MATH451-Unit 4 Intellipath - Decision Making Under Risk
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MATH451 – Unit 4 Intellipath
Decision Making Under Risk
In decision making under risk, the decision maker usually has some idea to what the probabilities of occurrence of the different outcomes can be. Selecting the alternative with the highest expected monetary value (EMV) is one of the most popular methods of making decision under risk. In this section, you will determine the EMV as well as expected opportunity loss (EOL). You will use Excel program to calculate these values.
Probability of Occurrence
The probability of occurrence of each outcome can be obtained from:
survey
exports
personal feelings
Decision Making Under Risk
The problem environmental is called
decision making under risk
. Consider the alternative with the highest expected monetary value (EMV). Calculate the expected opportunity loss (EOL) and expected value of perfect information. The EMV is calculated by the weighted average of all possible payoffs for that alternative as:
EMV for an alternative = Payoff (of first outcome) * P(of first outcome) + Payoff (of the second outcome) * P(of the second outcome) + …
Expected Monetary Value and Expected Opportunity Loss
Expected monetary value (EMV) represents the long-run average payoff. Expected opportunity loss (EOL), also called
regret
, is considered to be the difference between the optimal payoff and the actual payoff received. In all decision-making application under risk, the minimum EOL will always is equal
to the decision alternative as the maximum EMV.
Perfect Information
Having the right kind of information at the time of decision making is very critical. Therefore, perfect information can seriously help a company to make
proper and correct decision and, therefore, it has a value so-called
expected value of perfect information
.
Consider the following two types of perfect information:
Expected value with perfect information (EVwPI)
Expected value of perfect information (EVPI)
Expected Value with Perfect Information
The first one is the
expected value with perfect information
(EVwPI) which defines the expected payoff if you have perfect information before a decision
has to be made. It is calculated as:
EVwPI = (Best payoff of first outcome) * P(of the first outcome) + (Best payoff of the second outcome) * P(of the second outcome) + …
Expected Value of Perfect Information
The second perfect information is called
expected value of perfect information
(EVPI) which is the difference of EVwPI and the expected value without information which means maximum EMV.
Example
Consider a company’s outcomes for four different decision-making options they have. The following table shows the payoff of each alternative:
The figure shows the excel functions used to calculate maximum EMV, EVPI, and EVwPI for the application. Figure 1:
Excel’s Solver Program Used to Solve Decision Making Under Risk Model
Figure 2:
Results of the Application Using Excel Program
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Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
The payoffs are shown in the following table:
Payoffs
Outcome
O1
O2
O3
O4
O5
Choice
C1
17
233
-131
231
107
C2
-137
155
248
29
-146
C3
311
61
-150
24
360
C4
185
298
86
297
12
C5
-119
330
85
353
-107
Probability
0.265
0.137
0.095
0.195
0.308
What is the expected opportunity loss (EOL) for choice 1? Round your answer off to the nearest tenth.
A:
228.9
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
The payoffs are shown in the following table:
Payoffs
Outcome
O1
O2
O3
O4
O5
Choice
C1
17
233
-131
231
107
C2
-137
155
248
29
-146
C3
311
61
-150
24
360
C4
185
298
86
297
12
C5
-119
330
85
353
-107
Probability
0.265
0.137
0.095
0.195
0.308
What is the expected value with perfect information (EVwPI)? Round your answer off to the nearest tenth.
A:
330.9
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
The payoffs are shown in the following table:
Payoffs
Outcome
O1
O2
O3
O4
O5
Choice
C1
154
-75
285
182
94
C2
-15
169
-27
-65
-18
C3
55
144
193
208
240
C4
263
223
305
91
345
C5
305
318
374
225
-125
Probability
0.031
0.208
0.166
0.174
0.421
Which of the following choices has the highest EMV, and what is its value when rounded off to the nearest integer?
A:
C4, 266
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
The payoffs are shown in the following table:
Payoffs
Outcome
O1
O2
O3
O4
O5
Choice
C1
17
233
-131
231
107
C2
-137
155
248
29
-146
C3
311
61
-150
24
360
C4
185
298
86
297
12
C5
-119
330
85
353
-107
Probability
0.265
0.137
0.095
0.195
0.308
Each outcome admits a choice with no regret. Which of the following choices corresponds to no regret for each outcome?
A:
3, 5, 2, 5, 3, which means choice 3 for outcome 1, choice 5 for outcome 2, and so on.
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
Let
be the
i
th choice,
be the
j
th outcome,
be the payoff for the
i
th choice with the
j
th outcome, and lastly, let
be the probability of the
j
th outcome.
Expected value with perfect information (EVwPI) is the expected payoff if you have perfect information before making the decision.
Which of the following formulas is correct for
E
?
A:
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
Let
be the
i
th choice,
be the
j
th outcome,
be the payoff for the
i
th choice with the
j
th outcome, and lastly, let
be the probability of the
j
th outcome.
Regret, or expected opportunity loss (EOL), is the difference between the best payoff and the actual payoff.
Consider the following descriptions:
a. The difference between the results you got and the best results you could have gotten with a different choice
b. The difference between the results you got and the best results you could have gotten with a different outcome
Consider the following formulas for regret:
A:
a, 1
Q:
Decision making under risk involves considering various choices and several possible outcomes. The learning materials provide an example of this using the choice of factory size and whether there is high, moderate, or low demand.
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Let
be the
i
th choice,
be the
j
th outcome,
be the payoff for the
i
th choice with the
j
th outcome, and lastly, let
be the probability of the
j
th outcome.
Sometimes, the letters get changed around. Consider the following expressions:
a.
b.
c.
d.
Which of the following is the correct expression for the expected monetary value?
A:
Only d for choice r
Q:
A company has outcomes for four different decision-making options they have. The following table shows the payoff of each alternative.
What is the value of expected value with perfect information (EVwPI)?
A:
$104,000
Q:
A company has outcomes for four different decision-making options they have. The following table shows the payoff of each alternative.
What is the value of expected monetary value for the median plant?
A:
$76,000
Q:
A company has outcomes for four different decision-making options they have. The following table shows the payoff of each alternative.
What is the value of expected opportunity loss (EOL) for the no plant option?
A:
$104,000
Q:
The value of the best minimum expected opportunity loss (EOL) choice is always __________.
A:
equal to the expected value of perfect information (EVPI)
Q:
When the probability of occurrence of each outcome can be accessed, the problem environment is called __________.
A:
decision making under risk
Q:
Which of the following best calculates expected value of perfect information (EVPI)?
A:
Expected value with perfect information (EVwPI) − maximum of expected monetary value (EMV)
Q:
A:
Q:
A:
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