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Stodder, Efficient Frontier Portfolio Optimization MethodologyHow to Find that Efficient Frontier! Theoretical & “Real Life” Examples
Concept of Beta
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)
 Beta of the Market = 1 βi= (Ri– Rrf)/(Rm - Rrf) 		So if Ri = Rm, βi = βm then βm = (Rm– Rrf)/(Rm - Rrf) = 1
The Efficient Frontier Non-Diversifiable Risk
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.
At what point do we have least risk?
WHY DIVERSIFY?
 Use More Than One Basket for Your Eggs  The Axiom  The Concept of Risk Aversion Revisited  Preliminary Steps in Forming a Portfolio  The Reduced Security Universe  Security Statistics  Interpreting the Statistics  The Role of Uncorrelated Securities  The Variance of a Linear Combination  Diversification and Utility  The Concept of Dominance
 The Efficient Frontier  Optimum Diversification of Risky Assets  The Minimum Variance Portfolio  The Effect of a Risk free Rate  The Efficient Frontier with Borrowing  Different Borrowing and Lending Rates  Naive Diversification  The Single Index Model
[object Object]
Failure to diversify may violate the terms of a fiduciary trust.
Risk aversion seems to be an instinctive traitin human beings.,[object Object]
Preliminary Steps in Forming a Portfolio Insert Figure 16-1 here.
Preliminary Steps in Forming a Portfolio Insert Figure 16-2 here.
Preliminary Steps in Forming a Portfolio  Interpret the statistics.  1. Do the values seem reasonable? 2. Is any unusual price behavior expected to recur? 3. Are any of the results unsustainable? 4. Low correlations: Fact or fantasy?
wherexi = the proportion invested in security i The Role of Uncorrelated Securities ,[object Object],[object Object]
two-security portfolio risk = riskA + riskB+ interactive risk The Role of Uncorrelated Securities ,[object Object],[object Object]
The point of diversification is to achieve a given level of expected return while bearing the least possible risk.,[object Object],[object Object]
single security with the highest expected return expected return minimum variance portfolio risk (standard deviation of returns) The Efficient Frontier :  The Minimum Variance Portfolio ,[object Object],[object Object]
Efficient frontier: Rf to M to C impossible portfolios C expected return M dominated portfolios Rf risk (standard deviation of returns) The Efficient Frontier :  The Effect of a Riskfree Rate ,[object Object],E D
The Efficient Frontier :  The Effect of a Riskfree Rate In capital market theory, point M is called the market portfolio. The straight portion of the line is tangent to the risky securities efficient frontier at point M and is called the capital market line. Since buying a Treasury bill amounts to lending money to the U.S. Treasury, a portfolio partially invested in the riskfree rate is often called a lending portfolio.
Efficient frontier: the ray from Rf through M impossible portfolios borrowing expected return M lending dominated portfolios Rf risk (standard deviation of returns) The Efficient Frontier with Borrowing ,[object Object],[object Object],[object Object]
The Efficient Frontier : Naive Diversification The remaining risk, when no further diversification occurs, is pure market risk.  Market risk is also called systematic risk and is measured by beta. A security with average market risk has a beta equal to 1.0. Riskier securities have a beta greater than one, and vice versa.
The Efficient Frontier : The Single Index Model A pairwise comparison of the thousands of stocks in existence would be an unwieldy task. To get around this problem, the single index model compares all securities to a benchmark measure. The single index model relates security returns to their betas, thereby measuring how each security varies with the overall market.
The Efficient Frontier : The Single Index Model ,[object Object],[object Object],[object Object]
The Efficient Frontier : The Single Index Model Insert Figure 16-12 here.
[object Object]
 The Axiom
 The Concept of Risk Aversion Revisited
 Preliminary Steps in Forming a Portfolio
 The Reduced Security Universe
 Security Statistics
 Interpreting the Statistics
 The Role of Uncorrelated Securities
 The Variance of a Linear Combination
 Diversification and Utility
 The Concept of Dominance,[object Object]
 Optimum Diversification of Risky Assets

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Portfolio optimization with warren and bill

  • 1. Stodder, Efficient Frontier Portfolio Optimization MethodologyHow to Find that Efficient Frontier! Theoretical & “Real Life” Examples
  • 3.
  • 4. 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)
  • 5. Beta of the Market = 1 βi= (Ri– Rrf)/(Rm - Rrf) So if Ri = Rm, βi = βm then βm = (Rm– Rrf)/(Rm - Rrf) = 1
  • 6. The Efficient Frontier Non-Diversifiable Risk
  • 7. 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.
  • 8. At what point do we have least risk?
  • 10. Use More Than One Basket for Your Eggs The Axiom The Concept of Risk Aversion Revisited Preliminary Steps in Forming a Portfolio The Reduced Security Universe Security Statistics Interpreting the Statistics The Role of Uncorrelated Securities The Variance of a Linear Combination Diversification and Utility The Concept of Dominance
  • 11. The Efficient Frontier Optimum Diversification of Risky Assets The Minimum Variance Portfolio The Effect of a Risk free Rate The Efficient Frontier with Borrowing Different Borrowing and Lending Rates Naive Diversification The Single Index Model
  • 12.
  • 13. Failure to diversify may violate the terms of a fiduciary trust.
  • 14.
  • 15. Preliminary Steps in Forming a Portfolio Insert Figure 16-1 here.
  • 16. Preliminary Steps in Forming a Portfolio Insert Figure 16-2 here.
  • 17. Preliminary Steps in Forming a Portfolio Interpret the statistics. 1. Do the values seem reasonable? 2. Is any unusual price behavior expected to recur? 3. Are any of the results unsustainable? 4. Low correlations: Fact or fantasy?
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23. The Efficient Frontier : The Effect of a Riskfree Rate In capital market theory, point M is called the market portfolio. The straight portion of the line is tangent to the risky securities efficient frontier at point M and is called the capital market line. Since buying a Treasury bill amounts to lending money to the U.S. Treasury, a portfolio partially invested in the riskfree rate is often called a lending portfolio.
  • 24.
  • 25. The Efficient Frontier : Naive Diversification The remaining risk, when no further diversification occurs, is pure market risk. Market risk is also called systematic risk and is measured by beta. A security with average market risk has a beta equal to 1.0. Riskier securities have a beta greater than one, and vice versa.
  • 26. The Efficient Frontier : The Single Index Model A pairwise comparison of the thousands of stocks in existence would be an unwieldy task. To get around this problem, the single index model compares all securities to a benchmark measure. The single index model relates security returns to their betas, thereby measuring how each security varies with the overall market.
  • 27.
  • 28. The Efficient Frontier : The Single Index Model Insert Figure 16-12 here.
  • 29.
  • 31. The Concept of Risk Aversion Revisited
  • 32. Preliminary Steps in Forming a Portfolio
  • 33. The Reduced Security Universe
  • 35. Interpreting the Statistics
  • 36. The Role of Uncorrelated Securities
  • 37. The Variance of a Linear Combination
  • 39.
  • 40. Optimum Diversification of Risky Assets
  • 41. The Minimum Variance Portfolio
  • 42. The Effect of a Riskfree Rate
  • 43. The Efficient Frontier with Borrowing
  • 44. Different Borrowing and Lending Rates
  • 46.
  • 47. Four factors that make the market move:
  • 51.