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hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
critical thinking
thinking that does not blindly accept arguments and conclusions. Rather, it examines assumptions, discerns hidden values, evaluates evidence, and assesses conclusions.
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 statement of the procedures used to define research variables
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
survey
a technique for ascertaining the self-reported attitudes or behaviors of people, usually by questioning a representative, random sample of them
social desirability bias
tendency to provide socially desirable rather than honest answers on questionnaires
population
all the cases in a group, from which samples may be drawn for a study
random sample
a sample that fairly represents a population because each member has an equal chance of inclusion
stratified sample
a sample drawn in such a way that known subgroups within a population are represented in proportion to their numbers in the general population
naturalistic observation
observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation
correlation
a measure of the extent to which two factors vary together, and thus of how well either factor predicts the other
scatterplot
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.
correlation coefficient
mathematical expression of the relationship, ranging from -1 to +1. (same as r-value)
r-value
mathematical expression of the relationship, ranging from -1 to +1. (same as correlation coefficient)
line of best fit/regression line
a smooth line that reflects the general pattern in a graph
illusory correlation
the perception of a relationship where none exists
experiment
a research method in which an investigator manipulates one or more factors (independent variables) to observe the effect on some behavior or mental process (the dependent variable); aim to control other relevant factors
double-blind procedure
an experimental procedure in which both the research participants and the research staff are ignorant about whether the participant is receiving treatment or placebo
placebo effect
experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which is assumed to be an active agent
Hawthorne effect
the tendency for people to behave differently when they know they are being studied.
experimental condition
the condition of an experiment that exposes participants to the treatment, that is, to one version of the independent variable
control condition
the condition of an experiment that contrasts with the experimental condition 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
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
confounding variable
any factor that affects the dependent variable, along with or instead of the independent variable
measures of central tendency
mean, median, mode
mode
the most frequent value of a random variable
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
measures of variation
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.
z-score
The number of standard deviations a value (x) is above or below the mean set of numbers.
statistical significance
a statistical statement of how likely it is that an obtained result occurred by chance
t-test
statisical way of determining if, in an experiment, the difference between the experimental and control conditions is statistically significant (result is the p value)
p-value
the probability level which forms the basis for deciding if results are statistically significant (not due to chance); if less than or equal to 0.5, causation can be inferred
histogram
a bar graph depicting a frequency distribution
Kenneth B. and Mamie Phipps Clark
studied the effects of segregation and racism on the self-esteem of black children. Their work was used in testimony in the case of Brown V. The Board of Education
informed consent
informing research participants of what is involved in a study before asking them to participate
descriptive statistics
numerical characterizations that describe data
inferential statistics
set of mathematical procedures that help researchers learn if their research data reflects a true relationship or could be due to random chance
generalizability
the extent to which a study can be applied to the intended population
coercion
forcing a subject to participate in a study
debriefing
a procedure to inform participants about the true nature of an experiment after its completion
skewed distribution
an asymmetrical but generally bell-shaped distribution, the result of one or more outliers; tends to pull the mean, resulting in the median being a better indication of central tendency
normal curve
the 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
Validity
the extent to which a test or experiment measures or predicts what it is supposed to