Asset Allocation. William Kinlaw

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warrant inclusion of the asset class. And if the addition of the asset class substantially impairs the portfolio's liquidity, it could become too expensive to maintain the portfolio's optimal weights or to meet cash demands, which again would adversely affect expected utility.

      We believe the following asset classes satisfy the criteria we proposed, at least in principle, though this list is far from exhaustive.

Cash equivalents Foreign developed market equities
Commodities Foreign emerging market equities
Domestic corporate bonds Foreign real estate
Domestic equities Infrastructure
Domestic real estate Private equity
Domestic Treasury bonds Timber
Foreign bonds Treasury Inflation Protected Securities (TIPS)

      The following groupings are often considered asset classes, but in our judgment fail to qualify for the reasons specified. Obviously, this list is not exhaustive. We chose these groupings as illustrative examples.

Art Not accessible in size
Global equities Not internally homogeneous
Hedge funds Not internally homogeneous and require selection skill
High-yield bonds Not externally heterogeneous
Inflation Not directly investable
Intermediate-term bonds Not externally heterogeneous
Managed futures accounts Not internally homogeneous and require selection skill
Momentum stocks Unstable composition

      In the next chapter, we describe the conventional approach to determining the optimal allocation to asset classes.

      1 Kaplan, S. and Schoar, A. 2005. “Private Equity Performance: Returns, Persistence and Capital Flows,” Journal of Finance, Vol. 60, No. 4.

      2 Kinlaw, W., Kritzman, M., and Mao, J. 2015. “The Components of Private Equity Performance,” Journal of Alternative Investments, Vol. 18, No. 2 (Fall).

      1 1. See Kaplan and Schoar (2005).

      2 2. See Kinlaw, Kritzman, and Mao (2015).

      THE FOUNDATION: PORTFOLIO THEORY

      E-V Maxim

      Expected Return

      Markowitz showed that a portfolio's expected return is simply the weighted average of the expected returns of its component asset classes. A portfolio's variance is a more complicated concept, however. It depends on more than just the variances of the component asset classes.

      Risk

      The variance of an individual asset class is a measure of the dispersion of its returns. It is calculated by squaring the difference between each return in a series and the mean return for the series, and then averaging these squared differences. The square root of the variance (the standard deviation) is usually used in practice because it measures dispersion in the same units in which the underlying return is measured.

      To quantify co-movement among security returns, Markowitz applied the statistical concept of covariance. The covariance between two asset classes equals the standard deviation of the first times the standard deviation of the second times the correlation between the two.

      The correlation, in this context, measures the association between the returns of two asset classes. It ranges in value from 1 to –1. If the returns of one asset class are higher than its average return when the returns of another asset class are higher than its average return, for example, the correlation coefficient will be positive, somewhere between 0 and 1. Alternatively, if the returns of one asset class are lower than its average return when the returns of another asset class are higher than its average return, then the correlation will be negative.

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