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Portfolio Theory and Financial Engineering

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More pronounced for small company and illiquid stocks ... The Roll Critique. Momentum. Fama-French. Fin 428 Lecture 6. 33. Before the Next Class ... – PowerPoint PPT presentation

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Title: Portfolio Theory and Financial Engineering


1
Portfolio Theory and Financial Engineering
  • FIN 428
  • Lecture Six Capital Asset Pricing Model
  • Thursday, January 25, 2007

2
Last Chapter
  • In last chapter, we demonstrated the
    diversification benefit of a portfolio in
    reducing return variation.
  • Past returns and variances used as a proxy for
    the future expected return and variances. This
    may not always be valid.
  • Working in a mean-variance framework
  • People are risk averse, but care only about the
    tradeoff between return and risk
  • Risk measured by the variance (or standard
    deviation) of return
  • Ignoring other measures of risk due to skewness
    of the return. This is OK if return is
    distributed normally.
  • Correlations between assets important in
    realizing the benefit of diversification

3
Some More Assumptions
  • All investors are Markowitz efficient investors
    who want to target points on the efficient
    frontier.
  • The exact location on the efficient frontier and,
    therefore, the specific portfolio selected, will
    depend on the individual investors risk-return
    utility function.
  • Investors can borrow or lend any amount of money
    at the risk-free rate of return (RFR).
  • Clearly it is always possible to lend money at
    the nominal risk-free rate by buying risk-free
    securities such as government T-bills. It is not
    always possible to borrow at this risk-free rate,
    but we will see that assuming a higher borrowing
    rate does not change the general results.

4
Some More Assumptions (ii)
  • Investors can borrow or lend any amount of money
    at the risk-free rate of return (RFR).
  • Clearly it is always possible to lend money at
    the nominal risk-free rate by buying risk-free
    securities such as government T-bills. It is not
    always possible to borrow at this risk-free rate,
    but we will see that assuming a higher borrowing
    rate does not change the general results.
  • All investors have the same one-period time
    horizon such as one-month, six months, or one
    year.
  • The model will be developed for a single
    hypothetical period, and its results could be
    affected by a different assumption. A difference
    in the time horizon would require investors to
    derive risk measures and risk-free assets that
    are consistent with their time horizons.

5
Some More Assumptions (iii)
  • All investments are infinitely divisible, which
    means that it is possible to buy or sell
    fractional shares of any asset or portfolio.
  • This assumption allows us to discuss investment
    alternatives as continuous curves. Changing it
    would have little impact on the theory.
  • There are no taxes or transaction costs involved
    in buying or selling assets.
  • This is a reasonable assumption in many
    instances. Neither pension funds nor religious
    groups have to pay taxes, and the transaction
    costs for most financial institutions are less
    than 1 percent on most financial instruments.
    Again, relaxing this assumption modifies the
    results, but does not change the basic thrust.

6
Some More Assumptions (iv)
  • There is no inflation or any change in interest
    rates, or inflation is fully anticipated.
  • This is a reasonable initial assumption, and it
    can be modified.
  • Capital markets are in equilibrium.
  • This means that we begin with all investments
    properly priced in line with their risk levels.
  • All of investors wealth is in market traded
    assets.

7
On the assumptions
  • Some of these assumptions are unrealistic
  • Relaxing many of these assumptions would have
    only minor influence on the model and would not
    change its main implications or conclusions.
  • A theory should be judged on how well it explains
    and helps predict behavior, not on its
    assumptions.

8
Optimal Portfolio with a Risk-free Asset
  • Introduce a risk-free asset
  • An asset with zero variance and zero correlation
    with all other risky assets
  • Provides the risk-free rate of return (Rf)
  • Will lie on the vertical axis of a
    return-standard deviation graph

9
Optimal Portfolio with a Risk-free Asset
  • Combining a risk-free asset with a risky
    portfolio
  • Expected return
  • variance of return
  • ERp vs sp

10
Portfolio Possibilities Combining the Risk-Free
Asset and Risky Portfolios on the Efficient
Frontier
Figure 8.1
D
M
C
B
A
Rf
11
Risk-Return Possibilities with Leverage
  • To attain a higher expected return than is
    available at point M (in exchange for accepting
    higher risk)
  • Either invest along the efficient frontier beyond
    point M, such as point D
  • Or, add leverage to the portfolio by borrowing
    money at the risk-free rate and investing in the
    risky portfolio at point M

12
Capital Market Line (CML)
CML
Borrowing
Lending
M
Figure 8.2
Rf
13
The CML and the Separation Theorem
  • The CML leads all investors to invest in the M
    portfolio. The only difference is the location on
    the CML depending on risk preferences
  • Risk averse investors will lend part of the
    portfolio at the risk-free rate and invest the
    remainder in the market portfolio
  • Investors preferring more risk might borrow funds
    at Rf and invest everything in the market
    portfolio

14
The Market Portfolio
  • Because Portfolio M lies at the point of
    tangency, it has the highest portfolio
    possibility line
  • Everybody will want to invest in Portfolio M and
    borrow or lend to be somewhere on the CML
  • Therefore this portfolio must include ALL RISKY
    ASSETS
  • Because the market is in equilibrium, all assets
    are included in this portfolio in proportion to
    their market value
  • Therefore, Portfolio M must be the market
    portfolio

15
The Market Portfolio
  • The tangency portfolio M is the market portfolio
  • All assets included in this portfolio are
    weighted in proportion to their market value
  • Because portfolio M contains all risky assets, it
    is a completely diversified portfolio. Only
    systematic risk remains in the market portfolio.
  • Systematic risk may be measured by the standard
    deviation of returns on the market portfolio.

