observational study
observes individuals and measures variables of interest but does not attempt to influence the responses
Can observational studies demonstrate casual inferences?
no
random assignment
randomly assigning individuals into treatment groups
random sampling
randomly selecting individuals from a population
population inference
ability to make a generalization about the population based on results
casual inference
draws a conclusion based on a clinical trial/observational data or ability to see the effects different causes will have
what conclusions are drawn from random assignments?
casual inferences
what conclusions are drawn from random sampling?
population inferences
retrospective study
observational study where subjects are selected and then previous conditions/behaviours are studies/determined
what is a census?
a sample that includes everyone and samples the entire population
we should only make population inferences when we have what?
random sampling
simple random samples (SRS)
taking a sample from the population where there is an equally chance of being chosen, this is drawn at random
stratified random sampling
population in divided into alike groups called strata and then the SRS is taken from each strata
systematic random sampling
start at a random individual then sample every nth person - there is a system/pattern
cluster random sampling
putting the population into similar groups called clusters, then selecting one or a few clusters at random and then sampling everyone in the chosen clusters
a tendency for a sample to differ from the population in some systematic way is considered what?
bias
selection bias (undercoverage)
some portion of the population isn’t sampled at all or is has a smaller representation
ie. survey of households will miss people who don’t have a fixed address or people in prison
response bias
something in the survey design that influences responses
ie. if asked about something illegal
voluntary bias
when individuals can chose if they want to participate or not
ie. internet polls
nonresponse bias
when part of those sampled fail to respond
ie. telephone survey, some may be on vacation
we should only make causal inferences when we have what?
random allocation
lurking variables
related to both groups and the response
ie. testing dogs on new food and cats on safe food - wouldn’t tell any differences
2 main types of study designs ?
experiment
study where researcher applies different treatments to different subjects and observe the outcomes
ie. controlled clinical trial