In: Statistics and Probability
Consider a duopoly, i.e., a market with only two brands A and B that produce a certain good. Assume that the following pattern holds true among consumers in this market: 60% of those that bought brand A on their previous purchase and 20% of those that bought brand B on their previous purchase will buy brand A on their next purchase.
(a) Find the transition matrix. What will the market shares of each brand be in the long-term?
(b) For each brand, find the expected time until a given customer will purchase the same brand.
(c) For each brand, find the expected time until a given customer will purchase the opposite brand.
A. Let's form the transition matrix.
To A B From A 0.60 0.40 B 0.20 0.80
Assuming that in the long-run the system reaches an equilibrium [x1, x2] where
[x1, x2] = [x1, x2]P and x1 + x2 = 1
we have that
x1 = 0.60x1 + 0.20x2 (1)
x2 = 0.40x1 + 0.80x2 (2)
and x1 + x2 = 1 (3)
From (3) we have that x2 = 1-x1
so substituting into (1) we get
x1 = 0.60x1 + 0.40(1-x1)
x1 = 0.60x1 + 0.40 - 0.40x1
(1-0.6+0.4)x1 = 0.4
x1 = 0.4/0.8 = 0.5
x2 = 1 - 0.5 = 0.5
Hence the long-run market shares are 50% each for A & B.
b. For Brand A, recurrence time = 1/ Long term mkt share = 1/0.5 = 2
For Brand B too, recurrence time = 1/ 0.5 = 2
So for both the brands, on an average we will expect the expected time a given customer will purchase the same brand is 2 periods.
c. As the recurrence period and long run mkt share for the both the brands is same, the expected time until a given customer will purchase the opposite brand is 1/ Long run mkt share = 1/0.5 = 2