Week 1 Populations and Samples Flashcards
Population
An entire group with at least one variable in common. The variable that is being studied.
Sample
A subset of a population. Always chosen from the population and used to represent the population.
Why do we use sampling techniques?
Selecting a sample minimises costs an maximises generalisability.
What is a representative sample?
It is representative of the population being studied and includes all important characteristics from the population it is drawn from. Can impact the quality of the study.
Sampling Frame
Complete list of everyone or everything you want to study
Difference between sampling frame and population
Population is general, sampling frame is specific.
What are the two sampling methods?
Probability sampling and non-probabiity sampling
What is probability sampling?
Simple random sampling method. Can make strong statistical inferences of target population as it is representative of population.
Non-probability sampling
Non-random selection. Data collected more easily. Subject selected based on criteria or judgement.
Probability sampling method: Stratified sampling method
Used to ensure population can be divided into multiple subpopulations. Ensures sample taken correctly reflects proportion of each subpopulation within population.
Cluster sampling method
The population is divided into subgroups (clusters). Each cluster has similar characteristics relevant to the population. Entire subgroups are selected as they are indicative of the population. Participants are randomly selected. Have equal chance of being part of the sample.
Types of probability sampling methods
Simple random, stratified, cluster
Convenience sampling
Sample conveniently taken from a group of people most accessible to the researcher. May be due to geographical proximity, availability, willingness. Easy and inexpensive way to gather initial data, results may not be generalisable if the sample is not representative of the population.
Purposive/Judgement sampling
Deliberate selection of specific individual with certain characteristics/events imperative for research. Often qualitative.
Snowballing sampling method
When a population is hard to access, participants recruit acquaintances or people they know to become participants.