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This article delves into the theory of portfolio optimization, focusing on the concept of the Efficient Frontier. It explains how investors can achieve optimal returns relative to risk through diversification. The Efficient Frontier illustrates the set of optimal portfolios producing the highest returns for a given level of risk. Key equations, such as the Security Market Line and Beta calculations, are discussed alongside practical examples to illustrate the application of these concepts using simulation and optimization techniques.
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Portfolio Optimization – Finding the Efficient Frontier Theory, and a Practical Example Stodder, Efficient Frontier
Concept of Beta Stodder, Efficient Frontier
Source: Value Line, March 2005 Stodder, Efficient Frontier
Security Market Line Equation Required Return=Risk Free + Risk Premium on Stock iRate on Stock i Required Return=Risk Free + βi(Market Risk) on Stock iRate Premium Ri = Rrf + βi(Rm - Rrf) Stodder, Efficient Frontier
Beta of the Market = 1 βi= (Ri– Rrf)/(Rm - Rrf) So if Ri = Rm, βi = βm then βm = (Rm– Rrf)/(Rm - Rrf) = 1 Stodder, Efficient Frontier
The Efficient Frontier Non-Diversifiable Risk Stodder, Efficient Frontier
How do We Find the Efficient Frontier? Basic Strategy: • Find the Standard Deviation(σi) and Mean Return(μi) of every stock Stock i. • For any given rate of return, find the minimal standard deviation portfolio that can achieve that return. Stodder, Efficient Frontier
Run Simulation • From Financial Models Using Simulation and Optimization by Wayne Winston: Ch. 16, “Portfolio Optimization” Stodder, Efficient Frontier