1.2 Sampling Flashcards
What happens in random sampling?
» Every member of the population has an equal chance of being selected
What is bias?
» Bias is a disproportionate weight in favor of or against an idea or thing
What are the methods of random sampling?
» Simple random
» Systematic sampling
» Stratified samping
What are the steps to carry out a simple random sample?
» You need a sampling frame
» Allocate the objects to a unique number and a selection of these numbers is chosen at random
What are the 2 methods of choosing the numbers?
» Generating random numbers
» Using lottery sampling
What is lottery sampling
» The members of the sampling frame could be written on tickets and place into the hat
» The required number of tickets would then be drawn out
What is systematic sampling?
» In systematic sampling, the required elements are chose at regular intervals from an ordered list
What is one key thing you need to do for the first person to be chosen in systematic sampling?
» Has to be chosen at random, perhaps using a random number generator
What is stratified sampling?
» The population is divided into mutually exclusive strata, such as males and females
» Random sample is taken from each
What should the proportion of each sampled be?
» The same
» Do this by doing the number of people in the stratum / number in population times the overall sample size
What are the advantages of simple random sampling?
» Free of bias
» Easy and cheap to implenent
» Each sampling unit has a equal chance of selection
What are the disadvantages of simple random sampling?
» Not suitable when population size is very large, as it can be time consuming
» A sampling frame is needed
What are the advantages of systematic sampling?
» Simple and quick to use
» Suitable for large samples and large populations
What are the disadvantages of systematic sampling?
» A sampling frame is needed
» It can introduce bias if the sampling frame is not random
What are the advantages of stratified sampling?
» Reflects accurately the population structure
» Guarantees proportional representation of groups within a population