Population vs Sample

Population

  • A collection of all items of interest (N)
  • Populations are hard to define and observe in real life

Sample

  • Subset of the population (n)
  • A Sample is much easier to gather
  • Less time-consuming and cheaper

Samples are key to accurate statistical insights. A Sample must be both Random and Representative for an accurate statistical insight.

Randomness: A random sample is collected when each member of the sample is chosen from the population strictly by chance

Representativeness: A Representative sample is a subset of the population that accurately reflects the members of the entire population


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