Global Financial Management

Historical Behavior of Asset Returns

Copyright 2001 by Campbell R. Harvey. All rights reserved. No part of this lecture may be reproduced without the permission of the authors.

Latest Revision: April 2001



Cumulative Experience of Five U.S. Asset Classes

The historical experience of domestic U.S. asset returns is detailed below. Six basic categories are considered: U.S. Treasury bill returns, longer-term U.S. government bond returns, corporate bond returns, NYSE-AMEX equity returns and small stock returns. These asset classes are informally organized by "risk." That is, most people would consider Treasury bill returns relatively risk-free compared to a portfolio of low capitalization (market price times number of shares outstanding) equities.

One of the main exercises in finance is to understand the tradeoff between risk and return. One of the assumptions that we commonly make is that investors are risk averse. That is, to get people to buy equity vs. a Treasury bill, you have to offer a higher return (to compensate them for the risk).

The historical analysis of these asset classes supports the basic idea that there is a positive relation between risk and reward. Consider cumulative wealth indices of these investments. These indices assume that $1 is invested in December 1925 and all proceeds are reinvested (tax free) into the same asset class.

The graph also shows the progress of inflation. Notice the ordering. The cumulative wealth indices exactly mimick our informal intuition about risk. Treasury bills provided the lowest cumulative return and the smallest capitalization equities provided the highest return.

The difference between highest and lowest is rather dramatic. A $1,000 investment in small cap equites would have been worth over $8.0 million by 2000 where as the Treasury bill investment was worth only $15,600. In part, this is a result of compound interest.

Average Performance of U.S. Asset Classes

The average monthly returns and standard deviations suggest a less dramatic, but still impressive difference between the asset classes.

There are, of course, some common features. As expected from the cumulative wealth analysis, the smallest monthly return is the Treasury bill and the highest is the smaller capitalization equity portfolio. But this graph contains addition information. The volatility of each asset class's return is also presented (standard deviation of the monthly returns).

Except for the Treasury bill, the volatility is always greater than the average return. For the equity returns, the volatiity if very high. For example, for the S&P 500 equity portfolio, the average return is approximately 22% per year and the volatility is approximately 13%. A one standard deviation band around the mean covers -5% to +7% on a monthly basis. If the data were normal, this covers 66% of the possible outcomes. A two standard deviation confidence interval would be -11% to +13% in any month. This shows that equity returns are very volatile.

Often the average returns are presented on an annualized basis. We usually use geometric averaging rather than arithmetic averaging. That is, if the average return is 1% per month, the arithmetic average annual return is 12% (12 times 1%). However, if we receive 1% each month and reinvested it, we would be left with a 12.7% gain at the end of the year. We almost always want our statistics to reflect real investment gains or losses.

The volatility is also expressed as an annual measure. In this case, we do not multiply the monthly volatility by 12. If we were working in terms of variances (volatility or standard deviation is the square root of the variance), we would multiply by 12. For volatility, we multiply by the square root of 12. Hence, for the S&P 500, the average annual volatility is less than 20%.

Risk and Reward of U.S. Asset Classes

The last item to notice is that the exact ordering of average return and our perceived risk is not replicated in terms of the asset class volatility. While it is true that the equities have the highest volatility and the Treasury bill has the lowest, the bond volatilities appear out of order. That is, the corporate bond has a higher return and a lower volatility than the U.S. government bond. This can be easily seen in the next exhibit.

This graph, which will become a common tool, graphs expected return (Y-axis) against volatility (X-axis). It is sometimes called a mean-standard deviation graph (also mean-variance, or reward to risk). Risk averse investors prefer more return to less and less risk to more. That is, we prefer to be as high as possible and to the left (preferences in northwest direction).

Noice that the long-term corporate bond has higher expected return and lower volatility than the U.S. government bond. It plots above and to the left of the government bond. If we had only two assets to choose among, we would invest in the corporate bond. It dominates an investment in the government bond in terms of mean and standard deviation.

