Alternative Investments. Black Keith H.

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      Part 1

      Asset Allocation and Institutional Investors

      CHAPTER 1

      Asset Allocation Processes and the Mean-Variance Model

      This is the first of two chapters discussing asset allocation, with a focus on the decision-making process of asset allocators who consider portfolios consisting of traditional as well as alternative asset classes. This chapter describes the basic steps of the asset allocation process followed by a typical asset allocator. The objectives and constraints that apply to different types of asset owners are presented, and the important features of strategic and tactical asset allocation approaches are discussed. The chapter then explains the mean-variance approach, which is the best-known quantitative approach to allocation. Finally, some important limitations of the mean-variance approach are discussed.

      1.1 Importance of Asset Allocation

      Asset allocation refers both to the process followed by a portfolio manager to determine the distribution of an investor's assets to various asset classes and to the resulting portfolio weights. The allocation is determined to meet one or more objectives subject to a set of constraints set by the investor or dictated by the markets. An objective might be to maximize the expected value of a portfolio at a certain date subject to a set of constraints either established by the investor, such as a maximum level of return volatility or a maximum exposure to certain sectors, or dictated by the markets, such as no short selling of certain assets and a minimum investment level demanded by hedge fund managers.

      While asset allocation refers to composition of an investor's portfolio in terms of different asset classes, we define security selection as the process through which holdings within each asset class are determined. For example, the asset allocation process may suggest that 20 % of an investor's portfolio should be allocated to hedge funds, while security selection in this case is concerned with the hedge fund managers that are eventually selected for the investment purpose.

      The importance of asset allocation versus security selection has been the subject of a long-running and controversial debate. The basic question is: Which of these two decisions has a larger impact on a portfolio's performance? As it turns out, the answer to this seemingly simple question is not that simple and, in some sense, it is impossible to provide.

      First, we must specify whether the performance of a diversified or a concentrated portfolio is being measured. Clearly, the performance of a concentrated portfolio that consists of some allocation to cash and the rest to a single stock is mostly determined by the security selection decision. A significant portion of the characteristics of this portfolio's performance through time will depend on the choice of the single stock that constitutes the risky part of the portfolio. The choice of allocating a portion of the portfolio to cash will have some impact on the portfolio's performance, but it will be relatively small. In contrast, security selection is likely to have only a minor impact on the portfolio's performance if its equity portion consists of several thousand stocks that are listed around the world.

      Second, we need to specify what is meant by portfolio performance. Is the impact of asset allocation on expected monthly return the sole criterion for evaluating the importance of asset allocation? How about higher moments of the return distribution or the beta of the portfolio with respect to some benchmark? As will be discussed, what is meant by performance will have an impact on the importance of asset allocation.

      One of the most notable studies on the importance of asset allocation was published in 1986 by Brinson, Hood, and Beebower (BHB). The authors regressed the quarterly rates of return reported by a group of U.S. pension funds against passively managed benchmarks that were created using the weights proposed by the investment policy statements of the pension funds. The goal was to examine the relationship between the actual performance of the funds and the performance that would have been realized had the funds invested their capital in passively managed market indices according to the weights set forth in their investment policy statements. The average r-squared of these regressions exceeded 90 %. Although BHB were clear in presenting their results, the rest of the investment community took the reported r-squared figure and made the blanket statement that more than 90 % of the performance of these pension funds could be explained by the asset allocation decision described in the investment policy and that less than 10 % of the performance could be explained by the active management decisions of the portfolio managers, such as security selection and tactical tilts. This would be the right conclusion if by performance one means the return volatility of the portfolio through time. However, this would be an incorrect conclusion if by performance one means the average return itself through time. In other words, BHB never claimed that 90 % of the average return on diversified portfolios could be explained by the asset allocation decision.

      As discussed in the CAIA Level I book, the r-squared of the regression tells how much of the variation in the dependent variable can be explained by variations in the independent or explanatory variables. In other words, the BHB study only confirmed that more than 90 % of variability in the realized returns of fully diversified portfolios could be explained by the asset allocation decision. More important, it did not say anything about the impact of asset allocation on the average return on those pension funds. The study had a lot to say about the second moment of the funds' return distribution and very little about the first moment of their return distribution. Further, the sample included fully diversified portfolios and therefore could not consider the importance of security selection because the portfolio managers had already decided to fully diversify and not to hold concentrated positions in securities that they considered to be undervalued. In short, the study was not meant to answer some of the most important questions faced by asset allocators, but it did spur a large set of studies that have gradually provided answers to practitioners.

      Three important questions that could be asked and answered regarding the importance of asset allocation for the performance of diversified portfolios are:

      1. How much of the variability of returns across time is explained by the asset allocation framework set forth in the investment policy? That is, how many of a fund's ups and downs are explained by its policy benchmarks? The impact of asset allocation on time variation was studied in BHB. Since then, a number of studies have reexamined this question (Ibbotson and Kaplan 2000). These studies generally agree that a high degree (85 % to 90 %) of the time variation in diversified portfolios of traditional assets is explained by the overall asset allocation decisions of asset owners and portfolio managers. Therefore, if an asset allocator wants to evaluate the expected volatility of two diversified portfolios, then the asset allocation policies of the two funds will be very informative.

      2. How much of the difference in the average returns among funds is explained by differences in the investment policy? That is, if the average returns of two diversified funds are compared, how much of the difference in relative performance can be explained by differences in asset allocation policies? The answer depends greatly on the sample, but most studies show that less than 50 % of the difference in average returns can be explained by differences in asset allocation. Other factors – such as asset class timing, style within asset classes, security selection, and fees – explain the remaining differences. Therefore, if an asset allocator wants to evaluate the expected returns of two diversified funds, asset allocation policies of the two funds will be useful, but other factors should be taken into account.

      3. What portion of the average return of a fund is explained by its asset allocation policy? In this case, we are considering the absolute performance of a fund. That is, suppose the realized average return on a fund is compared with the return on the fund if the manager had implemented the proposed asset allocation using passive benchmarks. How do these two performances compare? Does the manager outperform the passive implementation of the asset allocation policy? This appears to be the most relevant СКАЧАТЬ