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A standard approach used in modeling random variables over time is the Markov chain approach. The basic idea is to think of the system as being in one of a discrete number of states at each point in time. The befavior of the system is described by a transition probability matrix which give the probability the system will move to a specified other state from some given state. Some example situations are:
System | States | Cause of Transition |
Consumer brand switching | Brand of product most recently purchased by consumer | Consumer changes mind, advertising |
Inventory System | Amount of inventory on hand | Orders for new material, demands |