Question
The Roka-Rola drinks company is engaged in continuous competition for market share with its rival Tepsi. Recent technological developments have led to the possibility of
The Roka-Rola drinks company is engaged in continuous competition
for market share with its rival Tepsi. Recent technological
developments have led to the possibility of Roka-Rola including
a device in its cans which instantly cools the drink when the can
is opened. However, incorporating the device would be expensive
and the company must decide now whether or not to go ahead
with the development. Because of other competing demands on the
company's capital, a decision not to go ahead now could not be
easily reversed.
If Roka-Rola does not incorporate the device then there is thought
to be only a 0.4 probability that Tepsi will include it in its cans.
If Tepsi does include it in an attempt to steal a march on Roka-
Rola then Roka-Rola would consider defending its position by
making some changes to the ingredients in the drink in an attempt
to improve its flavor, though this would be a risky strategy. A
decision not to change the ingredients would mean that there was
a 0.8 probability that Roka-Rola's market share would fall to only
10% within a year and a 0.2 probability that it would fall to 20%.
A decision to change the ingredients would lead to a 0.3 risk of
only a 5% market share being achieved, but a 0.7 probability that
the market share would reach 30% in a year's time. Changing the
ingredients would only be considered if Tepsi included the device
in its cans. If Tepsi, like Roka-Rola, did not incorporate the device
then it is thought to be virtually certain that Roka-Rola's existing
market share of 25% will be maintained.
If a decision was made by Roka-Rola to incorporate the device
in its cans then there is thought to be a 0.7 probability that Tepsi
would retaliate and include a device in its own cans. If they did
not, then there would be a 0.2 probability of Roka-Rola achieving
a 40% market share by the end of the year and a 0.8 probability
that it would achieve a 50% market share. If Tepsi did retaliate then
Roka-Rola would have to consider changing the ingredients of the
product. A decision to change the ingredients would, it is thought,
be certain to leave Roka-Rola's market share unchanged at 25%.
However, changing the ingredients would lead to a 0.7 probability
172 Decision trees and influence diagrams
that Roka-Rola's market share would fall to 15% by the end of the
year and a 0.3 probability that it would rise to 45%.
(a) Assuming that Roka-Rola's objective is to maximize the expected
market share which will be achieved in a year's time, determine
the company's optimal policy.
(b) There is some doubt about the 0.4 probability which was estimated
for Tepsi including the device in its cans when Roka-Rola
had rejected the idea. Determinehowsensitive Roka-Rola's decision
on whether to include the device is to this probability and
explain your answer.
(c) Utilities for market share have been elicited from Roka-Rola's
marketing manager. These are given below (note that two values
have been omitted):
Market share Utility
5% 0
10% 0.25
15% 0.45
20% omitted
25% 0.72
30% omitted
40% 0.95
45% 0.98
50% 1.00
During the elicitation process it was established that the marketing
manager would be indifferent between achieving a market
share of 20% for certain and taking a gamble that would lead to
market shares of either 50% or 5%, with probabilities of 0.6 and
0.4, respectively.
He would also be indifferent between achieving a 30% market
share for certain or entering a gamble which would have a 0.8
probability of yielding a 50% market share and a 0.2 probability
of a 5% market share.
(i) Determine the marketing manager's attitude to risk and
explain how you were able to determine it.
(ii) Determine whether the optimal policy you identified in part
(a) should be revised if the marketing manager's utilities
are to be used to make the decision.
(iii) Interpret the expected utilities you obtained for the options
of including and not including the device and explain
Exercises 173
why it was rational for the decision maker to opt for the
alternative having the highest expected utility.
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