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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