| Capital
Asset Pricing Model
By Frank Armstrong
May 1, 2002 |
|
The fickle finger of fate
If Bill Sharpes first thesis had been accepted, the world
of finance might look a lot different today. Fortunately, after
the paper was rejected as so uninteresting that there was
absolutely no thesis there," Sharpe was introduced to Harry
Markowitz. Under Markowitz guidance, Sharpe set out to solve
the critical real-world problem of Modern Portfolio Theory: the
math was just too much for the days computers to digest.
Before portfolio managers could optimize their holdings, MPT computations
had to be simplified. Sharpe, a self-styled computer nerd, was
up to the task.
The Most Important Common Factor
As Markowtiz paper had laid out the problem, each asset
included in the portfolio had to have a expected rate of return,
standard deviation, and correlation to every other asset in the
portfolio. That meant that as assets were added to a portfolio,
the possible combinations increased exponentially. Pretty soon,
even the toughest computer was brought crashing to its knees.
A single run was limited by computer capacity to about 250 stocks,
took hours and cost more than a brand new car.
The key to simplifying the process lay in relating each asset
to a single common factor. That factor had to be the most important
factor that related all of them to each other. By observing that
all stocks were correlated, Markowitz had hinted at a solution
in his original paper, but never pursued it. Now, acting as Sharpes
mentor and collaborator, he suggested that the math was pretty
simple and told Sharpe to solve it.
Sharpes elegant answer, A simplified model for portfolio
analysis," published in 1961, was to relate each stock to
the market as a whole rather than to every other stock. Under
Sharpes simplified model it was only necessary to input
the expected return of a stock, and its correlation to the
market. Fortunately, both were easily determined, and reasonably
stable over time.
Now the computer could rip through optimization problems containing
over 2000 stocks in just a few seconds with very similar results
to a complete Markowitz optimization. MPT became a viable portfolio
management tool.
But, wait, theres more
Sharpe wasnt done. He reasoned that if MPT were true, then
there must be implications for both stock prices and returns.
In his article, Capital Asset Prices: A Theory of Market
Equilibrium Under Conditions of Risk Sharpe expands on the
insights derived from the simplified model. He breaks stock returns
down into risk free return, stock market premium (diversifiable
risk), and specific stock premium (non-diversifiable risk). The
later he named Beta. Stock returns and prices at equilibrium would
then be related to total risk. So, confirming the risk-reward
relationship, stocks with higher risk would command lower prices
and higher returns than less risky stocks.
Capital Asset Pricing Model (CAP-M) became the dominant pricing
model for a generation. The theory, by relating stock returns
to a single factor (Beta), was both simple and elegantjust
the kind of thing that academics love.
The super-efficient portfolio rears its beautiful head!
An important by-product of CAP-M is that it neatly solves the
question of the super-efficient portfoliothe portfolio of
risky assets that dominates all other portfolios and which all
investors should want to hold. The most efficient (maximum return
per unit of risk) portfolio available to any investor is the entire
global market!
At the time, the U.S. so dominated the worlds markets
that the S&P 500 was considered a good proxy for the world
market. However, the assumption that a simple index would dominate
a professionally managed portfolio was considered heretical. Sharpes
intuition in CAP-M depended on efficient markets, and led him
to be called the godfather of index funds. Sharpe is widely known
for his disdain of active managers and their claim to be able
to beat the market. See: "The
Parable of the Money Managers."
The test of time
Unfortunately, the test of a good theory is how much it explains
in the real world. CAP-M fails to explain as much as it promised.
Still widely taught, and not without its supporters, CAP-M has
gradually been replaced by more powerful multi-factor models.
Sharpe has long since turned his mind to more interesting new
projects and is remarkably unconcerned. When asked about the new
models and the fall of CAP-M recently he responded with a laugh:
Im glad they cant take the (Nobel) Prize away.
I think those boys (Fama and French) are on to something, but
I think CAP-M was a pretty good first cut at the problem!
Whats in it for you?
Sharpes work made MPT a practical reality. We can now design
and test portfolios in a split second. The implication for all
of us is that portfolio risk can be far better managed and controlled
while we pursue optimum returns.
While CAP-M may have been tweaked a little, the insight that
there is a risk-reward line holds true, and the global market
portfolio stands as a pretty good starting point for your risky
asset portfolio. Ignore Sharpes support for efficient markets
and indexing at your peril.
Epilogue:
William F. Sharpe won the 1990 Nobel Prize in Economics for his
contributions to the theory of price formation for financial assets,
the Capital Asset Pricing Model (CAP-M).
References:
- Bill Sharpes home page contains many of his papers,
some useful data and spreadsheets, and a biography: http://www.stanford.edu/~wfsharpe/
- A graduate level finance course takes on CAP-M: Introduction
to Investment Theory© Chapter IV and V, William N. Goetzmann,
Yale School of Management, http://viking.som.yale.edu/will/finman540/classnotes/class4.html
- Fundamentals of Investments, Third Edition, Alexander, Sharpe,
Bailey, Prentice Hall Business Publishing
- Peter Bernstein gives us all the juicy details behind the
development of CAP-M in Chapter Four of Capital
Ideas, perhaps my favorite book on modern finance.