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Sample

Sample is the subset of a population that a researcher actually collects and analyses. Because observing an entire population is usually too costly, the sample is used to estimate unknown population characteristics.

ByHoang TruongUpdated

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A four-step flow moves from Population — where the true mean μ is unknown and the size N is large — through a Random draw in which each unit carries a known selection probability, then to a Sample of n observed and recorded values, and finally to Inference, where the sample mean x̄ and variance s² serve as estimates of the unknown population parameters μ and σ². The connectors label the transitions: selecting from the population, collecting measurements, and computing statistics that carry the uncertainty of the original draw into the estimates.

Where it fits
TopicFoundations: Data, Populations & SamplingCoreSubjectData Analysis & StatisticsCore

Check yourself

PracticeCORE

A researcher wants to understand study habits of all first-year business students across Europe. She surveys only the 80 students in her own university's programme. Which statement best identifies the problem with her approach?

Select an answer to check your understanding.
Sample — Definition, Random Sampling, and Size