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The Capital Asset
Pricing Model
Chapter 5
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Individual assets and frontier portfolio
? So far we have learned:
? 1. Investor hold portfolios to reduce risk.
? “Non-systematic risks” of individual
? assets does not matter.
? only “systematic risks” matter.
? 2. Investors hold only frontier portfolios.
? The natural questions to ask next are:
? 1. How does an individual asset contribute to the risk of
portfolios, especially the frontier portfolios?
? 2. Can we be more specific about what “systematic risk”
is?
? 3. How is an asset’s systematic risk related to its expected
return?
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Contribution of an asset to a portfolio
? We assume the existence of a risk-free asset,
? The return on a portfolio is
? The expected portfolio return is
? The marginal contribution of risky asset i to the expected
portfolio return is its risk premium:
∑∑∑
===
?+=+?=
n
i
fiif
n
i
iif
n
i
ip
rrwrrwrwr
111
)
~
(
~
)1(
~
∑
=
?+=
n
i
fiifp
rrwrr
1
)(
fi
i
p
rr
w
r
?=
?
?
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Contribution of an asset to portfolio risk
? Recall that the variance of portfolio return is
the sum of all entries of the following table
11
rw
22
rw
...
nn
rw
22
rw
11
rw
nn
rw
...
2
1
2
1
σw 1221
σww
...
nn
ww
11
σ
1221
σww
2
2
2
2
σw ...
nn
ww
12
σ
... ... ...
...
nn
ww
11
σ
nn
ww
12
σ
...
22
nn
w σ
The sum of the entries of the i-th-row and the i-th column is the
total contribution of asset i to the portfolio variance
∑
≠
+
ij
ijjiii
www σσ 2
22
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The marginal contribution of asset i to
portfolio variance and to portfolio StD
? The marginal contribution of asset i to
portfolio variance is its covariance with the
portfolio
? The marginal contribution of asset i to
portfolio StD is
]
~
,
~
cov[222)2(
222
2
∑∑
≠≠
=+=+
?
?
=
?
?
ij
piijjii
ij
ijjiii
ii
p
rrwwwww
ww
σσσσ
σ
p
ip
p
pi
i
p
pi
p
rr
ww σ
σ
σ
σ
σ
σ
==
?
?
=
?
? ]
~
,
~
cov[
2
1
2
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Individual asset and frontier portfolios
? Definition: the marginal return-to-risk ratio
(RRR) of risky asset i in a portfolio p is:
? Claim: for any frontier portfolio p, the
return-to-risk ratio of all risky assets must
be the same:
? Just because Sharpe ratio of the frontier
portfolio can not improved
pip
fi
ip
ip
i
rr
w
wr
riskinalm
returninalm
RRR
σσσ //
/
arg
arg
?
=
??
??
==
p
fp
p
pip
fi
i
rr
RRR
rr
RRR
σσσ
?
==
?
=
/
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Alternative CALs
M
E(r)
CAL (Global
minimum variance)
CAL (A)
CAL (P)
P
A
F
PP&F A&F
M
A
G
P
M
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An important formula
? Rewriting
? We have the following important results
?
? Where
? is the beta of asset i with respect to a frontier portfolio p.
? We can interpret the above relation as follows:
? Given any frontier portfolio p (except the risk-free asset)
? gives a measure of asset i’s systematic risk.
? gives the premium per unit of systematic risk.
? the risk premium on asset i equals the amount of its
systematic risk times the premium per unit of the risk.
p
fp
pip
fi
rrrr
σσσ
?
=
?
/
)()(
2
fpipfp
p
ip
fi
rrrrrr ?=?=? β
σ
σ
2
/
pipip
σσβ =
ip
β
fp
rr ?
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Main points of modern portfolio theory
and CAPM
? 1. Investors hold frontier portfolios
? 2 Investors are concerned only with portfolio risk.
? In this chapter, we study how investors’ asset
demand determines the relation between risk and
return of assets in a market equilibrium---A model
to price risky assets.
? The task for us now is to identify a frontier
portfolio, which would give us a pricing model.
