DECISION ANALYSIS EXERCISESCopyright (c) 1989, 1996 Craig W. Kirkwood
All rights reserved.
QUESTION 1 (Fixed versus marginal costs)Aba Manufacturing has contracted to provide Zyz Electronics with printed
circuit ("PC") boards under the following terms: (1) 100,000 PC boards will be
delivered to Zyz in one month, and (2) Zyz has an option to take delivery of an
additional 100,000 boards in three months by giving Aba thirty days notice. Zyz
will pay $5.00 for each board which it takes.
Aba manufactures the PC boards using a batch process, and manufacturing costs
are as follows: (1) there is a fixed setup cost of $250,000 for any
manufacturing batch run, regardless of the size of the run, and (2) there is a
marginal manufacturing cost of $2.00 per board regardless of the size of the
batch run. Aba must decide whether to manufacture all 200,000 PC boards now or
whether to only manufacture 100,000 now and manufacture the other 100,000
boards only if Zyz exercises its option to buy these. If Aba manufactures
200,000 now and Zyz does not exercise its option, then the manufacturing cost
of the extra 100,000 boards will be totally lost. Aba believes there is a 50
percent chance Zyz will exercise its option to buy the additional 100,000 PC
- Explain why it might potentially be more profitable to manufacture all 200,000
- Draw a decision tree for the decision that Aba faces.
- Determine the preferred course of action for Aba assuming it uses expected
profit as its decision criterion.
- Determine the range of values of the probability that Zyz will exercise its
option for which the decision found in part c is optimal, and determine the
expected value of perfect information about whether Zyz will exercise its
- Assume now that Aba is constantly risk averse with a risk tolerance of $100,000
and answer parts c and d.
QUESTION 2 (Research and development)For the problem in the preceding question, Aba Manufacturing has created a new
option: It can conduct some research and development to attempt to lower the
fixed setup cost associated with manufacturing a batch of the PC boards. This
research and development would not be completed in time to influence the setup
cost for the initial batch that Zyz has ordered, but would be completed before
the second batch would have to be manufactured.
The research and development will cost $25,000, and there is a 0.4 probability
that it will be successful. If it is successful, then the fixed setup cost per
batch will be reduced by $200,000 to $50,000. If the research and development
is not successful, then there will be no reduction in the setup cost. There
will be no other benefits from the research and development besides the
potential reduction in setup cost for the Zyz reorder.
- Using expected profit as a decision criteria, determine whether Aba should
undertake the research and development.
- Determine the range of values for Aba's risk tolerance for which the best
alternative in part a remains preferred.
- Using expected profit as a decision criteria, determine the value of learning
for certain whether the research and development will be successful before a
decision has to be made about whether to initially manufacture 100,000 or
200,000 PC boards.
QUESTION 3 (Vendor selection and hedging)Kezo Systems has agreed to supply 500,000 PC FAX systems to Tarja Stores in
ninety days at a fixed price. A key component in the FAX systems is a
programmable array logic integrated circuit chip ("PAL chip") which Kezo has
bought in the past from an American chip manufacturer AM Chips. However, Kezo
has been approached by a Korean manufacturer, KEC Electronics, which is
offering a lower price on the chips. This offer is open for only ten days, and
Kezo must decide whether to buy some or all of the PAL chips from KEC. Any
chips that Kezo does not buy from KEC will be bought from AM.
AM Chips will sell PAL chips to Kezo for $3.00 per chip in any quantity. KEC
will accept orders only in multiples of 50,000 PAL chips, and is offering to
sell the chips for $2.00 per chip in quantities up to and including 250,000
chips, and for $1.50 per chip in quantities of 300,000 or more chips. However,
the situation is complicated by a dumping charge that has been filed by AM
Chips against KEC. If this charge is upheld by the U.~S. government, then the
KEC chips will be subject to an antidumping tax. This case will not be resolved
until after Kezo must make the purchase decision. If Kezo buys the KEC chips,
these will not be shipped until after the antidumping tax would go into effect
and the chips would be subject to the tax. Under the terms offered by KEC, Kezo
would have to pay any antidumping tax that is imposed.
Kezo believes there is a 60 percent chance the antidumping tax will be imposed.
If it is imposed, then it is equally likely that the tax will be 50 percent,
100 percent, or 200 percent of the sale price for each PAL chip. Kezo is
constantly risk averse with respect to costs with a risk tolerance of $750,000.
- Determine Kezo's preferred ordering alternative for the PAL chips.
- Determine how much AM Chips would have to lower its price in order for Kezo to
order all of the PAL chips from AM.
- Determine the range of values for the probability that an antidumping tax will
be imposed for which the preferred alternative found in part a is best.
- Determine the maximum amount that Kezo should pay for information about whether
the antidumping tax will be imposed if this information can be obtained prior
to making the ordering decision.
QUESTION 4 (More on vendor selection)In an effort to attract more of Kezo's order, KEC Electronics has revised its
offer as follows: At no increase in price, KEC will now provide Kezo with the
right to cancel its entire order for a 10 percent penalty after the outcome of
the antidumping suit is known. However, KEC will not be able to accept any
additional orders from Kezo once the outcome of the suit is known. Thus, for
example, if Kezo has agreed to purchase $100,000 worth of PAL chips from KEC,
Kezo can cancel the order by paying $10,000.
