Sampling Flashcards
What is meant by a ‘population’?
- A group of people who are the focus of the researchers interest, from which a smaller sample is drawn
- The sample that is drawn will be representitative of the target population
What is random sampling?
- Where all members of the target population have an equal chance of being selected
- To select a random sample you have to obtain a complete list of all members of target population
- All of the names on the list will be assigned a number
- Finally, the actual sample is selected through use of some lottery method (a comupture randomiser/picking numbers from a hat)
What is meany by a ‘sample’?
- A group of people who take part in a research investigation
- The sample is drawn from a (target) population & is presumed to be representitative of that population
What are the strengths of random sampling?
- A random sample is potentially unbiased- confounding & extraenuous variables should be equally divided between the different groups,
- Enhancning internal validity
What are the limitations of random sampling?
- It is difficult & time consuming to conduc- a complete list of the target population may be extremely difficult to obtain
- Possibility you may still end up with a sample that it unrepresentitative
- Selected ppts may refuse to take part (meaning you end up with something more like a volunteer sample)
The last issue applies to all of sampling methods
What is systematic sampling?
- When every nth member of the target population is selected
- A sampling frame is produced which a list of people in the target population organised into
- A sampling system is nominated
- May begin from a randomly determined start to reduce bias
- The researcher then works through the sampling frame until the sample is complete
What are the strengths and limitations of systematic sampling?
Strengths:
- Sampling methods are objective - once system for selection has been established the researcher has no influence over who is chosen
Limitations:
- As with random sampling, this method is time consuming& in the end ppts may refuse to take part, resulting in a volunteer sampling
What is stratified sampling?
- Where the composition of the sample reflects the proportions of people in certain subgroups (strata) within the target or wider population
How would you carry out stratified sampling?
- The researcher first identifies the different strata that make up the population
- Then the proportions needed for the sample to be representitative are worked out
- Finally the participants that make up each stratum are selected using random sampling
What are the strengths and weaknesses of stratified sampling?
Strengths:
- This method produces a representitative sample because it is designed to accurately reflect the composition of the population
- This means that generalisation of findings becomes possible
Weaknesses:
- Stratification is not perfect- the identified strata cannot reflect all the ways that people are different, so complete representation of the target population is not possible
What is opportunity sampling?
- Where the researcher simply takes the chance to ask whoever is around at the time of their study
- e.g. the street
What are the strengths and weaknesses of opportunity sampling?
Strengths:
- It is convenient & is less costly in terms of time & money than e.g. random sampling
Weaknesses:
- Opportunity sampling sufferes from two forms of bias:
- Sample is unrepresentitative of target population as it is drawn from a very specific area so findings cannot be generalised
- The researcher has full control over selection of ppts & for e.g. may avoid people they don’t like the look of (researcher bias)
What is volunteer sampling?
- Involves ppts selecting themselves to be part of a sample/ research
- To select a volunteer sample, a researcher may place an advert in a newspaper or on a common room notice board.
- Alternitavely willing ppts may simply raise their hand when researcher asks
What are the strengths and weaknesses for volunteer sampling?
Strengths:
- Collecting a volunteer sample is easy- it requires minimal input from the researcher & so is less time consuming than other forms of sampling
- The researcher ends up with ppts who are more engaged, more so than someone who was stopped in the street
Weaknesses:
- Volunteer bias is a problem- asking for volunteers may attract a certain ‘profile’ of person, that is one who is curious and more likely to try to please the researcher
- (which might then affect how far findings can be generalised)