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RISK - PROBABILITY
Definitions
• A probability expresses the likelihood of an event occurring.
• Basic ideas:
• If an event is certain to occur, then it has a probability of one.
• If an event is impossible, then it has a probability of zero.
• For any event, the probability of it occurring must lie between zero and one. If
you calculate a probability bigger than one, then you have made a mistake!
• The higher the probability is, then the more likely it is that the event will
happen.
• In any given scenario, the probabilities associated with all possible outcomes
must add up to one.
Simple Probabilities
Types of probabilities
• There are different types of probabilities. Probabilities can be:
• Exact. These can be applied to the population of outcomes,
e.g. the probability of a certain card being drawn from a pack of
cards
• Empirical. These can be calculated from samples of
observations from the past, e.g. the probability of a certain level
of sales occurring in a day
• Subjective. These are based on judgement, e.g. the probability
of winning a new order, or finding oil in a new drilling area
Estimating Empirical Probabilities
• Company wish to condust Market research to obtain data to
allow empirical probability to be estimated.
• Market research may involve either:
• Primary research, which generates new, primary data, such
as through the trial above. This also known as field research.
• Secondary research, where existing research findings are
reviewed. This is also known as desk research and the data
referred to as secondary data.
Expected Values
• One technique which can help judge the financial outcomes of
various options is expected value (EV).
• An expected value is a long run average. It is the weighted average of
a probability distribution.
• Expected value is calculated as follows:
X=Outcome; P= Probability of Outcome
Probability trees
• They use lines called branches
• Squares depict decision points
• Circles depict chance outcome points
• The probabilities of the outcomes are shown on the branches.
(Remember, probabilities should add up to 1)
• The financial outcomes are shown at the end of the branches, and the
expected values are calculated by working back, right to left, along
the branches.
RISK - PROBABILITY.pptx
RISK - PROBABILITY.pptx

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RISK - PROBABILITY.pptx

  • 2. Definitions • A probability expresses the likelihood of an event occurring. • Basic ideas: • If an event is certain to occur, then it has a probability of one. • If an event is impossible, then it has a probability of zero. • For any event, the probability of it occurring must lie between zero and one. If you calculate a probability bigger than one, then you have made a mistake! • The higher the probability is, then the more likely it is that the event will happen. • In any given scenario, the probabilities associated with all possible outcomes must add up to one.
  • 4. Types of probabilities • There are different types of probabilities. Probabilities can be: • Exact. These can be applied to the population of outcomes, e.g. the probability of a certain card being drawn from a pack of cards • Empirical. These can be calculated from samples of observations from the past, e.g. the probability of a certain level of sales occurring in a day • Subjective. These are based on judgement, e.g. the probability of winning a new order, or finding oil in a new drilling area
  • 5. Estimating Empirical Probabilities • Company wish to condust Market research to obtain data to allow empirical probability to be estimated. • Market research may involve either: • Primary research, which generates new, primary data, such as through the trial above. This also known as field research. • Secondary research, where existing research findings are reviewed. This is also known as desk research and the data referred to as secondary data.
  • 6. Expected Values • One technique which can help judge the financial outcomes of various options is expected value (EV). • An expected value is a long run average. It is the weighted average of a probability distribution. • Expected value is calculated as follows: X=Outcome; P= Probability of Outcome
  • 7. Probability trees • They use lines called branches • Squares depict decision points • Circles depict chance outcome points • The probabilities of the outcomes are shown on the branches. (Remember, probabilities should add up to 1) • The financial outcomes are shown at the end of the branches, and the expected values are calculated by working back, right to left, along the branches.