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The market portfolio
? Definition: the market portfolio is the portfolio of all risky
assets traded in the market.
? Definition: the market value (capitalization) of an asset is
its total market price, i.e., the price one has to pay to buy
all of it.(Debt, A-share,B-share of a company)
? MCAPi=(price per share)i*(# of shares outstanding)i
? The total market capitalization of all risky assets is
? The market portfolio is the portfolio with weights in each
risky asset i being
∑
=
=
n
i
im
MCAPMCAP
1
∑
=
=
n
j
j
i
i
MCAP
MCAP
w
1
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Derivation of CAPM
? Assumption:
? There are two dates: today and tomorrow;
? Individual investors are price takers
? Investments are limited to traded financial assets
? No taxes, and transaction costs
? There is a riskless asset: paying interest rate
? in zero net supply.
? Information is costless and available to all
investors
? All investor have homogeneous expectations..
? All investors hold efficient frontier portfolios.
? Demand of assets equals supply in equilibrium.
f
r
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implications
? 1 every investor put their money into two
parts: (a) the riskless asset; (b) a single
portfolio of risky assets—the tangency
portfolio.
? 2. All investors hold risky assets in the same
proportion: according to the tangency
portfolio.
? 3 the tangency portfolio is market portfolio.
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A numerical illustration of CAPM
? CAPM requires that in equilibrium total asset holdings of all investors
must equal the total supply of assets.
? There are only three risky assets, A, B, C. suppose the
tangency portfolio is
? Wtangent=(WA,WB,Wc)=(0.25,0.5,0.25)
? There are only three investors in the economy, 1,2,3 with
total wealth of 500, 1000, 1500 billion dollars,
respectively. Their asset holdings are:
75015007500total
450900450-3003
2004002002002
1002001001001
CBArisklessinvestor
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CAPM
? The market portfolio is an efficient frontier
portfolio. So we have
? Where
)]
~
[(]
~
[
fmimfi
rrErrE ?=? β
2
/
mimim
σσβ =
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Capital Market Line
E(r)
E(r
M
)
r
f
M
CML
m
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M = Market portfolio
r
f
= Risk free rate
E(r
M
) - r
f
= Market risk premium
E(r
M
) - r
f
= Market price of risk
= Slope of the CAPM
M
Slope and Market Risk Premium
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? The risk premium on individual securities is
a function of the individual security’s
contribution to the risk of the market
portfolio
? Individual security’s risk premium is a
function of the covariance of returns with
the assets that make up the market portfolio
Expected Return and Risk on
Individual Securities
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Security Market Line
E(r)
E(r
M
)
r
f
SML
M
?
?
= 1.0
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β = [COV(r
i
,r
m
)] / σ
m
2
Slope SML = E(r
m
) - r
f
= market risk premium
SML = r
f
+ β[E(r
m
) - r
f
]
Beta
m
= [Cov (r
i
,r
m
)] / σ
m
2
= σ
m
2
/ σ
m
2
= 1
SML Relationships
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Example
? Consider two assets, A and B, together with the
market:
? Which one of these two assets is more valuable.(1.
Same expected payoff, 2. Positive and negative
correlated with the market)
21PB
12PA
20100Pm
0.50.5Probability
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E(r
m
) - r
f
= .08 r
f
= .03
β
x
= 1.25
E(r
x
) = .03 + 1.25(.08) = .13 or 13%
β
y
= .6
e(r
y
) = .03 + .6(.08) = .078 or 7.8%
Sample Calculations for SML
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Graph of Sample Calculations
E(r)
R
x
=13%
SML
m
?
?
1.0
R
m
=11%
R
y
=7.8%
3%
x
?
1.25
y
?
.6
.08
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Disequilibrium Example
E(r)
15%
SML
?
1.0
R
m
=11%
r
f
=3%
1.25
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? Suppose a security with a β of 1.25 is
offering expected return of 15%
? According to SML, it should be 13%
? Underpriced: offering too high of a rate of
return for its level of risk
Disequilibrium Example
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Understanding beta
? 1 an asset’s market beta is the measure of its risk.
