
This abstraction is the notion
of an "index model," specifying the
process by which security
returns are generated. Our discussion of the index model
also introduces the concept
of multifactor models of security
returns, a concept at
the heart of contemporary
investment theory and its applications.
III. Equilibrium In Capital Markets
10. Single−Index and Multifactor Models The McGraw−Hill
Companies, 2001
CHAPTER 10 Single-Index and Multifactor Models
293
10.1 A SINGLE-INDEX SECURITY MARKET
Systematic Risk versus
Firm-Specific Risk
The success of a portfolio
selection rule depends on the quality of the input list, that is, the estimates
of expected security returns and the covariance matrix. In the long run,
efficient portfolios will beat portfolios with less reliable input lists and
consequently inferior re- ward-to-risk trade-offs.
Suppose your security analysts
can thoroughly analyze 50 stocks. This means that your input list will include
the following:
n 50 estimates of expected returns
n 50 estimates of variances
(n2 n)/2
1,225 estimates of covariances
1,325 estimates
This is a formidable task,
particularly in light of the fact that a 50-security portfolio
is relatively small. Doubling n
to 100 will nearly quadruple the number of estimates to
5,150. If
n 3,000, roughly the number of NYSE
stocks, we need more than 4.5 million