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Exercises · Q13

Q.State the essential properties (requisites) of a good measure of dispersion.

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  1. Easy to understand and compute. The measure should be simple enough that its meaning and calculation are both readily grasped, without unnecessarily complex procedures.
  2. Rigidly (precisely) defined. The measure must have one clear, unambiguous definition, so that different people computing it from the same data always arrive at the same value.
  3. Based on all observations. Ideally, every value in the series should enter the calculation, so that the measure genuinely reflects the whole distribution rather than only a part of it — this is exactly why Standard Deviation (which uses every value) is preferred to Range (which uses only two).
  4. Amenable to further algebraic treatment. A good measure should be capable of further mathematical manipulation — for example, combining the dispersion of several sub-groups into an overall figure, or being used as a building block for more advanced techniques (correlation, for instance, is built directly on standard deviation).
  5. Not unduly affected by extreme values or sampling fluctuations. The measure should remain fairly stable from one sample to another drawn from the same population, and should not be thrown off dramatically by one unusually large or small value in the data. …

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