Showing posts with label Tactical Asset Allocation. Show all posts
Showing posts with label Tactical Asset Allocation. Show all posts

Wednesday, May 2, 2012

How to Beat the Market, and Why Most Investors Don't

Despite the thousands of mutual funds and Advisors all purporting to offer a better approach to investing, it is universally acknowledged by practitioners and academics alike that two factors represent the most persistent and universal methods of capturing excess returns in markets:
  • Value factor: Cheaper companies tend to outperform the market over the next 5 years or so.
  • Momentum factor: Companies that have performed the best recently tend to outperform the market over the next few weeks or months. 
The chart below shows how the portfolios created using the traditional Value and Momentum factors have delivered above-average returns versus a buy and hold portfolio over the period from 1927 through 2011. Note that the momentum portfolio delivers excess returns of 3.9% per year while the value portfolio beats by 2.1%.

Source: Kenneth French Data Library

The research clearly shows that the momentum anomaly offers the greatest opportunity for outperformance. Further, this anomaly extends outside stocks to asset classes and even residential real-estate. The following chart from our two-page report on momentum shows how holding the top 2 and top 5 asset classes (out of 10 global asset classes) based on recent price performance (momentum) crushes portfolios consisting of the bottom 2 and 5 asset classes.


Source: Yahoo Finance, Butler|Philbrick|Gordillo & Associates

The overwhelming challenge for most investors is that, while these factors obviously work universally over time, they do not work all the time. In fact, as the chart below clearly shows, each of these factors periodically under-performs over periods as long as several years.


Source: Kenneth French Data Library, 
Butler|Philbrick|Gordillo & Associates

Unfortunately, it is very difficult to stick with a manager who under-performs despite the overwhelming evidence of the long-term efficacy of their value or momentum approach. This inevitably compels investors to move their portfolios from manager to manager chasing whichever factor has worked the best recently.

The following chart shows the average investor holding period for each category of mutual funds over the past 20 years. Note that the typical 3 to 4 year holding period shown below is generally insufficient to realize the majority of benefits from either a value or momentum approach, especially when most investors flock to a new strategy only after it has already delivered substantial recent outperformance.


Source: Dalbar, 2012

The negative impact of these portfolio switches to actual investor performance is staggering. The chart below, also from Dalbar shows how the average balanced investor has under-performed stocks by 5.69% per year and bonds by 4.38% over the past 20 years, and failed to keep up with inflation.


Source: Dalbar, 2012

It’s important to note that this tendency to herd is a universal human trait that can only be overcome with the acceptance that in markets, our instincts are ultimately destructive. As humans, we are hardwired to make the wrong investment decisions in the absence of a disciplined and systematic investment process. 

The lesson is quite simple: When you find a factor that is proven to work over the very long-term, and a manager who is committed to systematically harnessing that factor, stick with him through thick and thin!

For more information on the most persistent and pervasive excess return factor in markets, along with two other powerful techniques - volatility management and active diversification - just click the associated links!

Tuesday, August 23, 2011

Demographic Blues

The Federal Reserve Bank of San Francisco published a fascinating piece of research on Monday relating U.S. stock market performance to demographic trends. The results are not encouraging for long-term 'Buy and Hold' type investors.

By Zheng Liu and Mark M. Spiegel

Historical data indicate a strong relationship between the age distribution of the U.S. population and stock market performance. A key demographic trend is the aging of the baby boom generation. As they reach retirement age, they are likely to shift from buying stocks to selling their equity holdings to finance retirement. Statistical models suggest that this shift could be a factor holding down equity valuations over the next two decades.


Historical data suggests a strong relationship exists between the age distribution of the U.S. population and stock market performance. A key demographic trend is the aging of the baby boom generation. As they reach retirement age, Boomers are likely to shift from a bias toward saving and buying stocks, to selling their equity holdings to finance retirement. Statistical models suggest that this shift could substantially depress equity valuations over the next 15 years or more.

Without belaboring the mechanics of the study, the researchers analyzed trends in the proportion of middle-aged workers in the U.S. economy relative to the proportion of retired workers to forecast future stock market valuations. This research follows other studies which found that the booming markets of the 1980s and 1990s were largely attributable to the bulge bracket of baby boomers who were entering their prime saving and investing years during those decades.

In contrast, the current Federal Reserve study finds that, as the ratio of middle aged workers to retired persons is forecast to fall persistently through 2025 as the bulk of baby boomers retire, these same boomers will be withdrawing savings from stock and bond markets, thereby exerting slow but steady downward pressure on prices of financial assets, including stocks, for the foreseeable future.

