Determine the one-step transition matrix

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Data from customer reward cards at a major grocery store chain show that of all customers who purchase Coke in their weekly grocery shopping, 90% will purchase it again the next week while 10% will purchase Pepsi instead. Of all customers who purchase Pepsi one week, 80% will purchase it again the next week and 20% will purchase Coke.

Assuming that the probability that any given customer purchases Coke (or Pepsi) in any week depends only on their purchase in the previous week, model a customer’s weekly Coke and Pepsi purchasing as a Markov chain and answer the following questions.

a) What are the states of Markov chain?

b) Determine the one-step transition matrix, P, for the Markov chain.

c) If a customer purchases Pepsi this week, what is the probability that she will purchase Coke two weeks from now?

d) Write out and solve the equations for the steady-state probabilities:

and .

e) Based on your answer to part d), what will Coke’s market share be one year from now?

f) Write out and solve the equations for the expected first passage times:

g) For the customers who purchased Pepsi last week, what is the average number of weeks in a row that they will purchase Pepsi before switching to Coke? Explain your answer.

Reference no: EM132139975

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