Single Index Model & The Capital Asset Pricing Model
Single Index Model & The Capital Asset Pricing Model
Single Index Model & The Capital Asset Pricing Model
Financial Economics
Tute 04
1
Introductio
n
2
Index Models
3
Index
Models
4
Single factor Model
5
Index
Model
• A factor model is of little use without specifying a
way to measure the factor.
• One reasonable approach is to assert that the rate of
return on a broad index of securities ( such as S&P
500) is a valid proxy for the common macro factor .
• Which is called a single index model because it uses
the market index to proxy for the common or
systematic factor
6
Index Models
7
Index
Models
• Covariance ,
• α‘s are constant their covariance with any variable is zero,
firm-specific terms are assumed uncorrelated with market and
with each other. Only source of covariance between the returns
of the two stocks derives from their common dependence on
the common factor
• Cov=
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Single-Index Model
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Example
Suppose that the index model for the excess returns of stock A and B is
estimated with the following results
Find the standard deviation of each stock and the covariance between them
11
12
Estimating the Index Model
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Characteristic Line for
GM
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T-bills, S&P 500 and GM
Stock
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Estimating the Index Model
• This is evidence for the importance of broad market conditions on
the performance of the security.
• The slope of the line reflects the sensitivity of the security’s return to
market conditions. A steeper line would imply that security’s rate of
return is more responsive to the market return.
• The scatter diagram also shows that the market conditions are not
the entire story.
• If returns perfectly tracked those in the market , then all return pairs
would lie exactly on the line.
• The scatter of points around the line is evidence that firm specific
events also have a significant impact on the security’s return
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The Regression Equation
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The Regression Equation
More generally for any stock “i” denote the pair of excess returns
to month t by .
Then the index model can be written as the following regression
equation
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Security Characteristic
Line for GM: Summary Output
20
Estimating the Index
Model
21
The Expected Return Beta
Relationship
• As the expected value of the residual is zero , if we take the expected
values , we can obtain the expected return – Beta relationship of the
single index model
• The second term in the equation tells us that part of a securities risk
Premium is due to the risk premium of the index.
• The remainder of the risk premium is given by the first term in the
equation , Alpha is a non -market premium.
25
• Total capitalization =3000+1940+1360=6300
• Beta=2, SD=25=.2*25^2=?
• sd^2-systematic=?
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Set of estimates needed for the Single Index Model
The set of parameters needed for the single index model are α,β
and σ(e) for the individual securities and the risk premium and
variance of the market portfolio.
The estimates of the α,β and σ(e) are often obtained from
regression analysis of historical data of returns of the security as
well as the market index.
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Index Model and Diversification
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Index Model and Diversification
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Portfolio Construction using Single Index
Model
• Formation of portfolios with an efficient risk return trade off is our
goal.
• With the simplification offered by the single index model the technique
will be different from what we followed in the Markowitz model
• Index model offers several advantages
• Alpha and Security analysis
• Macro economic and security analysis is done in preparation of the input
list .
• Markowitz model requires estimation of risk premiums for each
security.
• The single index model separates these two quite different sources of
return variation
30
Steps involved in preparing the
input list
1. Macro economic analysis used to estimate the risk premium and the risk
of the market index
2. Statistical analysis is used to estimate the beta coefficients of all
securities and their residual variances
3. Portfolio manager uses these information to establish the expected return
4. Security specific expected return forecasts are derived from various
security valuation models
5. Thus, the Alpha value extracts the incremental risk premium
attributable to private information developed from security analysis.
6. The result is a list of alpha values
31
• In the context of portfolio construction Alpha value is the key variable
that tells us whether a security is a good or a bad buy.
• A positive – alpha security is a bargain and therefore should be
overweighted in the overall portfolio compared to the passive alternative
of using the market index portfolio as the risky vehicle
• A negative alpha security is over-priced and other things equal its
portfolio weights should be reduced
• In more extreme cases the desired portfolio weight might even be
negative ( a short position ) if permitted will be desirable
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The Index portfolio as an investment asset
• One can take the market index as a passive portfolio that the manager
would select in the absence of security analysis
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The Capital Asset
Pricing Model
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Introduction
35
The CAPM
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Assumptions
CAPM is based on two sets of assumptions;
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Assumptions
• Let’s suppose that each investor uses an input list (expected return and
covariance matrix) to draw an efficient frontier employing all available
risky assets and identifies and efficient portfolio P by drawing the
tangent CAL to the frontier .
