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CHAPTER 7         Optimal Risky
                             Portfolios




                    Investments, 8th edition
                    Bodie, Kane and Marcus

                                                        Slides by Susan Hine

McGraw-Hill/Irwin           Copyright © 2009 by The McGraw-Hill Companies, Inc. All rights reserved.
Diversification and Portfolio Risk

• Market risk
  – Systematic or nondiversifiable
• Firm-specific risk
  – Diversifiable or nonsystematic




                                           7-2
Figure 7.1 Portfolio Risk as a Function of the
      Number of Stocks in the Portfolio




                                                 7-3
Figure 7.2 Portfolio Diversification




                                       7-4
Covariance and Correlation

• Portfolio risk depends on the correlation
  between the returns of the assets in the
  portfolio
• Covariance and the correlation coefficient
  provide a measure of the way returns two
  assets vary




                                               7-5
Two-Security Portfolio: Return

rp    =   wr
           D   D
                   + wEr E
rP    = Portfolio Return
wD = Bond Weight
rD     = Bond Return
wE = Equity Weight
rE     = Equity Return


      E (rp ) = wD E (rD ) + wE E (rE )

                                          7-6
Two-Security Portfolio: Risk


σ = w σ + w σ + 2wDwE Cov(rD , rE )
  2
  P
           2
           D
               2
               D   σE2
                     E
                         2
                         E


  σ D = Variance of Security D
    2



  σ   2
      E   = Variance of Security E

Cov(rD , rE )= Covariance of returns for
               Security D and Security E

                                           7-7
Two-Security Portfolio: Risk Continued

• Another way to express variance of the
  portfolio:
  σ P = wD wD Cov(rD , rD ) + wE wE Cov (rE , rE ) + 2wD wE Cov (rD , rE )
    2




                                                                             7-8
Covariance

Cov(rD,rE) = ρ DEσ Dσ E

ρ D,E = Correlation coefficient of
        returns
 σ D = Standard deviation of
        returns for Security D
 σ E = Standard deviation of
        returns for Security E

                                     7-9
Correlation Coefficients: Possible Values


 Range of values for ρ 1,2
   + 1.0 >    ρ > -1.0
 If ρ = 1.0, the securities would be
 perfectly positively correlated
 If ρ = - 1.0, the securities would be
 perfectly negatively correlated

                                            7-10
Table 7.1 Descriptive Statistics for Two
            Mutual Funds




                                           7-11
Three-Security Portfolio

   E (rp ) = w1 E (r1 ) + w2 E (r2 ) + w3 E (r3 )


σ 2p = w12σ 12 + w22σ 12 + w32σ 32

                        + 2w1w2       Cov(r1,r2)
                                      Cov(r1,r3)
                        + 2w1w3
                         + 2w2w3 Cov(r2,r3)
                                                    7-12
Table 7.2 Computation of Portfolio
Variance From the Covariance Matrix




                                      7-13
Table 7.3 Expected Return and Standard
   Deviation with Various Correlation
              Coefficients




                                     7-14
Figure 7.3 Portfolio Expected Return as
 a Function of Investment Proportions




                                      7-15
Figure 7.4 Portfolio Standard Deviation
as a Function of Investment Proportions




                                      7-16
Minimum Variance Portfolio as Depicted
            in Figure 7.4
 • Standard deviation is smaller than that of
   either of the individual component assets
 • Figure 7.3 and 7.4 combined demonstrate the
   relationship between portfolio risk




                                                 7-17
Figure 7.5 Portfolio Expected Return as
   a Function of Standard Deviation




                                      7-18
Correlation Effects

• The relationship depends on the correlation
  coefficient
• -1.0 < ρ < +1.0
• The smaller the correlation, the greater the
  risk reduction potential
• If ρ = +1.0, no risk reduction is possible




                                                 7-19
Figure 7.6 The Opportunity Set of the
   Debt and Equity Funds and Two
           Feasible CALs




                                        7-20
The Sharpe Ratio

• Maximize the slope of the CAL for any
  possible portfolio, p
• The objective function is the slope:

                   E (rP ) − rf
            SP =
                       σP



                                          7-21
Figure 7.7 The Opportunity Set of the
Debt and Equity Funds with the Optimal
 CAL and the Optimal Risky Portfolio




                                     7-22
Figure 7.8 Determination of the Optimal
            Overall Portfolio




                                      7-23
Figure 7.9 The Proportions of the
    Optimal Overall Portfolio




                                    7-24
Markowitz Portfolio Selection Model

• Security Selection
  – First step is to determine the risk-return
    opportunities available
  – All portfolios that lie on the minimum-
    variance frontier from the global minimum-
    variance portfolio and upward provide the
    best risk-return combinations




                                                 7-25
Figure 7.10 The Minimum-Variance
      Frontier of Risky Assets




                                   7-26
Markowitz Portfolio Selection Model
            Continued
• We now search for the CAL with the highest
  reward-to-variability ratio




