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Modern Portfolio Theory and the
Markowitz Model
Alex Carr
Nonlinear Programming
Louis Bachelier
Father of Financial Mathematics
The Theory of Speculation, 1900
The first to model the stochastic process,
Brownian Motion
Stock options act as elementary particles
John Burr Williams
Theory of Investment Value, 1938
Present Value Model
Discounted Cash Flow and Dividend based
Valuation
Assets have an intrinsic value
Present value of it’s future net cash flows
Dividend distributions and selling price
Harry Markowitz
Mathematics and Economics at University of Chicago
Earlier Models Lacked Analysis of Risk
Portfolio Selection in the Journal of Finance, 1952
Primary theory of portfolio allocation under
uncertainty
Portfolio Selection: Efficient Diversification of Investments,
1959
Nobel Prize
Markowitz Efficient Frontier and Portfolio
Foundations
Expected return of an asset is the mean
Risk of an asset is the variability of an asset’s historical
returns
Reduce the risk of an individual asset by diversifying the
portfolio
Select a portfolio of various investments
Maximize expected return at fixed level of risk
Minimize risk at a fixed amount of expected return
Choosing the right combination of stocks
Model Assumptions
1. Risk of a portfolio is based on the
variability of returns from the said
portfolio.
2. An investor is risk averse.
3. An investor prefers to increase
consumption.
4. The investor's utility function is concave
and increasing.
Model Assumptions
5. Analysis is based on single period model
of investment.
6. An investor either maximizes his
portfolio return for a given level of risk
or maximum return for minimum risk.
7. An investor is rational in nature.
Risk
Standard deviation of the mean (or return)
Systematic Risk: market risks that cannot be
diversified away
Interest rates, recessions and wars
Unsystematic Risk: specific to individual
stocks and can be diversified away
Not correlated with general market moves
Risk and Diversification
Diversification
Optimal: 25-30 stocks
Smooth out unsystematic risk
Less risk than any individual asset
Assets that are not perfectly positively
correlated
Foreign and Domestic Investments
Mutual Funds
Correlation
None
Small
Medium
Strong
Negative
Positive
−0.09 to 0.0
−0.3 to −0.1
−0.5 to −0.3
−1.0 to −0.5
0.0 to 0.09
0.1 to 0.3
0.3 to 0.5
0.5 to 1.0
Expected Return
Individual Asset
Weighted average of historical returns of that asset
Portfolio
Proportion-weighted sum of the comprising asset’s returns
Mathematical Model
The Process
First:
Determine a set of Efficient Portfolios
Second:
Select best portfolio from the Efficient Frontier
Risk and Return
Either expected return or risk will be the fixed variables
From this the other variable can be determined
Risk, standard deviation, is on the Horizontal axis
Expected return, mean, is on the Vertical axis
Both are percentages
Plotting the Graph
All possible combinations
of the assets form a region
on the graph
Left Boundary forms a
hyperbola
This region is called the
Markowitz Bullet
Determining the Efficient Frontier
The left boundary makes
up the set of most efficient
portfolios
The half of the hyperbola
with positive slope makes
up the efficient frontier
The bottom half is
inefficient
Indifference Curve
Each curve represents a
certain level of satisfaction
Points on curve are all
combinations of risk and
return that correspond to
that level of satisfaction
Investors are indifferent
about points on the same
curve
Each curve to the left
represents higher
satisfaction
Optimal Portfolio
The optimal portfolio is
found at the point of
tangency of the efficient
frontier with the
indifference curve
This point marks the
highest level of satisfaction
the investor can obtain
The point will be different
for every investor because
indifference curves are
different for every investor
Capital Market Line
E(RP)= IRF + (RM - IRF)σP/σM
Slope = (RM – IRF)/σM
Tangent line from intercept point on efficient
frontier to point where expected return equals riskfree rate of return
Risk-return trade off in the Capital Market
Shows combinations of different proportions of riskfree assets and efficient portfolios
Additional Use of Risk-Free Assets
Invest in Market Portfolio
But CML provides greatest utility
Two more choices:
Borrow Funds at risk-free rate to invest more in
Market Portfolio
Combinations to the right of the Market
Portfolio on the CML
Lend at the risk-free rate of interest
Combinations to the left of the Market Portfolio
on the CML
Efficient Frontier with CML
Criticisms
There are a very large number of possible portfolio
combinations that can be made
Lots of data needs to be included
Covariances
Variance
Standard Deviations
Expected Returns
Asset returns are, in reality, not normally distributed
Large swings occur much more often
3 to 6 standard deviations from the mean
Criticisms
Investors are not “rational”
Herd Behavior
Gamblers
Fractional shares of assets cannot usually be bought
Investors have a credit limit
Cannot usually buy an unlimited amount of risk-free assets