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Capital Market Line
E(rp)
CAL
M
E(Rm)
Rf
σp
σm
40
Capital Market Line
• The CAPM asks what would happen if all investors shared an identical
investable universe and used the same input list to draw their efficient
frontiers . The use of a common input list obviously requires
Assumption 1(c)but notice that it also relies on
• Assumption 1(b), that each investor is optimizing for a common
investment horizon.
• It also assumes that investor choices will not be affected by differences
in Tax rates or trading costs that could affect net rates of return.
Assumptions 2(d) and (c).
• In light of these assumptions , investors would calculate identical
efficient frontiers of risky assets. Facing the same risk-free rate
Assumptions 2 (b) they would then draw an identical tangent CAL and
naturally all would arrive at the same risky portfolio P. All investors
would therefore choose the same set of weights for each risky asset.
What must be these weights?
41
Capital Market Line
• Because the market portfolio is the aggregation of all these identical risky
portfolios , it too will have the same weights.
• Assumption 2(a) requires that all assets can be traded and included in
investors portfolios.
• Therefore, if all investors choose the same risky portfolio, it must be the
market portfolio, that is the value weighted portfolio of all assets in the
investible universe.
• The Capital Allocation Line , based on each investors optimal risky portfolio
will in fact also be the Capital Market Line .
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The Efficient Frontier and the Capital Market Line
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Why do all investors hold the market
portfolio?
• When we add together all the portfolios held by all the individual investors ,
the value of the aggregate risky portfolio will equal the entire wealth of the
economy.(borrowing and lending cancels out)
• This is the market portfolio M ( entire wealth of the economy)
• The proportion each stock in this portfolio equals the market value of the stock
(Price per share *number of shares outstanding) divided by the total market
value of all stocks .
• Given the assumptions , all the investors will hold the identical risky portfolio.
All investors use identical Markowitz Analysis
Applied to the same set of securities
For the same time horizon
Use the same input list
They must arrive at the same optimal portfolio on the efficient frontier identified
by the tangency line from t bills to that frontier.
44
Why do all investors hold the market
portfolio?
45
The passive strategy is efficient
• In the simple world of CAPM, M is the optimal tangency
portfolio on the efficient frontier.
• This means that investors can skip the specific analysis and
obtain an efficient portfolio simply by holding the market
portfolio.
• Thus, the passive strategy of investing in the market portfolio is
efficient.
• If all investors would freely choose to hold a common risky
portfolio identical to the market portfolio, they would not
object if all stocks in the market were replaced with shares of a
single mutual fund holding that market portfolio . We
sometimes called this result the mutual fund theorem
46
• The mutual fund theorem is another form of the separation property
discussed earlier.
• Assuming that all investors choose to hold a market index mutual fund we
can separate portfolio selection into two components
48
The risk premium of the market portfolio
• We find that the risk premium on the market portfolio will be proportional
to its risk and the degree of risk aversion of the investor
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The risk premium of the market portfolio
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Example
A stock index for a fourteen-year period yield the following statistics.
Average excess return = 10.15%,standard deviation = 27.91%,
• If these averages approximated investor expectations for the
period,what would be the average coefficient of risk aversion?
• If the coefficient of risk aversion were 2.5%, what risk premium
would have been consistent with the market's historical standard
deviation?
A= 10.15/(.01*27.91*27.91)=1.3
Risk premium = o.o1*2.5*27.91*27.91= 19.47%
51
Expected Returns on Individual
securities
• The CAPM is built on the insight that the appropriate risk premium on
an asset will be determined by its contribution to the risk of
investors’ overall portfolios. Portfolio risk is what matters to investors
and is what governs the risk premiums they demand.
• All investors use the same input list, that is the same estimates of
expected returns variances and co variances.
• To measure the contribution to the risk of the overall portfolio from
holding a particular stock by its covariance with the market portfolio
• The calculate the variance of the market portfolio, we use the
bordered covariance matrix with the market portfolio weights.