This ability to cancel the order is potentially of interest to Kezo because it
knows that AM Chips would be able to supply PAL chips after the outcome of the
antidumping suit is known in time for Kezo to fill the Tarja order. However,
Kezo anticipates that AM will increase the price of its chips if an antidumping
tax is imposed. In particular, if a 50 percent tax is imposed, then it is
equally likely that AM will increase its chip prices by either 10 or 20
percent. If a 100 percent tax is imposed, then it is equally likely that AM
will increase its chip prices by 10, 20, or 30 percent. Finally, if a 200
percent tax is imposed, it is equally likely that AM will increase its chip
prices by 10, 20, 30, or 40 percent.
Assume that all other information given in the preceding question is still
valid while answering the questions below.
- Determine Kezo's preferred alternative for the initial order of PAL chips as
well as what Kezo should do if the antidumping tax is imposed.
- Determine the range of values for the cancellation penalty for which the
preferred alternative in part a remains best.
- Determine the value to Kezo prior to placing the initial order of perfect
information about whether the antidumping tax will be imposed. Explain any
differences between this answer and your answer to part d of the preceding
QUESTION 5 (Insurance and continuous random variables)Carthill Industries, a food grower with diversified worldwide operations, faces
a possible drought at its U. S. Midwest soybean operation. If rain falls
immediately, then Carthill knows that it will be able to sell its soybean crop
for $10 million next autumn. However, if the drought continues, some of its
soybeans will be lost. In particular, the fraction of the soybeans lost will
increase as the square of the time that the drought lasts up to three months.
If the drought lasts for three months or longer, then Carthill's entire soybean
crop will be lost. But, if the drought continues, then the price of soybeans
will increase. In particular, the price will increase linearly with the length
of time until rain comes. If rain is delayed for three months, then the price
of soybeans will triple. Regardless of how long the drought continues,
Carthill's costs associated with the soybean crop will be the same because of
its "no layoff" policy.
Given these facts, it is possible that Carthill's revenue will actually
increase because of the drought. For example, if the drought continues for
exactly two more months, Carthill's production will be reduced by 2 * 2/9 =
4/9, but the price will increase by a factor of 1 + (2/3) * 2 = 7/3. Therefore,
Carthill's revenue from the soybean crop in this case will be
$10 million * [1-(4/9)] * (7/3) = $10.37 million.
Agricultural Distributors, Ltd. has offered to contract with Carthill to buy
Carthill's entire soybean crop (whatever the amount turns out to be) for a
fixed price of $10 million payable upon delivery of the soybeans. This offer is
only open for three more days, and Carthill must decide whether to accept the
After conducting the analysis in part a, Carthill assesses the cumulative
probability distribution shown below for the time T until the drought ends.
- Show that the offer from Agricultural Distributors might potentially be
attractive to Carthill.
Download Excel spreadsheet (foft.xls, 19,968 bytes) for this graph.
To analyze whether Carthill should accept Agricultural Distributors' offer, you
will approximate the continuous distribution for T by discrete probability
distributions. Three methods that are often used to do this are (1) the
"5/50/95" method where the distribution is approximated by the 0.05, 0.50, and
0.95 fractiles of the continuous distribution with probabilities of 0.185
assigned to the 0.05 and 0.95 fractiles; (2) the "10/50/90" method where the
distribution is approximated by the 0.10, 0.50, and 0.90 fractiles with
probabilities of 0.25 assigned to the 0.10 and 0.90 fractiles; and (3) the
"equally probable interval" method where the range of the distribution is split
into a number of intervals, each with the same probability, and each interval
is approximated by the median of the interval.
- Assuming that Carthill uses expected value to make the decision, determine
whether Carthill should accept Agricultural Distributors' offer using each of
the three approximation methods. Use two different versions of the equally
probable interval method, one with five intervals and one with ten intervals.
- Discuss the differences in the answers you obtained in part b using the various
- Assume now that Carthill is constantly risk averse. Using the ten-interval
equally probable interval approximation method, plot the minimum amount that
Agricultural Distributors would have to offer Carthill to buy the soybean crop
as a function of Carthill's risk tolerance over a range for the risk tolerance
from $10 million through $60 million.
QUESTION 6 (Time value of money)J. R. Rich is a constantly risk averse private investor with a discount rate of
15 per cent per year and a risk tolerance of $200 thousand. He has $2 million
in spare cash which he wishes to invest for two years. (At the end of two
years, he will need the money for a project that is now in the early planning
stages.) He had been planning to invest the money in a two year certificate of
deposit (CD) at 14 percent per year compounded annually. However, just before
buying the CD, he was approached by a real estate developer who wishes to
obtain a one year loan of the $2 million. J. R. has thoroughly investigated the
real estate developer, and has determined that there is no chance of losing his
money if he loans it to the developer. However, while he is sure the developer
is willing to offer a higher interest rate than the CD interest rate, the
problem is that J. R. will have to find a place to invest the $2 million during
the second year. He believes that interest rates are going to drop, and that he
will only be able to obtain a rate of between approximately 10 and 15 percent
per year on a one year investment for the second year. Whatever he puts his
money into during the second year, he will invest both the principal and the
interest earned during the first year.
- Assuming that J. R. would earn 12.5 percent per year for certain on his money
during the second year, determine the minimum interest rate that the developer
must pay for J. R. to loan him the money.
- Assume now that the interest rate that J. R. can earn during the second year
has a normal distribution with an expected value of 12.5 percent per year and a
standard deviation of 2.0 percent. Determine the minimum interest rate that the
developer must pay for J. R. to loan him the money using (i) the "5/50/95"
approximation method, (ii) the "10/50/90" method, and (iii) the equally
probable interval method with 10 intervals.
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Last updated August 28, 2004.