                                               7-27
Figure 7.11 The Efficient Frontier of
Risky Assets with the Optimal CAL




                                        7-28
Markowitz Portfolio Selection Model
            Continued
• Now the individual chooses the appropriate
  mix between the optimal risky portfolio P and
  T-bills as in Figure 7.8
                  n     n
            σP = ∑
             2
                        ∑ w w Cov(r , r )
                               i   j   i   j
                 i =1   j =1




                                                  7-29
Figure 7.12 The Efficient Portfolio Set




                                          7-30
Capital Allocation and the Separation
               Property
• The separation property tells us that the
  portfolio choice problem may be separated
  into two independent tasks
   – Determination of the optimal risky portfolio
     is purely technical
   – Allocation of the complete portfolio to T-
     bills versus the risky portfolio depends on
     personal preference


                                                    7-31
Figure 7.13 Capital Allocation Lines with
Various Portfolios from the Efficient Set




                                        7-32
The Power of Diversification
                         n        n
• Remember: σ = ∑              ∑ w w Cov(r , r )
                2
                P                             i   j       i   j
                        i =1    j =1



• If we define the average variance and
  average covariance of the securities as:
                   1 n 2
                σ = ∑σ i
                    2

                   n i =1
                                n       n
                         1
                Cov =         ∑
                      n(n − 1) j =1
                                       ∑ Cov(r , r )
                                       i =1
                                                  i   j

                                j ≠i


• We can then express portfolio variance as:
                   1 2     n −1
              σP = σ +
                2
                                 Cov
                   n          n
                                                                  7-33
Table 7.4 Risk Reduction of Equally
Weighted Portfolios in Correlated and
      Uncorrelated Universes




                                        7-34
Risk Pooling, Risk Sharing and Risk in
            the Long Run
• Consider the following:
                            Loss: payout = $100,000
        p = .001


                            No Loss: payout = 0

        1 − p = .999




                                                      7-35
Risk Pooling and the Insurance Principle

 • Consider the variance of the portfolio:
              1 2
           σ = σ
            2
            P
              n
 • It seems that selling more policies causes
   risk to fall
 • Flaw is similar to the idea that long-term
   stock investment is less risky


                                                7-36
Risk Pooling and the Insurance Principle
               Continued
 • When we combine n uncorrelated
   insurance policies each with an expected
   profit of $ π, both expected total profit and
   SD grow in direct proportion to n:

      E (nπ ) = nE (π )
      Var (nπ ) = n Var (π ) = n σ
                      2              2   2


      SD(nπ ) = nσ
                                                   7-37
Risk Sharing

• What does explain the insurance business?
  – Risk sharing or the distribution of a fixed
    amount of risk among many investors




