Title: Portfolio Management 3-228-07 Albert Lee Chun
1Portfolio Management3-228-07 Albert Lee Chun
Construction of Portfolios Markowitz and the
Efficient Frontier
25 Sept 2008
2Plan for Today
- A Quick Review
- Optimal Portfolios of N risky securites
- - Markowitzs Portfolio Optimization
- - Two Fund Theorem
- Optimal Portfolios of N risky securities and a
risk-free asset - - Capital Market Line
- - Market Portfolio
- -Different Borrowing and Lending rates
3Une petite révision
4We started in a simple universe of1 risky asset
and 1 risk-free asset
5Optimal Weights Depended on Risk Aversion
Each investor chooses an optimal weight on the
risky asset, where wgt 1 corresponds to borrowing
at the risk-free rate, and investing in the risky
asset.
E(r)
Borrower
Rf
Lender
?
?A
The optimal choice is the point of tangency
between the capital allocation line and the
agents utility function.
6Utility maximization
Take the derivative and set equal to 0
7We then looked at a universe with 2 risky
securities
8Correlation and Risk
E(R)
f
E
g
?DE -1.00
h
i
j
?DE 1.00
?DE 0.50
k
D
?DE 0.00
9Minimum Variance Portfolio
1gt? gt -1
? -1
? 0
Asset with the lowest variance, in the absence of
short sales.
? 1
10Maximize Investor Utility
The solution is
11Then we introduced a risk-free asset
12Optimal Portfolio is the Tangent Portfolio
D
13Optimal Portfolio Weights
The solution is
14Optimal Borrowing and Lending
Borrower
w gt1
The optimal weight on the optimal risky portfolio
P depends on the risk-aversion of each investor.
E
Lender
wlt1
D
15Now imagine a universe with a multitude of risky
securities
16Harry Markowitz
1990 Nobel Prize in Economics for having
developed the theory of portfolio choice. The
multidimensional problem of investing under
conditions of uncertainty in a large number of
assets, each with different characteristics, may
be reduced to the issue of a trade-off between
only two dimensions, namely the expected return
and the variance of the return of the portfolio.
17Markowitz Efficient Frontier
Efficient Frontier
E
µ
D
s
18 The Problem of Markowitz I
Subject to the constraint
Weights sum to 1
Maximize the expected return of the portfolio
conditioned on a given level of portfolio
variance.
19 The problem of Markowitz II
Subject to the constraint
Weights sum to 1
Minimize the variance of the portfolio
conditioned on a given level of expected return.
20Does the Risk of an Individual Asset Matter?
- Does an asset which is characterized by
relatively large risk, i.e., great variability of
the return, require a high risk premium? - Markowitzs theory of portfolio choice clarified
that the crucial aspect of the risk of an asset
is not its risk in isolation, but the
contribution of each asset to the risk of an
entire portfolio. - However, Markowitzs theory takes asset returns
as given. How are these returns determined?
21Citation de Markowitz
- So about five minutes into my defense,
Friedman says, well Harry Ive read this. I
dont find any mistakes in the math, but this is
not a dissertation in economics, and we cannot
give you a PhD in economics for a dissertation
that is not in economics. He kept repeating that
for the next hour and a half. My palms began to
sweat. At one point he says, you have a problem.
Its not economics, its not mathematics, its
not business administration, and Professor
Marschak said, Its not literature. So after
about an hour and a half of that, they send me
out to the hall, and about five minutes later
Marschak came out and said congratulations Dr.
Markowitz.
22Two-Fund Theorem
Interesting Fact Any two efficient portfolios
will generate the entire efficient frontier!
B
Every point on the efficient frontier is a linear
combination of any two efficient portfolios A and
B.
A
23Now imagine a risky universe with a risk-free
asset
24Capital Market Line
CML maximizes the slope.
Capital Market Line
Tangent Portfolio
E
M
D
rf
25Tobins Separation Theorm
- James Tobin ... in a 1958 paper said if you hold
risky securities and are able to borrow - buying
stocks on margin - or lend - buying risk-free
assets - and you do so at the same rate, then the
efficient frontier is a single portfolio of risky
securities plus borrowing and lending.... - Tobin's Separation Theorem says you can separate
the problem into first finding that optimal
combination of risky securities and then deciding
whether to lend or borrow, depending on your
attitude toward risk. He then showed that if
there's only one portfolio plus borrowing and
lending, it's got to be the market.
26Market Portfolio
Capital Market Line
w gt1
Market Portfolio
E
wlt1
M
M
D
rf
27Separation Theorem
Borrower
Capital Market Line
w gt1
w 1
Lender
M
wlt1
Separation of investment decision from the
financing decision.
rf
28Who holds only the Market Portfolio?
w gt1
Borrower AltAM
CML
AAM
w 1
wlt1
Lender AgtAM
M
rf
29Note that we have reduce the complexity of this
universe down to simply 2 points
30Different Borrowing and Lending Rates
Borrower
MB
Lender
rB
ML
rL
31Who are the Lenders and Borrowers
Borrower
AltAMB
MB
Lender
rB
ML
AgtAML
rL
32Who are the Lenders and Borrowers
Borrower
AltAMB
MB
Lender
rB
ML
AgtAML
rL
33Who holds only risky assets?
Emprunteur
AltAMB
AMB ltAltAML
MB
Prêteur
rB
ML
AgtAML
rL
34Efficient Frontier
Borrower
AltAMB
AMB ltAltAML
MD
Lender
rB
ML
AgtAML
rL
35Where is the market portfolio?
The market portfolio can be anywhere here
rB
rf
36Only Risk-free Lending
Low risk averse agents cannot borrow, so they
hold only risky assets.
Least risk-averse lender
Lender
ML
rL
37Efficient Frontier
The market portfolio can be anywhere here
All lenders hold this portfolio of risky
securities
Lenders
rL
38For Next Week
- Next week we will
- do a few examples, both numerical and in Excel.
- - discuss Appendix A diversification.
- discuss the article from the course reader.
- wrap up Chapter 7 and pave the way for the
Capital Asset Pricing Model.
39The Power of Diversification
90 of the total benefit of diversification is
obtained after holding 12-18 stocks.
Standard Deviation of Return
Non systematic risk (idiosyncratic, non
diversifiable)
Total Risk
Standard Deviation of the Market (systematic
risk)
Systematic Risk
Number of Stocks in the Portfolio