16
Diversification and the Elimination of
Unsystematic Risk
  • All portfolios on CML are perfectly positively
    correlated with the completely diversified market
    portfolio M.
  • Diversification reduces the standard deviation of
    the total portfolio. This assumes that imperfect
    correlations exist among securities
  • As you add securities, you expect the average
    covariance for the portfolio to decline. How many
    securities must you add to obtain a reasonably
    diversified portfolio?

17
Number of Stocks in a Portfolio and the Standard
Deviation of Portfolio Return
Standard Deviation of Return
Figure 8.3
Unsystematic (diversifiable) Risk
Total Risk
Standard Deviation of the Market Portfolio
(systematic risk)
Systematic Risk
Number of Stocks in the Portfolio
18
The Relevant Risk Measure for A Risky Asset
  • Its covariance with the market portfolio M
  • Suppose you invest 1 dollar in portfolio M, and a
    small amount m in security i. Then the variance
    of the new portfolio is

19
Risk and Expected Return for A Risky Asset
  • Expected Return Rf aRisk
  • Capital Asset Pricing Model

20
Capital Asset Pricing Model (I)
  • Recall assumptions
  • Investors care only about the mean-variance
    trade-off of their portfolios in the next period
  • Investors have homogeneous beliefs and equal
    investment opportunities
  • There is a risk-free asset and investors can
    borrow and lend at the same risk-free rate
  • Markets are frictionless, i.e., with no taxes and
    transaction costs. No limitation on the size of
    trading and short sales
  • All of investors wealth is in market traded
    assets

21
Capital Asset Pricing Model (II)
  • Relates expected return of an asset to its
    exposure to the systematic risk as represented by
    b
  • The expected rate of return of a risky asset is
    determined by the RFR plus a risk premium for the
    asset
  • The risk premium, which can
    be negative (why?), is determined by the
    systematic risk exposure of the asset (b) and the
    prevailing market risk premium (RM-RFR)
  • Security Market Line ( )

22
Security Market Line
Figure 8.6
SML
Negative Beta
RFR
23
Determining the Expected Rate of Return for
Risky Assets
  • Assume RFR 6
  • RM 12
  • Implied market risk premium 6

E(RA) 0.06 0.70 (0.12-0.06) 0.102
10.2 E(RB) 0.06 1.00 (0.12-0.06) 0.120
12.0 E(RC) 0.06 1.15 (0.12-0.06) 0.129
12.9 E(RD) 0.06 1.40 (0.12-0.06) 0.144
14.4 E(RE) 0.06 (-0.30) (0.12-0.06) 0.042
4.2
24
Determining the Expected Rate of Return for a
Risky Asset
  • In equilibrium, all assets and all portfolios of
    assets should plot on the SML
  • Any security with an estimated return that plots
    above the SML is underpriced (w.r.t. CAPM) (
    )
  • Any security with an estimated return that plots
    below the SML is overpriced (w.r.t. CAPM) (
    )

25
b for Portfolios
  • Expected return of a portfolio

26
Estimating b
  • where
  • Ri,t rate of return for asset i during period t
  • RM,t rate of return for the market portfolio M
    during t
  • Adjustments to b
  • Bloomberg Adjusted Beta 0.66(unadjusted. b)
    0.34
  • Time interval problems
  • Different holding periods produce different beta
  • More pronounced for small company and illiquid
    stocks
  • Weekly and monthly returns better for estimation,
    not daily data.

27
Other Estimation Issues
  • Risk-free rate
  • Most use short-term Treasury bill returns
  • Notice that bill returns are variable, not truly
    risk-free. May use matching-period T-Strip rate
  • Market risk premium
  • Historical data of excess return on market index
  • But expected return on market index may change
    over time
  • Proxies for market portfolio
  • SP (U.S. equity only)
  • World indices (ignore other assets, like real
    estates, etc.)

28
Relaxing the Assumptions of the CAPM
  • CAPM assumption all investors can borrow or lend
    at the risk-free rate - unrealistic
  • Differential borrowing and lending rates
  • Unlimited lending at risk-free rate
  • Borrowing at higher rate
  • A range of portfolios on the efficient frontier
    may be held (and the market portfolio is also in
    that range, but may not be held by everyone)

29
Investment Alternatives When The Cost of
Borrowing is Higher Than The Cost of Lending
  • Figure 8.14

30
Relaxing the Assumptions of the CAPM
  • There may not exist a truly risk-free asset, or
    no borrowing allowed
  • Zero-beta portfolio a portfolio that is
    uncorrelated to the market portfolio (b 0)
  • The return of the zero-beta portfolio is not
    risk-free
  • Usually situated on the lower half of the EF
  • Blacks zero-beta model
  • E(Ri) E(Rz) biE(Rm) - E(Rz)

31
Security Market Line With Transaction Costs
  • Figure 8.16

E(R)
SML
E(Rm)
E(RFR) or
E(Rz)
bi
0.0
1.0
32
Empirical Tests of the CAPM
  • Beta portfolios
  • Cross-sectional tests
  • The Roll Critique
  • Momentum
  • Fama-French

33
Before the Next Class
  • Read
  • Chapter 9
  • Topics to be discussed in the next class
  • Alternative Pricing Models
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