Portfolio Risk

Overview


Portfolio analytics uses the concepts and tools of time series analysis applied to asset prices and portfolios. A primary goal of portfolio analysis is to forecast the returns of a portfolio as well as its risk, so as to minimize a measure of risk adjusted returns.

Diversification


Diversification : the landmark work of Harry Markowitz first elaborated mathematically the role of diversification in portfolio construction (using portfolio variance). In some sense, it can said that diversification is the point of investing in a portfolio of assets, as opposed to a single large asset (such as a house).

In general, diversification reduces risk, but exactly how it does that and by how much depends on the measure of risk used. The effects of diverisication on portfolio returns or value is a harder question, especially within the context of multiple trading periods.

Measures of Risk


  • Drawdown and Maximum Drawdown
  • Portfolio Return Variance : using the standard measure of the variance or standard deviation of a random variable as the measure of risk.
  • Value at Risk : is a measure of risk that measures the dollar amount of loss that is possible at a certain statistical threshold. It is equivalent to the variance in some cases. It is also more useful for certain types of portfolios, particularly leveraged portfolios.
  • Stress Testing :
  • Risk and Utility : utility theory provides a general framework for understanding risk within rational choice theory.

Axioms of Risk


Axioms of Risk :

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