Which one of the following is not an essential factor of a sample ?

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MPPSC Assistant Prof 2022 Commerce Paper II
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  1. Representativeness
  2. Adequacy
  3. Similarity
  4. Dependence

Answer (Detailed Solution Below)

Option 4 : Dependence
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Detailed Solution

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The correct answer is - Dependence

Key Points

  • Dependence
    • In the context of sampling, dependence refers to the relationship between different elements of the sample. In a good sample, elements should be independent of each other.
    • Other factors like representativeness, adequacy, and similarity are essential to ensure the sample accurately reflects the population being studied.
    • Thus, dependence is not an essential factor of a sample but rather something to be avoided.

Additional Information

  • Representativeness
    • A sample must reflect the characteristics of the population from which it is drawn to ensure the results are generalizable.
    • Ensuring representativeness involves random sampling and considering the diversity of the population.
  • Adequacy
    • An adequate sample size is necessary to produce reliable and valid results.
    • The adequacy of a sample size can be determined using statistical formulas and power analysis.
  • Similarity
    • Elements within the sample should be similar to the population elements in terms of key characteristics and variables being studied.
    • Similarity ensures that the findings from the sample can be confidently extended to the population.
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