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CA Foundation · Quantitative Aptitude · Theoretical Distributions

Which of the following situations is best modelled by a Poisson distribution?

Cheques dishonoured per day at a bank branch is best modelled by a Poisson distribution, because it counts rare, independent events occurring at a constant average rate over a time interval, with no fixed number of trials. The other situations are binomial or normal.

  1. ANumber of heads in 10 tosses of a fair coin
  2. BNumber of cheques dishonoured per day at a bank branch, where such events are rare and occur independently at a constant average rateCorrect
  3. CHeights of students in a class
  4. DNumber of defective items in a sample of 5 drawn with a fixed defect probability

Explanation

The Poisson distribution counts rare, independent events occurring over a continuous interval of time or space at a constant average rate. Dishonoured cheques per day fit this. Coin tosses and fixed-size samples with a fixed probability are binomial, and heights are continuous, hence normal.

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