In the theory of finite
population
Population is a set of humans or other organisms in a given region or area. Governments conduct a census to quantify the resident population size within a given jurisdiction. The term is also applied to non-human animals, microorganisms, and pl ...
sampling, a sampling design specifies for every possible
sample its
probability
Probability is a branch of mathematics and statistics concerning events and numerical descriptions of how likely they are to occur. The probability of an event is a number between 0 and 1; the larger the probability, the more likely an e ...
of being drawn.
Mathematical formulation
Mathematically, a sampling design is denoted by the function
which gives the probability of drawing a sample
An example of a sampling design
During
Bernoulli sampling In the theory of finite population sampling, Bernoulli sampling is a sampling process where each element of the statistical population, population is subjected to an statistical independence, independent Bernoulli trial which determines whether the ...
,
is given by
:
where for each element
is the probability of being included in the sample and
is the total number of elements in the sample
and
is the total number of elements in the population (before sampling commenced).
Sample design for managerial research
In business research, companies must often generate samples of customers, clients, employees, and so forth to gather their opinions. Sample design is also a critical component of marketing research and employee research for many organizations. During sample design, firms must answer questions such as:
* What is the relevant population, sampling frame, and sampling unit?
* What is the appropriate margin of error that should be achieved?
* How should
sampling error
In statistics, sampling errors are incurred when the statistical characteristics of a population are estimated from a subset, or sample, of that population. Since the sample does not include all members of the population, statistics of the sample ...
and non-sampling error be assessed and balanced?
These issues require very careful consideration, and good commentaries are provided in several sources.
[Hansen, Morris H., William N. Hurwitz, and William G. Madow. "Sample Survey Methods and Theory." (1953).]
See also
*
Bernoulli sampling In the theory of finite population sampling, Bernoulli sampling is a sampling process where each element of the statistical population, population is subjected to an statistical independence, independent Bernoulli trial which determines whether the ...
*
Sampling probability
*
Sampling (statistics)
In this statistics, quality assurance, and survey methodology, sampling is the selection of a subset or a statistical sample (termed sample for short) of individuals from within a population (statistics), statistical population to estimate char ...
References
Further reading
* Sarndal, Swenson, and Wretman (1992), Model Assisted Survey Sampling, Springer-Verlag, {{isbn, 0-387-40620-4
Sampling (statistics)