2. Risk and decision making Flashcards
What is a Monte Carlo Simulation?
Simulation technique based on the use of random numbers and probability statistics to investigate problems
Advantages of simulation
- It gives more information about the possible outcomes and their relative probabilities
- It is useful for the problems which cannot be solved analytically.
Disadvantages of simulation
- It is not a technique for making decisions (just gathering info)
- It can be very time consuming
- It can be expensive for complex projects
- Monte Carlo techniques require assumptions to be made about probability distributions (unreliable)
Advantages of of Expected values
- The information is reduced to a single number for each decision option
- The idea of an average is readily understood
Disadvantages of expected values
- The probabilities of the different possible out may be difficult to estimate.
- Object probabilities based on past experience of similar projects
- Subjective probabilities eg, from the results of market research, where there is no past experience as a guide to the future - The expected value may not correspond to any of the possible expected outcomes
- Unless the same decision has to be made many times, the expected value will not be achieved; it is therefore not a valid way of making a decision in ‘one-off’ situations unless the firm has a number of independent projects and there is a portfolio effect.
- The average gives no indication of the spread of possible results i.e. ignores risk.
Define Risk averse investor
One who requires a higher average return in order to take on a higher level of risk.
What is prescriptive analytics
Combining predictive analytics with AI
What is the risk that can be eliminated by diversification?
Unsystematic risk, or Specific risk
What risk CANNOT be eliminated by diversification?
Systematic, or MARKET risk
What is a risk-free security
Treasury Bills, Government backed and short term
What is CAPM
Capital Asset Pricing Model, it’s used to measure the systematic risk of investments and their required returns
What are the alternatives to CAPM?
Alpha Value Arbitrage Pricing Model Fama-French Three Factor Model Bond Yield plus premium approach Fundamental Beta
What is the Alpha Value
An amount added on during the CAPM calculcation,
This can be seen as a measure of how wrong CAPM is
What is the Fama-French Three Factor Model
An alternative to CAPM, Like the APM model but specifies that the three factors are:
- The Size Factor
- The Return on Market Portfolio less risk free rate of interest
- The Value Factor
What is the Arbitrage Pricing Model?
An alternative to CAPM, this model assumes that the return on each security is based on a number of independent factors.