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MA609 Business Analytics and Data Intelligence


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Chapter 4

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Decision Analysis

MA609 Business Analytics and Data Intelligence Week 6: TUT6

Questions:

  1. The following payoff table shows profit for a decision analysis problem with two decision alternatives and three states of nature:
                                                                                                                   State of Nature
Decision alternatives S1 S2 S3
d 1 250 100 25
d 2 100 100 75
  1. Construct a decision tree for this problem.
  • If the decision maker knows nothing about the probabilities of the three states of nature, what is the recommended decision using the optimistic, conservative, and minimax regret approaches?
  • Video Tech is considering marketing one of two new video games for the coming holiday season: Battle Pacific or Space Pirates. Battle Pacific is a unique game and appears to have no competition. Estimated profits (in thousands of dollars) under high, medium, and low demand are as follows:
  Demand
Battle Pacific High Medium Low
Profit $1000 $700 $300
Probability 0.2 0.5 0.3

Video Tech is optimistic about its Space Pirates game. However, the concern is that profitability will be affected by a competitor’s introduction of a video game viewed as similar to Space Pirates. Estimated profits (in thousands of dollars) with and without competition are as follows:

Space Pirates with competition Demand
  High Medium Low
Profit $800 $400 $200
Probability 0.3 0.4 0.3
Space Pirates without competition Demand
  High Medium Low
Profit $1600 $800 $400
Probability 0.5 0.3 0.2
  1. Develop a decision tree for the Video Tech problem.
  2. For planning purposes, Video Tech believes there is a 0.6 probability that its competitor will produce a new game similar to Space Pirates. Given this probability of competition, the director of planning recommends marketing the Battle Pacific video game. Using expected value, what is your recommended decision?
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