chapter 10 slides fin 4352
TRANSCRIPT
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FIN 435 (Instructor- Saif Rahman)
Investment Analysis &
Portfolio Management
Chapter 10
Arbitrage Pricing Theory and MultifactorModels of Risk and Return
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Single Factor Model
Returns on a security come from two sources
Common macro-economic factor
Firm specific events
Possible common macro-economic factors
Gross Domestic Product Growth
Interest Rates
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Single Factor Model Equation
ri = Return for security I
= Factor sensitivity or factor loading or factor beta
F= Surprise in macro-economic factor
(F could be positive, negative or zero)
ei = Firm specific events
( )i i i i
r E r F e
i
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Multifactor Models
Use more than one factor in addition to market return
Examples include gross domestic product, expected
inflation, interest rates etc.
Estimate a beta or factor loading for each factor
using multiple regression.
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Multifactor Model Equation
ri = E(ri) + GDP GDP + IRIR + ei
ri = Return for security i
GDP= Factor sensitivity for GDP
IR = Factor sensitivity for Interest Rate
ei = Firm specific events
i
i
i
i
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Arbitrage Pricing Theory
Arbitrage - arises if an investor can construct a zero investment
portfolio with a sure profit. Risk-less profit with zero initial
outlay or investment.
Since no investment is required, an investor can create large
positions to secure large levels of profit. In efficient markets, profitable arbitrage opportunities will
quickly disappear.
Examplethe same product is being transacted in two shops.
The price in Shop A is Tk. 20 whereas in Shop B, the price isTk. 22. Assume buying and selling prices are same. What will
happen? How can you make risk-less profit with no initial outlay
or investment? How will this arbitrage opportunity disappear in
an efficient market?
The Law of One Price
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Arbitrage Price Theory
The Arbitrage Pricing Theory (APT) is a relatively new theoryof expected asset returns due to Ross (1976). The APT explicitly
accounts for multiple factors.
The APT requires three assumptions:1) Returns can be described by a factor model
2) There are no arbitrage opportunities
3) There are large numbers of securities that permit theformation of portfolios that diversify the firm-specific risk
of individual stocks
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Arbitrage Price Theory
If there are K factors, then the return generating process is:
ri = ai + i1F1 + i2F2 + . + iKFK+ ei
The expected returns of each security will be a function of its
factor s The model is derived by showing that for well diversified
portfolios, if the portfolios expected return (price) is not equal to
the expected return predicted by the portfolios s, then there will
be an arbitrage opportunity Note that fewer assumptions are necessary to derive the APT
(than are necessary to derive the CAPM)
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Current Expected Standard Corr.Stock Price$ Return% Dev.%
A 10 25.0 29.58 AB -0.15
B 10 20 33.91 BC -0.87C 10 32.5 48.15 AC -0.29
D 10 22.5 8.58
Arbitrage Example
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Mean S.D.
Portfolio
A,B,C 25.83 6.40
D 22.25 8.58
Arbitrage Portfolio
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Arbitrage Action and Returns
E. Ret.
St.Dev.
* P
* D
Short 3 shares of D and buy 1 of A, B & C to form P.You earn a higher rate on the investment than you pay on
the short sale.
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APT & Well-Diversified Portfolios
Based on the law of one price
Does not rely on mean-variance assumption (as theCAPM does)
It assumes that asset returns are linearly related to a setof indexes. Each index represents a factor thatinfluences the return on an asset.
rP = E (rP) + bPF + eP
F = some factor For a well-diversified portfolio:
eP approaches zero
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Comparing a Portfolio with an
Individual Security
F
E(r)%
Portfoli
o
F
E(r)%
Individual Security
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Disequilibrium Example
E(r)%
Beta for F
10
7
6
Risk Free 4
AD
C
.5 1.0
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Disequilibrium Example
Short Portfolio C
Use funds to construct an equivalent risk higher return
Portfolio D.
D is comprised of A & Risk-Free Asset
Arbitrage profit of 1%
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E(r)%
Beta (Market Index)
Risk Free
M
1.0
[E(rM) - rf]
Market RiskPremium
APT with Market Index Portfolio
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The CAPM is a special case of APT that would result if the singlecommon factor affecting all security returns was the return on the
market portfolio.
APT is more general, or robust, than the CAPM. It is based on less
restrictive assumptions.
APT does not identify either the number or the definition of the factors
affecting returns. These have to be empirically determined by fitting a
factor model to returns.
The CAPM is a well-specified model, where the parameters of the
model are spelled out up front. However, it relies on the MarketPortfolio, which is in principle non measureable. APT is more general
in that it gets to an expected return and beta relationship without the
assumption of the market portfolio.
APT can be extended to multifactor models.
APT and CAPM Compared
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Arbitrage Price Theory
In order to implement the APT we need to know what the factors
are! Here the theory gives no guidance. There is some evidence that
the following macroeconomic variables may be risk factors:
1)Changes in monthly GDP
2)Changes in the default risk premium
3)The slope of the yield curve
4)Unexpected changes in the price level5)Changes in expected inflation
Note that the difficulty of measuring expected inflation makes the
estimation of 4 & 5 difficult
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Fama-French Three-Factor Model
The factors chosen are variables that on past evidence seem to
predict average returns well and may capture the risk premiums
Where:
SMB = Small Minus Big, i.e., the return of a portfolio of small
stocks in excess of the return on a portfolio of large stocks
HML = High Minus Low, i.e., the return of a portfolio of stockswith a high book to-market ratio in excess of the return on a
portfolio of stocks with a low book-to-market ratio
it i iM Mt iSMB t iHML t it r R SMB HML e
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The Multifactor CAPM and the APM
A multi-index CAPM will inherit its risk factors
from sources of risk that a broad group of investors
deem important enough to hedge
The APT is largely silent on where to look for priced
sources of risk