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Sampling Distributions
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Sampling Distributions
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Convenience Sampling
choosing individuals from the population who are easy to reach results in a convenience sample
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why are convenience samples bad
often underrepresents the data
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voluntary response sampling
a sampling method that consists of people who choose to be in the sample by responding to a general invitation
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why are voluntary response samples bad
people who feel strongly about an issue, particularly people with strong negative feelings, are more likely to take the trouble to respond
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random sampling
a sampling method that involves using a chance process to determine which members of a population are included in the sample
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random sampling methods
simple random samples (SRS)
stratified random samples
cluster random samples
systematic random samples
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bias
would consistently underestimate or consistently overestimate the value you want to know when the study is repeated many times
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simple random samples (SRS)
a sample chosen in such a way that every group of n individuals in the population has an equal chance of being selected as the sample
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sampling variability
when different samples of the same size from the population produce different estimates
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stratified samples
the population is divided into smaller groups, subpopulations (strata), then another random sampling method is used to create the sample
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cluster samples
population is divided into smaller groups, clusters, that are then randomly selected for the sample
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systematic samples
researchers select members of the population at the same intervals (k) determined in advance
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undercoverage
some members of the population are less likely to be chosen or cannot be chosen for the sample
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nonresponse
when an individual chosen for a sample cant be contacted or refuses to participate
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response bias
there is a consistent pattern of inaccurate responses to a survey question
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population
entire group of individuals we want info about
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census
collects data from every individual in the population
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sample
subset of individuals in the population from which we collect data
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confounding
occurs when two variables are associated in such a way that their effects on a response variable cannot be distinguished from each other
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response variable
measures the outcome of the study
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explanatory variable
may help predict or explain changes in a response variable
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