Unit 3: Sampling and Experimentation Flashcards
Population
The entire group we want information about
Sample
A part of the population that we use to gather information about the entire population
Census
Collects data from every individual in the population
Observational Study
observes individuals and measures variables of interest but doesn’t influence the responses
Experiment
purposefully imposes treatment on individuals to observe their responses
What kind of study is a sample survey?
Observational Study
Convenience Sampling
Definition: Using subjects that are readily available
Advantages: Easy and less expensive to collect
Disadvantages: Not representative of the population
(e.g.) standing outside the library and asking the first 10 students if they like school
Voluntary Response Sample
Obtained by allowing subjects to decide whether or not to respond
Advantages: easy to collect
Disadvantages: People who choose to respond probably have really strong opinions
Simple Random Sample
Individuals chosen from a population in such a way that each person has an equal chance of getting selected as everyone else
Advantages: Easy to accomplish by using a random number generator
Disadvantages: None
Stratified Random Sample
Divide population into groups of similar individuals (strata) and then take a simple random sample of each individual group
Advantages: May produce more exact information
Disadvantages: No appropriate if the strata you are using aren’t clearly defined.
Systematic Random Sampling
randomly select a starting point and then choose every nth person
Advantages: Every member has an equal probability of being selected
Disadvantages: Not every sample size of n has an equal chance of being selected
Without Replacement
When an item selected from a population can only be chosen onece
With Replacement
When an Item from a population can be chosen more than once.
Biased
systematically not representative of the entire population
Voluntary Response Bias
just using volunteers will probably not be representative of the entire population
Undercoverage
Certain groups within the population are left out of the process of choosing a sample