52
Expected Returns on Individual
securities
• The contribution of one stock to the portfolio variance therefore can be
expressed as the sum of all the covariance terms in the row
corresponding to the stock where each covariance is first multiplied by
both the stock’s weight from its row and the weight from its column
• When there are many stocks in the economy there will be many more
covariance terms than variance terms. Consequently, the covariance of
a particular stock with all other stocks will dominate that stock’s
contribution to total portfolio risk.
• In other words, we can best measure the stock’s contribution to the risk
of the market portfolio by its covariance with that portfolio
53
Expected returns on individual securities
54
Expected returns on individual securities
• The market portfolio is the tangency portfolio (efficient mean
variance)
• The reward risk ratio for investment in the market portfolio
=Market risk premium / Market variance
56
Expected returns on individual securities
57
Expected returns on individual securities
58
Expected returns on individual securities
• Even if one does not hold the precise market portfolio , a well
diversified portfolio will be very highly correlated with the market
that a stocks beta relative to the market will still be a useful risk
measure.
• If this relationship holds for an individual asset, it will also hold for
any combination of assets.
Expected return =
Portfolio beta =
59
Expected returns on individual securities
• The weighted average of beta is 1 across all assets .If the market beta is 1
,And the market beta is a portfolio of all assets in the economy , the
weighted average beta of all assets must be 1. Hence Beta s greater
than one are considered aggressive . Betas below 1 can be described as
defensive.
• If everyone knows that a firm is well run , its stock price therefore would
bid up . Security prices reflect public information about a firm's
prospects ,therefore only the risk of the company should affect expected
returns.
• In a rational market investors receive high expected returns only if they
are willing to bear risk
• Investors do not directly observe expected returns on securities. Rather
they observe security prices and bid those prices up or down .Expected
rates can be inferred from the prices investors pay.
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Exercise
• Suppose that the risk premium on the market portfolio is estimated at
8% with a standard deviation of 22%
• What is the risk premium on a portfolio invested 25%in Toyota and 75%
in Ford if they have Beta’s of 1.10 and 1.25 respectively ?
Answer
• Portfolio beta = .75*1.25+ .25*1.10 = 1.2125
• Portfolio risk premium = 1.2125*8% = 9.7%
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The Security Market Line
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The Security Market Line
ERi
SML
Rf
Beta
0 1
• The expected return beta relationship can be shown graphically as the Security
Market Line (SML).
• Given the risk of an investment SML provides the required rate of return
necessary to compensate investors for both risk as well as the time value of
money.
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SML and CML
64
SML
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How Do We use Expected and Required Rates of Return?
The stock is fairly priced if the expected return = the required return.
This is what we would expect to see ‘normally’ or most of the time in an
efficient market where securities are properly priced.
% Return
Risk-free Rate = 6
66
SML
• The difference between the fair and actually expected rates of
return on a stock is called a stocks alpha.
67
Security analysis is performed to calculate the return actually expected.
If a stock is perceived to be a good buy ( or under priced) it will provide an expected return
in excess of the return stipulated by the SML.
E(r)(%)
SML
Stock
17 a
15.6
14 M
B 68
1.0 1.2 1.4
SML
• Managers can use the CAPM to obtain this cut off internal rate of return
for the project
69
CAPM and the Single Index Market
Single Index Model
States that the realized excess returns on any stock is the sum of the
realized excess return due to market-wide factors, a non- market
premium and firm specific outcomes.
Expected values :
)
71
CAPM and the Single Index
Market
• Investors will shun negative alpha stocks driving down their prices
and driving up their expected returns.
• The portfolio rebalancing will take place until all alpha values are
driven to zero
• At this point investors will be content to fully diversify and
eliminate unique risk , that is to hold the broadest possible market
portfolio
• When all stocks have zero alpha s , the market portfolio is the
optimal risky portfolio
• If one estimates the index model regression ,with a market index,
that adequately represents the full market portfolio , estimated
values of alpha should cluster around zero
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Example
Stock XYZ has an expected return of 12%and risk of β=1. Stock ABC
has expected return of 13% and β=1.5. The markets expected return is
11%, and the risk-free rate is equal to 5%.
The risk -free rate is 8% and the expected return on the market
portfolio is 16%. A firm considers a project that is expected to have a β
of 1.3
• αabc=13-[5+1.5(11-5)]=-1%
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Extensions of the CAPM
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