sampling Flashcards
(38 cards)
what is a population?
the whole set of items that are of interest
what is a sample?
some subset of the population intended to represent the population
what is a sampling unit?
each individual thing in the population that can be sampled
what is a sampling frame?
when sampling units of a population are individually named or numbered to form a list
what is a census?
data collected from the entire population
what are the advantages of a cesus?
should give completely accurate result
what are the disadvantages of a census?
-time consuming and expensive
-can not be used when testing involves destruction
-large volume of data to process
what are the advantages of a smaple?
-cheaper
-quicker
-less data to process
what are the disadvantages of a sample?
-data may not be accurate
-data may not be large enough to represent small subgroups
what is a sampling error?
the difference between the actual value of the parameter and the value derived from a sample
what are parameters?
a calculation of a sample or population
what is bias?
a systematic error in the collection of the sample
what can lead to a biased sample?
-sample is not representative of the population
-leading questions
-the wrong person asking questions
-small sample size
what are the two types of sampling?
random and non-random
what is random sampling?
every item or person has an equal chance of being selected for the sample
what is non-random sampling?
sample selection is based on other factors than just random chance
what is simple random sampling?
every sample has an equal chance of being selected
how to carry out simple random sampling?
in a sampling frame, each item has an identifying number. use a random number generator to pick the sample
what are the advantages of simple random sampling?
-bias free
-easy and cheap to implement
-each number has a known equal chance of being selected
what are the disadvantages of simple random sampling?
-not suitable when the population size is large
-sampling frame needed
what is systematic sampling?
required elements are chosen at regular intervals in ordered list
take every kth element
where k=
pop size/ samp size
starting at random item between 1 and k
what are the advantages of systematic sampling?
-simple and quick to use
-suitable for large samples/populations
what are the disadvantages of systematic sampling?
-sampling frame needed
-can introduce bias is sampling frame is not random
what is stratified sampling?
-population divided into groups and a simple random sample carried out in each group
-same proportion samp size/pop size sampled from each strata