Decision Trees Flashcards
What is a decision tree?
A mathematical model used to help managers make decisions. Estimates and probabilities are used to calculate likely outcomes. Shoes the likelihood that the net gain from a decision will be worthwhile.
Define probability
The chance of an outcome happening.
Define expected value.
The financial value of an outcome calculated by multiplying the estimated financial effect by its probability.
Define net gain.
The value to be gained from making a decision. Calculated by adding together the expected value of each outcomes and deducting the costs associated with the decision.
What are the advantages of decision trees?
• choices are set out in a logical way.
• potential options and choices are considered at the same time.
• use of probabilities enables the risk of the options to be addressed.
• likely costs are considered as well as potential benefits.
• easy to understand and tangible results.
What are the disadvantages of decision trees?
• probabilities are just estimates - always prone to errors.
• uses quantitative data only - ignores qualitative aspects of decisions.
• assignment of probabilities and expected values prone to bias.
• decision making technique doesn’t necessarily reduce amount of risk.
Summarize decision trees.
• a popular tool for management decision making.
• output from decision trees very sensitive to the probabilities assigned.
• important not to use them to justify a decision, but to aid decision making.
Summarize decision trees.
• a popular tool for management decision making.
• output from decision trees very sensitive to the probabilities assigned.
• important not to use them to justify a decision, but to aid decision making.