Excess returns as a function of the systematic factor. Panel A,
C H A P T E R
1 0
Arbitrage Pricing Theory and Multifactor Models of Risk and Return
331
Residual SD of Each Stock 5
50%
Residual SD of Each Stock 5
100%
N
SD( e
P
)
N
SD( e
P
)
Equal weights: w
i
5
1/ N
4
25.00
4
50.00
60
6.45
60
12.91
200
3.54
200
7.07
1,000
1.58
1,000
3.16
10,000
0.50
10,000
1.00
Sets of four relative weights: w
1
5
0.65, w
2
5
0.2, w
3
5
0.1, w
4
5
0.05
4
36.23
4
72.46
60
9.35
60
18.71
200
5.12
200
10.25
1,000
2.29
1,000
4.58
10,000
0.72
10,000
1.45
Table 10.1
Residual variance with even and uneven portfolio weights
Perfect correlation means that in a plot of expected return versus standard deviation (such
as Figure 7.5), any two well-diversified portfolios lie on a straight line. We will see later
that this common line is the CML.
Diversification and Residual Risk in Practice
What is the effect of diversification on portfolio residual SD in practice, where portfo-
lio size is not unlimited? In reality, we may find (annualized) residual SDs as high as
50% for large stocks and even 100% for small stocks. To illustrate the impact of diversi-
fication, we examine portfolios of two configurations. One portfolio is equally weighted;
this achieves the highest benefits of diversification with equal-SD stocks. For compari-
son, we form the other portfolio using far-from-equal weights. We select stocks in groups
of four, with relative weights in each group of 70%, 15%, 10%, and 5%. The highest
weight is 14 times greater than the lowest, which will severely reduce potential benefits of
diversification. However, extended diversification in which we add to the portfolio more
and more groups of four stocks with the same relative weights will overcome this prob-
lem because the highest portfolio weight still falls with additional diversification. In an
equally weighted 1,000-stock portfolio, each weight is 0.1%; in the unequally weighted
portfolio, with 1,000/4 5 250 groups of four stocks, the highest and lowest weights are
70%/250 5 0.28% and 5%/250 5 0.02%, respectively.
What is a large portfolio? Many widely held ETFs each include hundreds of stocks, and
some funds such as the Wilshire 5000 hold thousands. These portfolios are accessible to
the public since the annual expense ratios of investment companies that offer such funds
are of the order of only 10 basis points. Thus a portfolio of 1,000 stocks is not unheard of,
but a portfolio of 10,000 stocks is.
Table 10.1 shows portfolio residual SD as a function of the number of stocks. Equally
weighted, 1,000-stock portfolios achieve small but not negligible standard deviations of
1.58% when residual risk is 50% and 3.16% when residual risk is 100%. The SDs for the
unbalanced portfolios are about double these values. For 10,000-stock portfolios, the SDs
are negligible, verifying that diversification can eliminate risk even in very unbalanced
portfolios, at least in principle, if the investment universe is large enough.
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Equilibrium in Capital Markets
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