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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.
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
validity
the extent to which a test measures or predicts what it is supposed to
Random assignment
the process by which participants are put into a group, experimental or control
population
the group from which a sample is selected
hypothesis
a statement of a possible relationship between two or more variables
statistical significance
how likely it is that an obtained result occurred by chance
p-value
The probability level which forms basis for deciding if results are statistically significant [5% or less] (not due to chance).
sampling
process by which participants are selected
sampling error
an error that occurs when a sample somehow does not represent the target population
Participant Bias (Response Bias)
tendency for subjects to behave in certain ways based on their perception of an experiment
correlation
a statistical measure of the relationship between two variables
case study
research method that involves an intensive investigation of one participant or small group of participants
Hawthorne effect
A change in a subject's behavior caused simply by the awareness of being studied
random selection
procedure that ensures every person in a population has an equal chance of being chosen to participate
experimenter bias
the unconscious tendency for researchers to treat members of the experimental and control groups differently to increase the chance of confirming their hypothesis
applied research
research that psychologists conduct to solve practical problems
naturalistic observation
watching behavior in real-world settings without trying to manipulate the situation
experiment
A research method in which an investigator manipulates one or more factors to observe the effect on some behavior or mental process
normal curve (normal distribution)
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 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
Theory
A hypothesis that has been tested with a significant amount of data
confounding variable
a factor other than the independent variable that might produce an effect in an experiment
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
operational definition
a statement of the procedures used to define research variables
Reliability
consistency of measurement
basic research
pure research that aims to confirm an existing theory or to learn more about a concept or phenomenon
descriptive statistics
numerical data used to measure and describe characteristics of groups. Includes measures of central tendency and measures of variation.
journal
a periodical that publishes technical and scholarly material, usually in a narrowly defined area of inquiry
independent variable
The experimental factor that is manipulated; the variable whose effect is being studied.
dependent variable
The outcome factor; the variable that may change in response to manipulations of the independent variable.
experimental group
the group in an experiment that receives the variable being tested
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
correlation coefficient
a statistical index of the relationship between two things (from -1 to +1)
meta-analysis
a "study of studies" that combines the findings of multiple studies to arrive at a conclusion
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
halo effect
when someone's overall evaluation of a person, object, or institution spills over to influence more specific ratings
social desirability bias
A tendency to give socially approved answers to questions about oneself.
anecdotal evidence
consists of personal stories about specific incidents and experiences
positively skewed distribution
A distribution where the scores pile up on the left side and taper off to the right.
negatively skewed distribution
asymmetric distribution in which the majority of the data is concentrated to the right of the mean
standard deviation
a computed measure of how much scores vary around the mean score
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
Mode
the most frequently occurring score(s) in a distribution
Percentile
Specific point in a distribution of data that has a given percentage of cases below it.
null hypothesis
A prediction that there is no difference between groups or conditions, or a statement or an idea that can be falsified, or proved wrong.
Variables
Any measurable conditions, events, characteristics, or behaviors that are controlled or observed in a study.
peer review process
a procedure in which experts in a particular area evaluate papers submitted to scientific journals
extraneous variables
any variables other than the independent variable that seem likely to influence the dependent variable in a specific study
placebo effect
the phenomenon in which the expectations of the participants in a study can influence their behavior
sampling bias
A problem that occurs when a sample is not representative of the population from which it is drawn.
frequency distribution
an arrangement of data that indicates how often a particular score or observation occurs
histogram
a bar graph depicting a frequency distribution
frequency polygon
A line figure used to present data from a frequency distribution
Variability
The extent to which the scores in a data set tend to vary from each other and from the mean.
correlation coefficient
a statistical index of the relationship between two things (from -1 to +1)
Scatterplot
a graphed cluster of dots, each of which represents the values of two variables
Debriefing
the post-experimental explanation of a study, including its purpose and any deceptions, to its participants
deception
misleading participants about the true purpose of a study or the events that will actually transpire
informed consent
an ethical principle that research participants be told enough to enable them to choose whether they wish to participate
Informed Assent
Participant's agreement to participate in the absence of full understanding
Commonly applies to individuals who have not attained legal majority and/or capacity
self-report bias
data collected directly from participants, typically by means of interviews or questionnaires
third variable problem
A problem that occurs when the researcher cannot directly manipulate variables; as a result, the researcher cannot be confident that another, unmeasured variable is not the actual cause of differences in the variables of interest.
Qualitative measures
Data not recorded in numerical form
quantitative measures
units of measure expressed in numerical terms
Generalizability
the extent to which we can claim our findings inform us about a group larger than the one we studied
falsifiable
able to be disproven by experimental results