The higher an asset’s market beta, the higher its
risk premium.
? 2 other things being equal, investors like assets
that pay off when aggregate economic conditions
are bad, thus assets having payoffs negatively
correlated with those of market portfolio are
desirable and earn a negative risk premium.
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continued
? 3. We can decompose return and risk as
follows:
? With and . Then
ifmimfi
errrr
~
)
~
(
~
+?=? β
Systematic component
Unsystematic components
0]
~
[ =
i
eE 0]
~
,
~
cov[ =
mi
re
]
~
var[]
~
var[]
~
var[
2
imimi
err +=β
Total risk
systematic
risk
Unsystematic
risk
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example
? Consider an asset having
? annual volatility of 40%
? market beta of 1.2
? Suppose that the annual volatility of the
market is 22%. What percentage of the total
volatility of the asset is attributable to
unsystematic risk?
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continued
? Unsystematic risk/total risk=0.3005/0.4=75%
? Empirically, roughly 70-80% of the total
volatility of a typical stock is attributable to
unsystematic risk.
3005.0
090304.0)var(
)
~
var(22.02.14.0
222
=
=
+×=
e
e
e
σ
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Example:Two securities with the same
total risk
? Suppose that
? What is the total variance of each return?
?
? However
%20=
m
σ
0.180.5software2
0.101.5steel1
Residual
variance
Market betaBusinessStock
19.01.02.05.1
222
1
22
1
2
1
=+×=+=
emm
σσβσ
19.018.02.05.0
222
2
22
2
2
2
=+×=+=
emm
σσβσ
%5
19.0
2.05.0
%,47
19.0
2.05.1
22
2
2
22
2
1
=
×
==
×
= RR
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Beta of portfolio
? For a portfolio ,its market
beta is
? explanation: consider two risky assets A
and B with market betas , what is the
beta of a portfolio of A and B?
?
),...,,(
21 np
wwwW =
v
∑
=
=
n
i
imipm
w
1
ββ
BA
ββ ,
BA
m
mBmA
m
BA
p
ww
RRwRRwRwwR
ββ
σσ
β
)1(
],cov[)1(],cov[])1(cov[
22
?+=
?+
=
?+
=
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Empirical implementation of CAPM
? Actual implementation of CAPM involves the following
steps:
? 1. Construct a proxy for the market portfolio
? ---value-weighted market index, S&P 500 ect.
? 2. Estimate the current risk-free rate
? ---treasuries securities.
? 3. Estimate the premium on the market portfolio
? ---
? 4. Estimate the market betas of the individual assets
? Then for asset
?
f
r
fmm
rR ?=π
im
β
i
)
fmimfi
rRrR ?+=(β
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Example: how would you obtain the
required returns on IBM and AST
? Use the S&P500 as a proxy for market portfolio;
? Regress historic returns of IBM and AST on the
returns on the return of S&P500, suppose the beta
estimate is
? Use the historic excess returns on the S&P 500 to
estimate average market premium
? obtain current riskless rate. Suppose it is
? Applying CAPM, we have
?
?
63.1,73.0 ==
ASTIBM
ββ
%6.8
500&
=?
fPs
rR
%4=
f
r
%28.10086.073.0%4)( =×+=?+=
fmIBMfIBM
rRrR β
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Empirical Evaluation of the CAPM
? Does CAPM work well at pricing assets? We need to test it.
? What CAPM says?
? market portfolio is an efficient frontier portfolio;
? the formula
? Testing CAPM is to test the formula using market portfolio!
? Difficult with the test:
? (1) measuring the market portfolio;
? (2) measuring returns;
? (3) measuring beta
?
))(()(
fmifi
rRErRE ?=? β
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CAPM & Liquidity
? Liquidity
? Illiquidity Premium
? Research supports a premium for illiquidity
- Amihud and Mendelson
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CAPM with a Liquidity Premium
[ ] )()()(
ifiifi
cfrrErrE +?=? β
f (c
i
) = liquidity premium for security i
f (c
i
) increases at a decreasing rate
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Illiquidity and Average
Returns
Average monthly return(%)
Bid-ask spread (%)