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population
an entire group of individuals we want information about
census
collects data from every individual in a population
sample
subset of individuals in the population from which data is collected
sample survey
collects data from a sample to learn about the population from which the sample was collected
Random sampling
sampling that uses chance to determine which members of a population are chosen for the sample
observational study
a study that observes individuals and measures variables, but does not influence responses
retrospective
a type of observational study that examine existing data for a sample
prospective
a type of observational study that tracks the sample into the future
experiments
a study that manipulate treatments on experimental units to measure responses
simple random sampling (SRS)
sampling in such a way that every individual in the population has an equal chance to be selected
sampling without replacement
sampling in which an individual can only be selected once
sampling with replacement
sampling in which an individual can be selected more than once
cluster
a group of individuals in the population that are located near eachother
cluster sample
a sample made by randomly selecting clusters of individuals
systemic random sampling
a sample by ordered arrangement. For example, by randomly selecting k individual then every kth individual therafter.
convenience sample
a sample that consists of individuals form the population who are easy to reach
bias
underestimation and overestimation are indicative of statistical bias
voluntary response sample
a sample that consists of people who choose to be in the sample
undercoverage
when some members of the population are less likely to be chosen or cannot be chosen for a sample
nonresponse
when individuals chosen for the sample cannot be contacted or refuse to participate
response bias
occurs when there is a consistent pattern of inaccurate responses to a survey question
response variable
measures an outcome of a study
explanatory variable
may help explain or predict changes in a response variable
confounding
when two or more variables are associated in such a way that their effects on the response variable cannot be distinguished from eachother
treatment
a specific condition applied to the individuals in an experiment
experimental unit
the object to which a treatment is randomly assigned
placebo
a treatment that has no active ingredient but is likewise like other treatments
factor
a type of explanatory variable that is manipulated and may change the response variable
levels
different values of a factor
control group
a group used to provide a baseline for comparing the effects of other treatments. For example, they may be given a placebo or no treatment at all
placebo effect
the fact that some subjects in an experiment will respond favorably to any treatment, even an inactive treatment
double blind
a type of experiment that blinds both the subjects and those who interact with them to the treatment the subjects will be receiving
single blind
a type of experiment that blinds the subject to what treatment they will be receiving
random assignment
treatments are assigned to experimental units using a chance process
completely randomized design
experimental units are assigned to the treatments completely at random
replication
giving each treatment to enough experimental units so that a difference in the effects of the treatments can be distinguished from chance variation due to random assignment
control
keeping other variables constant for all experimental units
block
a group of experimental units that are known before the experiment to be similar in some way that is expected to affect the response to the treatments
randomized block design
the random assignment of experimental units to treatments is carried out separately within each block
matched pairs design
common experimental design for comparing two treatments that uses blocks of size 2.