3.3.3 Decision trees Flashcards
define decision tree
A technique which shows all possible outcomes of a decision
what are decision trees?
Quantitative approach as the outcomes are expressed as numbers and Pictorial as it is a diagram
-a method of tracing alternative outcomes of any decisions, which allows for results to be compared & decide which is most profitable
-based on historical data
what are the 4 features of a decision tree?
Decision points - a square
Outcomes - circles ‘chance nodes’
Probability - values like 0.5 that when sumed up = 1
Expected monetary value - the financial outcome of a decision
how do we calculate expected monetary value?
To get the EMV for the options:
EV = (Probability X expected profit of success) +(probability X expected loss of failure)
if there are more outcomes then just continue to follow the formula
when given the cost of the projects do we subtract it from the EMV?
Yes
Give three advantages of using decision trees
-Constructing the tree diagram may show possible courses of action not previously considered
-They involve placing numerical values on decisions -> improve results
-They force management to take account of the risks involved in decisions and help to seperare important and unimportant risks
give three limitations of using decision trees
Based on predicted data and potential impact is estimated
Doesn’t account for unforeseen costs and circumstances
Large degree of uncertainty about any situation that a decision tree might be used for so the benefits of adding numbers so might not be accurate
time consuming & uses up business resources