survey and sample design Flashcards
population
depending on the research question
sample
selection of elements of the population
survey unit
elements of the population to which the sample selection relates and which are generally eligible for inclusion
surveying the whole population…
is expensive and time consuming - that is why a sample is drawn and examined
aim
is to select the sample in such way that is representative as possible of the population
it is desirable that..
the measured values of the variables do not differ to much in terms of their statistical measures in the sample and in the population
simple random selection
all n sample elements habe the same probability of being selected
Urn model: the population must be homogenous w with respect to the feature of interests
based on findings of probability theory, statements can be made about the accuracy and safety of the results
stratified random selection
population is first derived into different strata and then from each strata some elements for the sample are taken
useful if the total is heterogenous with respect to the feature of interest
ensure that certain parts of the population are not over represented
cluster sampling
Clusters of adjacent elements are included in the sample. within randomly selected cluster all are interviewed
this makes sense if there is no reliable list of all units of a population
cost saving
quota sampling
characteristics are distributed differently
population is divided into quotas, percentage of quota are determined - the sample is distributed among the quota, interviewers are given instructions on how many are to be interviewed within the quota
systematic selection
e.g. from an address list with consecutive numbering, each I-th is selected (e.g. every twentieth)
advantage: no element can occur multiple times
does not entirely correspond to the essential aspects of simple random selection
arbitrary selection
selection is the responsibility of the interviewer or the person of investigation
selection without rules
inferential statements are not possible
repräsentative statements are not possible
checking correlation is possible
clarification of the field access
Which population is assumed? Which form of sampling? How many people should be reached? How should the survey be conducted? how should people be approached and motivated to participate? how is the return of results organized
determination of the sample size
the greater the accuracy of the statistical test of the hypotheses an d the lower the likelihood of error the larger the sample must be
to determine the necessary sample size - desired estimation accuracy and the error probability