Unit 4 - Sampling Flashcards
Population
A statistical study of the entire group of individuals we want information about
Census
Collects data from every individual in the population
Sample
A set of individuals in the population from which we collect data
Sample Survey
A study that collects data from a sample to learn about the population from which sample was selected
Convenience sampling
Selects individuals from the population that are easy to reach
Bias
The tendency of a sample statistic to systematically over- or under-estimate a population parameter. (This can occur through biased wording in survey questions, and conveince samples.)
Volunteer response sampling
Allows people to choose to be in the sample by responding to a general invitation. (Bad! leads to bias; not representative of the entire population. Those who volunteer may have something in common) When volunteers are involved in a study, you can only make inferences about folks that are similar to those in the study.
Random
Involves using a chance to process to determine are included in the sample.
Sampling without replacement
An individual from a population can be selected only once.
Sampling with replacement
An individual from a population can be selected more than once.
Simple Random Sample (SRS)
Of size N is chosen in such a way that every group of N individuals in the population has an equal chance to be selected.
Strata
Groups of individuals in a population who share characteristics thought to be associated with the variables being measured.
Sampling
The process of selecting a subset, or sample, of individuals from a larger population to gather information about.
Cluster
A group of individuals within a population that share a common characteristic, often geographic location, and are considered a unit for sampling purposes.
Cluster Sampling
Divide the population into groups of people that mirror the population. Randomly selects select a certain number of clusters and include everyone within the clusters selected.
Pro: Convenient to carry out.
Systematic Random Sampling
Selects a sample from an ordered arrangement of the population by randomly selecting one of the first individuals and choosing every nth individual thereafter.
Undercoverage
Occurs when some members of the population are less likely to be chosen or cannot be chosen in a sample.
Nonresponse
Occurs when an individual chosen for the sample can’t be connected or refuses to participate.
Response Bias
Occurs when a systemic pattern of inaccurate answers to a survey question due to biases in the way the prompt was worded.
Observational Study
Observes individuals and measures variables of interest but does not attempt to influence the responses
Response variable
Measures an outcome of a study
Explanatory variable
May help explain or predict changes in response variable
Experiment
An experiment deliberately imposes treatments (conditions) on individuals to measure their responses
Placebo
A treatment that has no active ingredient, but is otherwise like other treatment