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          A probability distribution is a presentation of all possible
          outcomes of a particular set of circumstances and the
          probability of each outcome.

          Most probability distributions encountered in risk
          management are not symmetrical. Distributions of
          numbers of losses, or amounts of losses, in a given time
          period tend to peak at relatively low probability of large
          number of losses.

          Sometimes, the probability distribution may suggest a
          degree of precision, however, when the loss data is limited,
          there may be a short series of loss figures from which to
          estimate the loss probability. If this data is definitely
          distinctive, then it cannot be applicable to general
          forecasting, or detailed probability distribution.

          The probability distribution illustrates two
          characteristics,
          (i) Central tendency or clustering and
          (ii) Dispersion or variability, which are vital tools in

               forecasts of average levels of losses and
               excessive losses, both crucial forecasts in risk
               management.

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