3.3.3 decison trees Flashcards
what are decision trees
A simple and visual way of presenting the alternative course of action available when making a decision
A mathematical model based on logic and probability
decision trees identify
When a decision has to be made
The choices available
The cost associated with each option
The possible outcomes related to each choice
The likelihood (probability) of each outcome occurring
The estimated financial result of each outcome
Decision trees are drawn using the following tools:
square
circle
line
describe what the square circle and line are called and what they do
square-A decision node – this is used where a decision has to be made i.e. the option with the lowest financial outcome is discarded at this point and the highest financial outcome shown in the box
circle-A chance node - this is used where there are a number of possible outcomes. A calculation is carried out here to work out the expected value
A line -is used to show the options and the possible outcomes
how to calculate decision trees
Calculate from right to left
First calculate the expected value
Multiply the financial outcome by the probability for each chance
Add the results together
Second calculate the net gain
Subtract the cost from the expected value
The highest net gain is shown in the decision nodes (the square) and the other options crossed off with a single line
Subtract Add Multiply
Use and value of decision trees
advantages
Clearly show the options available
Encourages logical thinking
Allows structured discussions and comparisons
Takes into account risk
May raise alternative options
Quantifies the outcome of each decision
Highlights the likelihood of each outcome
Use and value of decision trees
disadvantages
Relies heavily on estimates i.e. probabilities and financial outcomes
Doesn’t take into account qualitative factors
Estimates may be biased
May not consider external influences e.g. if the cost of one option is substantially higher will this be affected by interest rates
Non dynamic – may be out of date before a decision is reached
Influences on decision making include
Mission – does the decision fit in with the business’ overall purpose?
Objectives – will the decision help the business achieve its goals within the specified time period?
Ethics – is the decision morally right? Are the managers comfortable with the decision i.e. does it meet their own ethical standards?
The external environment including competition – how will changes in the external environment e.g. fluctuations in the economy or competitors ’actions influence the financial outcomes and the probabilities? Will this have a major impact on uncertainty in decision making?
Resource constraints – even if a decision looks like the right one is it achievable with the resources available, including: Time Human resources Expertise Finance