Ideally, the sample will be a typical cross-section of the society making it representative. This means generalisations can be made to the whole population.
Picking names from a hat or via a computer from the sample frame. The researcher does not personally choose them. More likely to be objective/unbiased.
Practical strength: simple, quick and easy to do and requires little time
Ethical strength: personal information is limited, therefore maintaining confidentiality
Theoretical strength: if carried out on a large enough scale, the sample is likely to be representative as there are more participants which is more likely to cover different demographics
Practical limitation: sample frame may not be up-to-date, and it may be difficult to do on large or dispersed samples which depends on administration method
Ethical limitation: the people within the sampling frame may not have agreed for their information to be used or to be contacted for research purposes
Theoretical limitation: the representativeness is not guaranteed, as there is no control over the demographic spread
Practical limitation: more time consuming, having to select the Nth person and the sample frame may not be up-to-date, impacting the representation of those selected
Ethical limitation: the researcher needs to consider a person's right to anonymity, did those on the sampling frame consent to their personal information being used by the researcher
Theoretical limitation: representativeness is still not guaranteed, as lists are already in a particular order this could lead to a certain person being chosen or certain people being ignored
Subdividing the sample population into a number of groups, for example, class, age, gender and selecting samples randomly from each group and combining to form the final sample. It is seen as the most accurate form of sampling because it covers all groups and the sample is chosen randomly hence there cannot be any researcher bias in who is chosen.
Practical strength: allows for the most appropriate individuals to be selected
Ethical strength: individuals selected from the sample frame are given the right to withdraw
Theoretical strength: it allows accurate proportions of groups to be chosen, meaning it is the most likely method to lead to a representative sample, even if relatively small
Practical limitation: time-consuming to subdivide into different categories and then select, and detailed information required about the sample frame is needed to effectively divide into subgroups and such information may not be available
Ethical limitation: the sampling frame may include personal and sometimes sensitive information that may be required in stratification (e.g. income) and did those in the sampling frame agree for this to be used
Theoretical limitation: the sample frame may not be up-to-date, impacting the representation of the sample
The researcher chooses participants based on participant characteristics, proportional to society. For example, 30% boys, 70% girls. Hence tends to be a more representative form of sampling but is not random.
Practical limitation: it is potentially time-consuming as you have to find specific quotas of people and detailed information required about the participants. The researcher may need to travel dependent on subject matter
Ethical limitation: the use of personal information, how do the researchers know the participants' characteristics, where they have gathered the information from or has the researcher made assumptions
Theoretical limitation: due to the fact it is non-random, meaning it's biased as the researcher chooses the sample, which could affect representativeness