Technically, we refer to this as "unconditional" dominance. It is unconditional because the expected return is proxied by a long historical average. As an investor, we really care about the future returns. The future average return is not necessarily the historical average return. When we refine our analysis and develop forecasting models for returns and variances in the Global Tactical Asset Allocation course, we will examine "conditional" dominance.

How Volatile are Equities?

We have seen that investment performance of the S&P 500 is highly variable on a monthly basis. In return, the returns offered by this investment by far exceed those offered on high quality fixed income investments (corporate or government). However, we usually hold these investments for more than one month. How does the investment holding period affect our inference about performance.

Below the returns to overlapping 12 month holding periods are presented. That is, one investment is from December 1925 to December 1926. The next investment is from January 1926 to January 1927 and so on. Notice that there are many more positive investment returns than negative ones. Nevertheless, there are periods of serious wealth erosion - especially during the Great Depression (notice that the "crash" of 1987 barely shows up on this graph!)

Next, the holding period is increased to five years. While there are still negative episodes, the maximum drawdown (negative return) is much more limited. In the post-1945 sample, there are only a handful of 5 year periods with a negative return (in the mid-1970s).

Finally, examine 10 year holding periods. There are no instances in the post 1945 period where the average return has been negative. In the last 10 years, the average 8-year returns have been averaging about 13% per year.

The lesson here is that one must often look beyond the monthly statistics to get an appreciation for equity volatility. Over a longer holding period, the bad outcomes are often offset by good outcomes. This exercise shows why equity investment has been popular for the longer term investor.

International Investment

It used to be that the U.S. commanded well over half of world equity market capitalization. Currently, the U.S. share of world market capitalization is only about 35%. See Harvey P10. Many U.S. investors are looking offshore to diversify their portfolio holdings.

Consider a number of different portfolios: the Morgan Stanley Capital International (MSCI) world portfolio, the MSCI Europe and Far East (EAFE), the MSCI U.S. (very much like the S&P 500 portfolio), the International Finance Corporation (IFC) Asia emerging markets portfolio, the IFC Latin American portfolio and the IFC emerging market composite portfolio. These data begin in 1970 for the MSCI data and 1985 for the IFC data. For a desciption of the data see Harvey P32 and Bekaert and Harvey P33.

Although it is difficult to see, the U.S. average return performance is the lowest of all the asset classes. The Latin American portfolio produced double the average returns compared to the U.S. This includes the terrible performance that Mexico experienced in December 1994-February 1995 and the fallout in the other emerging markets. However, we must keep in mind that the risk of this investment is different. Indeed, the volatility of this investment is about double the U.S. volatility. [Again, volatility as a risk measure is usually only appropriate when comparing mutually exclusive investment opportunities.]

The mean-standard deviation graph provides additional insights regarding the performance of these asset classes.

In particular, focus on the U.S. and the world portfolio. The world portfolio has higher average return and lower standard deviation. It suggests that a U.S. investor trying decide on a purely domestic or a mixed domestic/international strategy should choose the mixed domestic/international strategy. This strategy dominates the pure U.S. investment. These results are consistent with the analysis presented in Harvey P10. Harvey's results may have been sensitve to the sample (his data ended in May 1989.) The above shows that even after including the period of poor Japanese performance (beginning in 1989), the U.S. portfolio is an unconditionally dominated investment.

A Framework for Risk and Return

While these graphs tell us that one investment might dominate another investment, it does not tell us how to form a portfolio. That is, it is not often the case that the investor chooses among mutually exclusive opportunities. The decision is to how to allocate our investment among a number of asset classes (the so-called "top down" decision). There is also a decision as to how to allocate our investment within each asset class (i.e. chose the particular government bonds that you would like to hold, the so-called "bottom up" decision.)

Later in the course, we will operationalize these decisions using the same mean-standard deviation framework. There will also be extensions to other alternative evaluative methodologies.


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