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individuals randomly assigned to groups + randomly selected
inference about population can be made
inference about cause & effect can be made
individuals randomly assigned to groups + not randomly selected
no inference about population
inference about cause & effect
individuals not randomly assigned to groups + randomly selected
inference about population
no inference about cause & effect
individuals not randomly assigned to groups + not randomly selected
no inference about population
no inference about cause & effect
criteria for establishing causation
association is strong
association is consistent
Larger values of explanatory variable are associated w/stronger responses
alleged cause precedes effect in time
alleged cause is plausible
Basic Data Ethics: Institutional Review Board
All planned studies must be reviewed in advance by an institutional review board charged with protecting the safety & well-being of the subjects.
Basic Data Ethics: Informed Consent
All individuals who are subjects in a study must give their informed consent before data are collected.
Basic Data Ethics: Confidentiality
All individual data must be kept confidential. Only statistical summaries for groups of subjects may be made public.