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experimental
to explore cause and effect; manipulate one or more factors; use random assignment and a control group
non-experimental
Predictive and descriptive methods of research, without a manipulated independent variable or control group
Dependent variable (DV)
The measured outcome of a study; the responses of the subjects in a study.
Confounding Variables
factors that cause differences between the experimental group and the control group other than the independent variable
Random assignment
assigning participants to experimental and control conditions by chance, thus minimizing preexisting differences between those assigned to the different groups
Population
all those in a group being studied, from which samples may be drawn
sample
a small group taken from a full Population that does not include all individuals; should be REPRESENTATIVE of the population
random sampling
a sample that fairly represents a population because each member has an equal chance of inclusion
representative samples
Random groups selected. A sample that is similar to the population as a whole in regard to variables that might impact the results such as gender, religious affiliation, income, and ethnicity.
convenience samples
samples of individuals who are the most readily available
sampling bias
a flawed sampling process that produces an unrepresentative sample
Generalizability
the extent to which we can claim our findings inform us about a group larger than the one we studied
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.
placebo group
A control group of participants who believe they are receiving treatment.
placebo effect
Improvement resulting from the mere expectation of improvement
single-blind procedure
research design in which participants don't know whether they are in the experimental or control group
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.
experimenter bias
a phenomenon that occurs when a researcher's expectations or preferences about the outcome of a study influence the results obtained
case study
an observation technique in which one person or group is studied in depth in the hope of revealing universal principles
correlation
A measure of the extent to which two factors vary together, and thus of how well either factor predicts the other.
positive correlation
A correlation where as one variable increases, the other also increases, or as one decreases so does the other. Both variables move in the same direction.
negative correlation
the relationship between two variables in which one variable increases as the other variable decreases
directionality problem
a problem encountered in correlational studies; the researchers find a relationship between two variables, but they cannot determine which variable may have caused changes in the other variable
third variable problem
the concept that a correlation between two variables may stem from both being influenced by some third variable
scatterplots
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 correlation (little scatter indicates high correlation).
correlation coefficient
a statistical index of the relationship between two things (from -1 to +1)
quantitative measure
A measure that reflects a numeric amount
Likert scale
a way of formatting a survey questionnaire so that the respondent can choose an answer along a continuum 1-5 or 1-7
Qualitative measures
Data not recorded in numerical form - open ended questions, structured interviews. . .
surveys
Questionnaires and interviews that ask people directly about their experiences, attitudes, or opinions.
framing
the way an idea is posed; how an issue is seen in context can significantly affect decisions and judgments.
social desirability bias
A tendency to give socially approved answers to questions about oneself.
self reporting bias
A type of measurement error in which subjects inaccurately report data about themselves
meta-analysis
a procedure for statistically combining the results of many different research studies
naturalistic observation
observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation
hypothesis
A testable prediction, often implied by a theory
falsifiability
if we claim something is scientifically true, we must be able to specify what evidence it would take to prove it wrong
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
peer review
A process by which the procedures and results of an experiment are evaluated by other scientists who are in the same field or who are conducting similar research.
institutional review board
A committee at each research institution to review every experiment for ethics and methodology.
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
protection from harm
the right of research participants to be protected from physical or psychological harm
confidentiality
The participants' data and responses should be not identify their personal identity. Code numbers are used to protect anonymity.
minimal deception
Sometimes it is necessary to conduct research without participants knowing the true purpose of the study. This should be only when absolutely necessary, minimal and will not cause lasting harm.
confederates
in psychological and social research, a confederate is a person who is working with the experimenter and posing as a part of the experiment, but the subjects are not aware of this affiliation
debriefing
the post-experimental explanation of a study, including its purpose and any deceptions, to its participants
central tendency
a measure that represents the typical response or the behavior of a group as a whole. Mean median and mode
mean
average
mode
the most frequently occurring score(s) in a distribution
median
the middle score in a distribution; half the scores are above it and half are below it
measures of variation
A measure used to describe the distribution of data - range and standard deviation
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 physical and psychological attributes. Most scores fall near the average, and fewer and fewer scores lie near the extremes.
positive skewed distribution
Most of the scores are bunched towards the left. The mode is to the left of the mean because the mean is affected by the extreme scores tailing off to the right.
negative skewed distribution
Most of the scores are bunched towards the right. The mode is to the right of the mean because the mean is affected by the extreme scores tailing off to the left.
bimodal distribution
a frequency distribution having two different values that are heavily populated with cases
regression toward the mean
the tendency for extreme or unusual scores to fall back (regress) toward their average.
statistical significance
a statistical statement of how likely it is that an obtained result occurred by chance
effect size
a measure of the strength of the relationship between two variables or the extent of an experimental effect
confirmation bias
a tendency to search for information that supports our preconceptions and to ignore or distort contradictory evidence
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
overconfidence
the tendency to be more confident than correct—to overestimate the accuracy of our beliefs and judgments.
p value
The probability level which forms basis for deciding if results are statistically significant (not due to chance). <.05 is the general standard and means there is less than 5% chance the results are just luck.
Biological perspective
the psychological perspective that emphasizes the influence of biology on behavior
Behavioral perspective
An approach to the study of psychology that focuses on the role of learning in explaining observable behavior.
Cognitive perspective
A psychological approach that emphasizes mental processes in perception, memory, language, problem solving, and other areas of behavior
Humanistic perspective
the psychological view that assumes the existence of the self and emphasizes the importance of self-awareness and the freedom to make choices
developmental perspective
psychological perspective emphasizing that change occurs across a lifespan; focus has shifted over recent years to teens and adults
Character Strength of Wisdom
Helps us use our strengths of gathering and using information
Character Strength of Courage
Helps us use our willpower and overcome adversity
Character Strength of Humanity
Helps us use our strengths of love, kindness and social intelligence
Character Strength of Justice
Helps us use our strengths of leadership, teamwork and fairness
Character Strength of Temperance
Helps us use our strengths of forgiveness prudence humility and self-regulations
Character Strength of Transcendence
Helps us use our strengths of appreciation of beauty and excellence, gratitude, hope, humor and spirituality