research methods: Sampling Flashcards
What does population mean?
The large group of individuals that a particular researcher is interested in studying
What is a target population?
Every member of the group that the investigator plans to study
Why do researchers use samples from the target population?
As it is impossible for the researcher to choose everyone in the population, a small amount of people are used, assumed to be representative of the target population
What does sampling allow?
Allows generalising of findings to become possible
What are the different types of sampling?
- random sampling
- systematic sampling
- stratified sampling
- opportunity sampling
- volunteer sampling
What is random sampling?
When each member of the target population has an equal chance of being in the experiment’s sample
Outline the steps of random sampling:
1) The researcher obtains a complete list of the entire target population
2) All the names on the list are assigned a number
3) The sample is selected through the use of some lottery method such as a computer
What are the strengths of random sampling?
- a random sample avoids researcher bias as the researcher cannot choose the pps they want to form the sample
- this avoids the possibility that the researcher picks participants they feel are likely to give a preferred result
- confounding/extraneous variables are equally divided between the different groups, enhancing the validity
What are the limitations of random sampling?
- difficult and time-consuming to get a full list of a large target population
- you may end up with a sample that is unrepresentative
- for example, too few members of one gender or with no members of a minority group
What is systematic sampling?
When every nth member of the target population is selected to form the sample
Outline the steps of conducting systematic sampling?
1) The researcher needs a full list of the entire target population
2) The researcher reads down the list selecting every Nth participant to form the sample
3) the process continues until the sample required is chosen
What are the advantages of systematic sampling?
- the sampling is objective so free from researcher bias as the researcher cannot choose the participants they want in their sample
- if there is an existing list of a target population, it can be a quick method of selecting a sample
What are the limitations of systematic sampling?
- Method is time-consuming if the target population is very large so getting a full list could be difficult
- by chance this method could result in an unrepresentative sample
What is stratified sampling?
A sophisticated form of sampling where the composition of the sample reflects the proportions of people in certain strata (subgroups) found within the target population
Outline the steps of conducting stratified sampling:
1) Strata (subgroups) are identified along with their proportion in the target population
2) Random sampling is then used to select the number of pps required from within each stratum