
Predicted return
eGMt RGMt
( GMRMt GM)
These residuals are estimates
of the monthly unexpected firm-specific component of the rate of return on GM
stock. Hence we can estimate the firm-specific variance by5
1 12
2(eGM)
10 et
12.60
t 1
The standard deviation
of the firm-specific
component of GMs
return, (eGM), is
12.60
3.55% per month, equal to the standard deviation of the regression
residual.
5 Because the mean of et is
zero, e2 is the squared deviation from
its mean. The average value of e2 is
therefore the estimate of the
t
t
variance of the firm-specific
component. We divide the sum of squared residuals by the degrees of freedom of
the regression,
n 2
12 2 10, to obtain an unbiased estimate of 2(e).
III. Equilibrium In Capital
Markets
10. Single−Index and
Multifactor Models
The McGraw−Hill
Companies, 2001
CHAPTER 10 Single-Index and Multifactor Models
299
The Index Model and
Diversification
The index model, first
suggested by Sharpe,6 also offers
insight into portfolio diversifica- tion. Suppose that we choose an equally
weighted portfolio of n securities. The excess rate
of return on each security is
given by
Ri i
iRM ei
Similarly, we can write the
excess return on the portfolio of stocks as
RP P
PRM eP
(10.5) We now show that, as the number of stocks included in this
portfolio increases, the part of