Portfolio Theory
Chapter 7
Charles P. Jones, Investments: Analysis and
Management,
Tenth Edition, John Wiley & Sons
Prepared by
G.D. Koppenhaver, Iowa State University
7-1
Investment Decisions
Involve uncertainty
Focus on expected returns
Estimates of future returns needed to
consider and manage risk
Goal is to reduce risk without affecting
returns
Accomplished by building a portfolio
Diversification is key
7-2
Dealing With Uncertainty
Risk that an expected return will not be
realized
Investors must think about return
distributions, not just a single return
Probabilities weight outcomes
Should be assigned to each possible
outcome to create a distribution
Can be discrete or continuous
7-3
Calculating Expected
Return
Expected value
The single most likely outcome from a
particular probability distribution
The weighted average of all possible return
outcomes
Referred to as an ex ante or expected
return
m
E(R ) R ipri
i1
7-4
7-5
Calculating Risk
Variance and standard deviation used
to quantify and measure risk
Measures the spread in the probability
distribution
Variance of returns: σ² = (Ri - E(R))²pri
Standard deviation of returns:
σ =(σ²)1/2
Ex ante rather than ex post σ relevant
7-6
7-7
Portfolio Expected Return
Weighted average of the individual
security expected returns
Each portfolio asset has a weight, w, which
represents the percent of the total portfolio
value
n
E(R p ) w iE(R i )
i1
7-8
Example 7-4
Consider a three-stock portofolio consisting of stock G, H and I
with expected returns of 12%, 20% and 17%, respectively. Assume
that 50% of investable fund is invested in security G, 30% in H, and
20% in I. The expected return on this portofolio is :
E(Rp) : 0,5(12%) + 0,3(20%) + 0,2(17%)
: 15,4%
7-9
Portfolio Risk
Portfolio risk not simply the sum of
individual security risks
Emphasis on the risk of the entire
portfolio and not on risk of individual
securities in the portfolio
Individual stocks are risky only if they
add risk to the total portfolio
7-10
Portfolio Risk
Measured by the variance or standard
deviation of the portfolio’s return
Portfolio risk is not a weighted average of
the risk of the individual securities in the
portfolio
n
wi
i1
2
p
2
i
7-11
Risk Reduction in
Portfolios
Assume all risk sources for a portfolio of
securities are independent
The larger the number of securities the
smaller the exposure to any particular
risk
“Insurance principle”
Only issue is how many securities to
hold
7-12
Risk Reduction in
Portfolios
Random diversification
Diversifying without looking at relevant
investment characteristics
Marginal risk reduction gets smaller and
smaller as more securities are added
A large number of securities is not
required for significant risk reduction
International diversification benefits
7-13
Portfolio Risk and Diversification
p %
Portfolio risk
35
20
Market Risk
0
10
20
30
40
......
Number of securities in portfolio
100+
Markowitz Diversification
Non-random diversification
Active measurement and management of
portfolio risk
Investigate relationships between portfolio
securities before making a decision to
invest
Takes advantage of expected return and
risk for individual securities and how
security returns move together
7-15
Measuring Portfolio Risk
Needed to calculate risk of a portfolio:
Weighted individual security risks
Calculated by a weighted variance using the
proportion of funds in each security
For security i: (wi × i)2
Weighted comovements between returns
Return covariances are weighted using the
proportion of funds in each security
For securities i, j: 2wiwj × ij
7-16
Correlation Coefficient
Statistical measure of association
mn = correlation coefficient between
securities m and n
mn = +1.0 = perfect positive correlation
mn = -1.0 = perfect negative (inverse)
correlation
mn = 0.0 = zero correlation
7-17
Correlation Coefficient
When does diversification pay?
With perfectly positive correlated
securities?
Risk is a weighted average, therefore there is no
risk reduction
With zero correlation correlation securities?
With perfectly negative correlated
securities?
7-18
Covariance
Absolute measure of association
Not limited to values between -1 and +1
Sign interpreted the same as correlation
Correlation coefficient and covariance are
related by the following equations:
m
AB [R A ,i E(R A )][R B,i E(R B )]pri
i 1
AB AB A B
7-19
Calculating Portfolio Risk
Encompasses three factors
Variance (risk) of each security
Covariance between each pair of securities
Portfolio weights for each security
Goal: select weights to determine the
minimum variance combination for a
given level of expected return
7-20
Calculating Portfolio Risk
Generalizations
the smaller the positive correlation between
securities, the better
Covariance calculations grow quickly
n(n-1) for n securities
As the number of securities increases:
The importance of covariance relationships
increases
The importance of each individual security’s risk
decreases
7-21
Simplifying Markowitz
Calculations
Markowitz full-covariance model
Requires a covariance between the returns
of all securities in order to calculate
portfolio variance
n(n-1)/2 set of covariances for n securities
Markowitz suggests using an index to
which all securities are related to
simplify
7-22
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7-23