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Sampling design

From Wikipedia, the free encyclopedia

In the theory of finitepopulationsampling, asampling design specifies for every possiblesample itsprobability of being drawn.

Mathematical formulation

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Mathematically, a sampling design is denoted by the functionP(S){\displaystyle P(S)} which gives the probability of drawing a sampleS.{\displaystyle S.}

An example of a sampling design

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DuringBernoulli sampling,P(S){\displaystyle P(S)} is given by

P(S)=qNsample(S)×(1q)(NpopNsample(S)){\displaystyle P(S)=q^{N_{\text{sample}}(S)}\times (1-q)^{(N_{\text{pop}}-N_{\text{sample}}(S))}}

where for each elementq{\displaystyle q} is the probability of being included in the sample andNsample(S){\displaystyle N_{\text{sample}}(S)} is the total number of elements in the sampleS{\displaystyle S} andNpop{\displaystyle N_{\text{pop}}} is the total number of elements in the population (before sampling commenced).

Sample design for managerial research

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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 shouldsampling error and non-sampling error be assessed and balanced?

These issues require very careful consideration, and good commentaries are provided in several sources.[1][2]

See also

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References

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  1. ^Salant, Priscilla, I. Dillman, and A. Don. How to conduct your own survey. No. 300.723 S3.. 1994.
  2. ^Hansen, Morris H., William N. Hurwitz, and William G. Madow. "Sample Survey Methods and Theory." (1953).

Further reading

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  • Sarndal, Swenson, and Wretman (1992), Model Assisted Survey Sampling, Springer-Verlag,ISBN 0-387-40620-4
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