set of propositions explaining how and why people act, think, or feel
Hypothesis
A specific prediction stating what will happen in a study if the theory is correct
Data
A set of empirical observations that scientists have gathered
Replication
When a study is conducted more than once on a new sample of participants, and obtains the same basic results
Journal
A periodical containing peer-reviewed articles on a specific academic discipline, written for a scholarly audience
Variable
Something of interest that varies from person to person, or situation to situation
Measured variables
A variable whose values are simply recorded
Manipulated variable
A variable whose values the researcher controls, usually by assigning different participants to different levels of that variable
Operationalizing a variable
turning it into a number, which can be recorded and analyzed
Self-reporting
People describe themselves in an interview or survey, using a rating scale
Direct observation
Researchers observe and record the occurrence of behavior
Descriptive research
A type of study in which researchers measure one variable at a time
Sample
The group that participated in the research, and who belong to the larger group (the population of interest) that the researcher is interested in understanding
Population of interest
The full set of cases the researcher is interested in
Random sampling
A way of choosing a sample of participants for a study in which participants are selected without bias
Observational research
A descriptive research method in which psychologists measure their variable of interest by observing and recording what people are doing
Naturalistic observation
An observational research method in which psychologists observe the behavior of animals and people in their normal, everyday worlds and environments
Case study
An observational research method in which researchers study one or two individuals in depth, often those who have a unique condition
Correlational research
A type of study that measures two (or more) variables in the same sample of people, and then observes the relationship between them
Scatterplot
A figure used to represent a correlation
Correlation is not causation
Two variables must be correlated
One variable must precede the other
There must be no reasonable alternative explanations for the pattern of correlation
Third-variable problem
For a given observed relationship between two variables, an additional variable that is associated with both of them, making the additional variable an alternative explanation for the observed relationship
Experimental research
A study in which one variable is manipulated, and the other is measured, can provide evidence that one variable causes another
Independent variable
The manipulated variable in an experiment
Dependent variable
The measured variable in an experiment
Random assignment
A procedure used in experimental research in which a random method is used to decide which participants will receive each level of the independent variable
Experimental (treatment) group
In an experiment, a group or condition in which some proposed cause is present
Control (comparison) group
In an experiment, a group or condition in which some proposed cause is not present
Placebo condition
In an experiment, a group or condition in which people expect to receive a treatment but are exposed to only an inert version, such as a sugar pill
Random sampling
A way of choosing a sample of participants for a study without bias, which allows findings to be generalized from the sample to the larger population of interest
Validity
The appropriateness or accuracy of a conclusion or decision
Construct validity
The specific assessment of how accurately the operationalizations used in the study capture the variables of interest
Reliability
the degree to which a measure yields consistent results each time it is administered.
External validity
The degree to which it is reasonable to generalize from a study’s sample to its population of interest
Internal validity
The ability of a study to rule out alternative explanations for a relationship between two variables; one of the criteria for supporting a causal claim
Confound
An alternative explanation for a relationship between two variables; specifically, in an experiment, when two experimental groups accidentally differ on more than just the independent variable, which causes a problem for internal validity
Descriptive statistics
A graph or computation that describes the characteristics of a batch of scores, such as its distribution, central tendency, or variability
Frequency distribution
A descriptive statistic that takes the form of a bar graph in which the possible scores on a variable are listed on the x-axis and the total number of people who had each score is plotted on the Y-axis
Mean
A measure of central tendency that is the arithmetic average of a group of scores
Median
A measure of central tendency that is the middlemost score; it is obtained by lining up the scores from smallest to largest and identifying the middle score
Mode
A measure of central tendency that is the most common score in a batch of scores
Variability
The extent to which scores in a batch differ from each other
Range
The difference between the highest and lowest scores in a batch
Standard deviation
A variability statistic that calculates how much, on average, a batch of scores varies around its mean
Effect size
A numerical estimate of the strength of the relationship between two variables. It can take the form of a correlation coefficient or, for an experiment, the difference between two group means divided by the standard deviations of the two groups
Inferential statistics
A set of procedures used to estimate whether a pattern of results represents a true relationship or difference in the population
Statistical significance
A process of inference that applies rules of logic and probability to estimate whether the results obtained in a study’s sample are the same in a larger population
Meta-analysis
A process in which researchers locate all of the studies that have tested the same variables and mathematically average them to estimate the effect size of the entire body of studies
Institutional Review Board (IRB)
A local panel of researchers, teachers, citizens, and others who determine whether a research study lives up to the community’s ethical standards
The ethical principle of autonomy
Each research participant has the right, without intimidation or coercion, to decide whether to participate
Informed consent
An application of the ethical principle of autonomy, in which a researcher explains the procedures of a study, including its risks and potential benefits, to the potential participants, who then decide whether to take part (Tuskegee Syphilis Study)
The ethical principle of beneficence
The benefits of the study must outweigh the risks of harm
The ethical principle of justice
Participants bearing the burden of research must be representative of the population who will benefit from the research
Replacement
Find an alternative for animals when possible
Refinement
Modify procedures to minimize animal distress
Reduction
Use the fewest animal subjects possible