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Warm-up Problems N(2,4) is a normal random variable. What is E[3+N(2,4)]? Random variable X equals 0 with probability 0.4, 3 with probability 0.5, and.

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Presentation on theme: "Warm-up Problems N(2,4) is a normal random variable. What is E[3+N(2,4)]? Random variable X equals 0 with probability 0.4, 3 with probability 0.5, and."— Presentation transcript:

1 Warm-up Problems N(2,4) is a normal random variable. What is E[3+N(2,4)]? Random variable X equals 0 with probability 0.4, 3 with probability 0.5, and -10 with probability 0.1. –What is E[X]? –What is E[X | X ≤ 1]? Let Z be the return of a stock. Then with 90% probability, log Z is normally distributed with mean 0.1 and standard deviation 0.15. However, 10% of the time, log Z is normally distributed with mean -0.2 and standard deviation 0.4. What is E[log Z]?

2 Previous Approach 1.List alternatives 2.For each alternative a)Describe cashflow stream b)Calculate NPV 3.Choose alternative with largest NPV

3 New Approach 1.List alternatives 2.For each alternative a)Describe average cashflow stream b)Calculate average NPV 3.Choose alternative with largest average NPV

4 New Approach 1.List alternatives 2.For each alternative a)List possible scenarios and their probabilities I.Describe cashflow stream II.Calculate NPV b)Calculate E[NPV] 3.Choose alternative with largest E[NPV]

5 Decision nodes (we choose) Chance nodes (stuff happens) Outcome nodes Decision Trees alternative 1 alternative 2 alternative 3 NPV= x scenario A scenario B scenario C papa pbpb pcpc

6 Oil Well Example An oil field has a 50% probability of being rich, in which case it will produce cashflows of $5 million per year for 15 years, starting one year after an oil well is drilled. The field has a 50% probability of being poor, in which case it will produce cashflows of $1 million per year for 15 years, starting one year after an oil well is drilled. Drilling a well costs $15 million. The discount rate is 10%. What should you do?

7 Solving Decision Trees Calculate value V at each node At outcome node: do NPV calculation At chance node: take expectation of value of scenarios V(node) = p a V(a) + p b V(b) + p c V(c) At decision node: –Pick value of largest alternative V(node) = max { V(1), V(2), V(3) } –Prune sub-optimal branches (rejected alternatives) alternative 1 alternative 2 alternative 3 scenario A scenario B scenario C papa pbpb pcpc

8 Oil Example Cont. Old Problem An oil field has a 50% probability of being rich, in which case it will produce cashflows of $5 million per year for 15 years, starting one year after an oil well is drilled. The field has a 50% probability of being poor, in which case it will produce cashflows of $1 million per year for 15 years, starting one year after an oil well is drilled. Drilling a well costs $15 million. The discount rate is 10%. What should you do? Extension If you spend $1 million testing the oil field, then after 1 year you will learn whether the oil field is rich or poor, and you can decide then whether or not to drill. What should you do?


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