statistics definitions Flashcards
population
the whole set of items that are of interest
census
observes or measures every member of a population
sample
a selection of observations taken from a subset of the population which is used to find out information about the population as a whole
sampling units
Individual units of a population
simple random sample
a simple random sample of size N is one where every sample of size N has an equal chance of being selected
systematic sampling
in systematic sampling, the required elements are chosen at regular intervals from an ordered list
stratified sampling
in stratified sampling, the population is divided into mutually exclusive strata(male and females for example) and a random sample is taken from each
stratified sampling equation
number in strata/number in population x overall sample size
advantages of simple random sampling
- free of bias
- easy and cheap to implement for small populations and samples
- each sampling unit has an equal chance of selection
disadvantages of simple random sampling
- not suitable when the population size or the Sample size is to big.
- A sampling frame is needed
advantages of systematic sampling
- simple and quick to use
- suitable for large samples and populations
Disadvantages of systematic sampling
- sampling frame is needed
- can introduce bias if the sampling frame is not random
Advantages of stratified sampling
- sample accurately reflects the population structure
- guarantees proportional representation of groups within a population.
Disadvantages of stratified sampling
- population must be clearly classified into distinct strata
- suffers same disadvantages as simple random sampling for selection within each strata
quota sampling
an interviewer or researcher sleds a sample that reflects the characteristics of the whole population