                                                  7-38

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Chap007

  • 1. CHAPTER 7 Optimal Risky Portfolios Investments, 8th edition Bodie, Kane and Marcus Slides by Susan Hine McGraw-Hill/Irwin Copyright © 2009 by The McGraw-Hill Companies, Inc. All rights reserved.
  • 2. Diversification and Portfolio Risk • Market risk – Systematic or nondiversifiable • Firm-specific risk – Diversifiable or nonsystematic 7-2
  • 3. Figure 7.1 Portfolio Risk as a Function of the Number of Stocks in the Portfolio 7-3
  • 4. Figure 7.2 Portfolio Diversification 7-4
  • 5. Covariance and Correlation • Portfolio risk depends on the correlation between the returns of the assets in the portfolio • Covariance and the correlation coefficient provide a measure of the way returns two assets vary 7-5
  • 6. Two-Security Portfolio: Return rp = wr D D + wEr E rP = Portfolio Return wD = Bond Weight rD = Bond Return wE = Equity Weight rE = Equity Return E (rp ) = wD E (rD ) + wE E (rE ) 7-6
  • 7. Two-Security Portfolio: Risk σ = w σ + w σ + 2wDwE Cov(rD , rE ) 2 P 2 D 2 D σE2 E 2 E σ D = Variance of Security D 2 σ 2 E = Variance of Security E Cov(rD , rE )= Covariance of returns for Security D and Security E 7-7
  • 8. Two-Security Portfolio: Risk Continued • Another way to express variance of the portfolio: σ P = wD wD Cov(rD , rD ) + wE wE Cov (rE , rE ) + 2wD wE Cov (rD , rE ) 2 7-8
  • 9. Covariance Cov(rD,rE) = ρ DEσ Dσ E ρ D,E = Correlation coefficient of returns σ D = Standard deviation of returns for Security D σ E = Standard deviation of returns for Security E 7-9
  • 10. Correlation Coefficients: Possible Values Range of values for ρ 1,2 + 1.0 > ρ > -1.0 If ρ = 1.0, the securities would be perfectly positively correlated If ρ = - 1.0, the securities would be perfectly negatively correlated 7-10
  • 11. Table 7.1 Descriptive Statistics for Two Mutual Funds 7-11
  • 12. Three-Security Portfolio E (rp ) = w1 E (r1 ) + w2 E (r2 ) + w3 E (r3 ) σ 2p = w12σ 12 + w22σ 12 + w32σ 32 + 2w1w2 Cov(r1,r2) Cov(r1,r3) + 2w1w3 + 2w2w3 Cov(r2,r3) 7-12
  • 13. Table 7.2 Computation of Portfolio Variance From the Covariance Matrix 7-13
  • 14. Table 7.3 Expected Return and Standard Deviation with Various Correlation Coefficients 7-14
  • 15. Figure 7.3 Portfolio Expected Return as a Function of Investment Proportions 7-15
  • 16. Figure 7.4 Portfolio Standard Deviation as a Function of Investment Proportions 7-16
  • 17. Minimum Variance Portfolio as Depicted in Figure 7.4 • Standard deviation is smaller than that of either of the individual component assets • Figure 7.3 and 7.4 combined demonstrate the relationship between portfolio risk 7-17
  • 18. Figure 7.5 Portfolio Expected Return as a Function of Standard Deviation 7-18
  • 19. Correlation Effects • The relationship depends on the correlation coefficient • -1.0 < ρ < +1.0 • The smaller the correlation, the greater the risk reduction potential • If ρ = +1.0, no risk reduction is possible 7-19
  • 20. Figure 7.6 The Opportunity Set of the Debt and Equity Funds and Two Feasible CALs 7-20
  • 21. The Sharpe Ratio • Maximize the slope of the CAL for any possible portfolio, p • The objective function is the slope: E (rP ) − rf SP = σP 7-21
  • 22. Figure 7.7 The Opportunity Set of the Debt and Equity Funds with the Optimal CAL and the Optimal Risky Portfolio 7-22
  • 23. Figure 7.8 Determination of the Optimal Overall Portfolio 7-23
  • 24. Figure 7.9 The Proportions of the Optimal Overall Portfolio 7-24
  • 25. Markowitz Portfolio Selection Model • Security Selection – First step is to determine the risk-return opportunities available – All portfolios that lie on the minimum- variance frontier from the global minimum- variance portfolio and upward provide the best risk-return combinations 7-25
  • 26. Figure 7.10 The Minimum-Variance Frontier of Risky Assets 7-26
  • 27. Markowitz Portfolio Selection Model Continued • We now search for the CAL with the highest reward-to-variability ratio 7-27
  • 28. Figure 7.11 The Efficient Frontier of Risky Assets with the Optimal CAL 7-28
  • 29. Markowitz Portfolio Selection Model Continued • Now the individual chooses the appropriate mix between the optimal risky portfolio P and T-bills as in Figure 7.8 n n σP = ∑ 2 ∑ w w Cov(r , r ) i j i j i =1 j =1 7-29
  • 30. Figure 7.12 The Efficient Portfolio Set 7-30
  • 31. Capital Allocation and the Separation Property • The separation property tells us that the portfolio choice problem may be separated into two independent tasks – Determination of the optimal risky portfolio is purely technical – Allocation of the complete portfolio to T- bills versus the risky portfolio depends on personal preference 7-31
  • 32. Figure 7.13 Capital Allocation Lines with Various Portfolios from the Efficient Set 7-32
  • 33. The Power of Diversification n n • Remember: σ = ∑ ∑ w w Cov(r , r ) 2 P i j i j i =1 j =1 • If we define the average variance and average covariance of the securities as: 1 n 2 σ = ∑σ i 2 n i =1 n n 1 Cov = ∑ n(n − 1) j =1 ∑ Cov(r , r ) i =1 i j j ≠i • We can then express portfolio variance as: 1 2 n −1 σP = σ + 2 Cov n n 7-33
  • 34. Table 7.4 Risk Reduction of Equally Weighted Portfolios in Correlated and Uncorrelated Universes 7-34
  • 35. Risk Pooling, Risk Sharing and Risk in the Long Run • Consider the following: Loss: payout = $100,000 p = .001 No Loss: payout = 0 1 − p = .999 7-35
  • 36. Risk Pooling and the Insurance Principle • Consider the variance of the portfolio: 1 2 σ = σ 2 P n • It seems that selling more policies causes risk to fall • Flaw is similar to the idea that long-term stock investment is less risky 7-36
  • 37. Risk Pooling and the Insurance Principle Continued • When we combine n uncorrelated insurance policies each with an expected profit of $ π, both expected total profit and SD grow in direct proportion to n: E (nπ ) = nE (π ) Var (nπ ) = n Var (π ) = n σ 2 2 2 SD(nπ ) = nσ 7-37
  • 38. Risk Sharing • What does explain the insurance business? – Risk sharing or the distribution of a fixed amount of risk among many investors 7-38