types of sampling Flashcards
what is a random sample?
when every person/item in the population has an equal chance of being selected
what are some different ways of carrying out a random sample?
pick numbers/names out of a hat, spin the wheel or use a random number generator on your computer/calculator
what are some advantages of random sampling?
(1) random sampling is unbiased
(2) the sample is representative of the entire population as they all had an equal chance of being chosen
what are some disadvantages of random sampling?
(1) need a full population list - inconvenient
(2) could be expensive and time consuming
(3) needs a large sample size
what is stratified sampling?
the size of each strata (group) in the sample is in proportion to the sizes of the strata in the population. e.g. if group A accounts for 10% of the population, in the sample group A will also be 10% of the sample size.
what are the advantages of stratified sampling?
(1) sample represents the population fairly as the sample is in proportion to the population
(2) best used for populations of groups with unequal sizes
what are the disadvantages of stratified sampling?
(1) time consuming
what is systematic sampling?
choosing items in the population at regular intervals
what are the disadvantages of systematic sampling?
(1) not strictly a random sample as some members of the population cannot be chosen
what are the advantages of systematic sampling?
(1) population is evenly sampled
(2) can be carried out by a machine
(3) sample is easy to select
what is cluster sampling?
the population is divided into natural groups, groups are chosen at random and every member of groups are sampled.
what are the advantages of cluster sampling?
(1) economically efficient - less resources are required
(2) can be representative if lots of small clusters are sampled
what are the disadvantages of cluster sampling?
(1) may not be representative, may lead to bias
what is quota sampling?
population is grouped by characteristics and a fixed amount is sampled from each group
what are the advantages of quota sampling?
(1) quick to use
(2) cheap
(3) do not need sample frame or full list of the population