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census
using every member of a population to make an inference or conclusion
sample survey
using part of a population as a representation
representative
a sample thats statistics accurately represent the population parameters
sampling frame
list of individuals from which the sample is drawn
sampling variability
samples drawn at random generally differ from one another
SRS
every individual has the same chance of being selected
stratified sampling
taking a population and grouping like things together, then doing an SRS within each group (strata)
groups in stratified sampling
strata
cluster sampling
breaking date into groups and then randomly selecting a single cluster and doing a census on the cluster
multistage sampling
sampling schemes that combine several methods
systematic samples
drawing a sample by selecting individuals systematically
target sample
the individuals for whom you intend to measure responses
your sample
the people who actually responded or were chosen
convenience sample
a sample chosen primarily based on how easy they are to find
reponse bias
when respondents give answers that don’t actually reflect their perspective
voluntary response sample
when someone can choose to participate or not to participate
nonresponse
when someone was eligible to be chosen but wasn’t able to respond and thus is not counted
undercoverage
a sample in which a portion of the population is not represented well or not eligible to be chosen
when you describe bias, make sure you include the ________ of the bias
direction
observational study
a study where researchers simply observe data rather than create data
retrospective study
a study done by looking at past results
experimental units
the thing the study is done on; when the experimental units are humans they are called subjects or participants
lurking variable
a factor that influences both the explanatory and response variable which we have not considered (summer —> drowning and ice cream ^)
confounding
a factor that influences our response variable which we have not controlled; to the best of our abilities, we try to make sure these confounding variables are equally distributed into each population (exercise more, creatine —> stronger)
experimental study
a study done specifically to prove a cause-and-effect relationship
factor
the explanatory factor that causes the response variable to be predictable (ex: number of calories eaten, amount of exercise)
levels
the amount of the factor that each subject gets (ex: 2000/3000 cal, little/lot of exercise)
treatment
each combination of levels (ex: 2 factors with 2 levels each is 4 total treatments)
an experiment ____ factor levels to create treatments
controls
an experiment subjects are assigned treatment levels _____
randomly
an experiment ____ the responses of treatment levels
measures
with sampling, we used randomness to select participants, _____________
in experiments, we randomly assign treatments
control
we must reduce lurking and confounding as much as possible
randomize
this allows us to reduce the effects of unknown sources of variation (without randomization studies cannot be considered valid)
replicate
our sample size must be sufficiently large to draw a conclusion
blocking
when we have factors, we cannot control which may affect our outcomes, we can first group similar individuals together then use a random assignment (blocking is to experiments as stratifying is to sampling)
matched pair
we are comparing individuals that are linked and get different treatments
examples of matched pairing:
old shoe on right new shoe on left, twins, comparing you to past you
statistically significant
we believe that the results are so conclusive that they could not have randomly occurred by chance
control group
a group who has no treatment applied to it
blinding
when either the participants or the judges in the experiment do not know which treatment was assigned to each group
single blind
when the participants do not know which treatment they recieved
double blind
when neither the participants nor the judges know which treatment was received
placebo
when we have a group who receives a treatment that should not affect the result
the best experiments are ___, ___, ___, and _____
randomized, controlled, double-blind, and have a control group