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define population
the set of individuals with the particular characteristics under investigation in a research question
why can we not typically study the entire population
access - may not have contact information about every individual in the population
resources - may not have money or personnel to conduct a study with everyone in the population
time - conducting a study with the entire population would usually take a long time
solution = get a sample = select some individuals from the population to take part
from population to sampling strategy
identify the population - balance breadth with precision
identify the relevant population characteristics that need to be properly represented in the sample
choose appropriate sampling strategy - maximise representativeness
sampling error
likely discrepancy between the results found in a particular sample and the results that would have been obtained in the population
amount of sampling error is influenced by two factors:
sample size
sampling strategy
size of sample
larger sample → lower sampling error
larger samples are more likely to be representative
sampling strategy
approach taken to identify and recruit individuals from the population to take part in the study
randomly chosen sample → lower sampling error
random sampling
selection at random from entire population
likely to produce representative samples, but involve higher cost to identify and recruit eligible participants
stratified sampling
selection at random from sub-groups in the population
likely to produce representative samples, but involve higher cost to identify and recruit eligible participants
opportunity/convenience sampling
self-selection in response to advertisement/call for participants made in a specific context or period
May produce a representative sample
Possible selection bias based on individuals’ presence in the recruitment context/period
pros and cons - random and stratified
most likely to produce representative sample
higher costs involved
pros and cons - opportunity/convenience
lower cost to advertise study and recruit participants
may not produce representative sample due to possible selection bias