Sampling Flashcards
Random Sample
A sophisticated form of sampling in which all members of the target population have an equal chance of being selected
How to do a random sample?
- Obtain a complete list of all members of the target population
- Assign each name a number
- Sample is generated through the use of a lottery method
‘Lottery methods’
- Pick numbers out of a hat
- Computer based randomiser (only use if completely necessary; best to use a manual method)
Random Sampling
Strengths
- Free from researcher bias; no influence over who is selected
Random Sampling
Limitations
- Difficult, time consuming to conduct
- A complete list of the TP may be hard to obtain
- Sample may still be unrepresentative
- Selected PPs may refuse to take part
Systematic Sample
When every nth number of the TP is selected
How to do a systematic sample?
- A sampling frame is produced
- A sampling system is nominated/determined randomly to reduce bias
- Researcher works through sampling frame until complete
‘Sampling frame’
A list of people in the TP organised - eg. into alphabetical order
Systematic Sampling
Strengths
- Avoids researcher bias
- Fairly representative
Systematic Sampling
Limitations
- There is still the probability of getting an unrepresentative sample (unlikely)
Stratified Sample
The composition of the sample reflects the proportion of people in certain strata within the TP or wider population
‘Strata’
Sub-groups
How to do a stratified sample?
- Researcher first identifies the different strata that make up the population
- Proportions needed for the sample to be representative are worked out
- The participants that make up each stratum are selected using random sampling
Stratified Sampling
Strengths
- Avoids researcher bias: once the TP has been subdivided into strata, the PPs are randomly selected
- Representative sample as it is designed to accurately reflect the composition of the population
- Generalisation of findings becomes possible
Stratified Sampling
Limitations
- Not perfect; the strata can’t reflect all the ways that people are different. Complete representation of the TP is impossible