The specific demographic ratio analyzed in the study is the M/O ratio, which is the population ratio of those aged 40 - 49 to those aged 60 - 69. This ratio broadly captures the number of people in prime saving and investing years relative to the number of people who are beginning to withdraw from savings to fund retirement. From 1981 to 2000 this ratio increased from 0.18 to 0.74 at the same time stock valuations rose from roughly 8 times earnings to almost 30, and the main U.S. stock market index exploded from 150 to almost 1500.


Source: Stockcharts.com

Sadly, the U.S. Census Bureau is forecasting exactly the opposite dynamic to play out over the next 15 years as boomers retire. As this demographic scenario unfolds, the Federal Reserve Bank's model suggests that stock prices will enter a persistent decline until 2021. Further, stocks are not expected to exceed their 2010 levels until 2027, after adjusting for inflation.

Key findings:

  • The M/O ratio explains about 61% of the movements in the P/E ratio during the sample period. In other words, the M/O ratio predicts long-run trends in the P/E ratio well.
  • Given the projected path for P/E* and the estimated convergence process, we find that the actual P/E ratio should decline from about 15 in 2010 to about 8.3 in 2025 before recovering to about 9 in 2030.
  • The model-generated path for real stock prices implied by demographic trends is quite bearish. Real stock prices follow a downward trend until 2021, cumulatively declining about 13% relative to 2010. 
  • Inflation adjusted stock prices are not expected to return to their 2010 level until 2027.
  • On the brighter side, as the M/O ratio rebounds in 2025, we should expect a strong stock price recovery. By 2030, our calculations suggest that the real value of equities will be about 20% higher than in 2010.
Source: Federal Reserve Bank of San Francisco

Interestingly, the conclusions from the Federal Reserve paper mirror the conclusions from our own proprietary 'Estimating Future Returns' models, which suggest investors should expect near zero returns after inflation for at least the next 15 years.


Source: Shiller (2011), DShort.com (2011), Chris Turner (2011), World Exchange Forum (2011), Federal Reserve (2011), Butler|Philbrick & Associates (2011)

While this outcome may appear inconceivable to many, I would urge you to examine the path of Japanese stocks from their peak in 1989 at almost 40,000 to their current price under 10,000. Japan suffered from too much debt and an unhealthy property sector, but these headwinds were amplified by another challenge which we in the West share (though not quite as badly): a declining share of working persons relative to retired persons.

Source: Stockcharts.com

Perhaps not surprisingly, U.S. stock markets have been tracking the performance of Japanese stocks since U.S. stocks peaked in 2000. When we overlay the two stock market indices and align their respective peaks, the resemblance is uncanny (and not a little bit shocking for 'Buy and Hold' investors). If we continue to track the Japanese experience, we may be setting up for another major drop, perhaps to new lows.
Source: Bloomberg, Ritholtz.com

You probably aren't hearing this message from pundits on TV or in the papers, or economists at the major banks or investment firms. However, I urge you to keep three thoughts in mind when you hear these experts speak:

1. If a person's job depends on them not knowing something, then they won't know it.

2. Investment firms make much higher margins from clients who hold or trade stocks or stock mutual funds than from clients who hold bonds or cash instruments like GICs or money market funds. As such, they have a strong incentive to keep clients invested in stocks and stock mutual funds at all times, per the 'Buy and Hold' approach.

So what is a person to do when long-term Canadian bonds are yielding 0.64% after inflation, and developed market stocks are likely to yield no returns (but probably typically high volatility) for the next 15 years or more?

At Butler|Philbrick & Associates, we have a plan. At its core, our approach embraces two major areas of differentiation:

  1. Broaden the investment opportunity set for portfolios to include international and emerging market stocks, real estate, commodities,etc. Cash is an asset class!
  2. Apply a proven process to decide which asset classes to own (including cash when markets are risky), and when to own them.
As a proof of the effectiveness of our approach in difficult markets, we published a study on how to profitably trade the Japanese bear market back in February (see here for full study). We have suspected for some time that the Japanese template was the most likely trajectory for developed stock markets over the next several years.

In the study, we applied our trend following approach to the Japanese stock market to see how it would have performed over its 21 year downhill roller coaster ride.

 
Source: Butler|Philbrick & Associates 

You can see in the chart that by taking advantage of both positive and negative trends using a simple timing system over this period, our technique delivered over 16% annualized investment performance, while never dropping more than 22.9% from any peak to trough (see "CAGR%" and "Max Total Equity DD" respectively in the table above the chart).

Pretty good results generally, but especially when they're compared with the 75% cumulative loss that most Japanese investors experienced by holding stocks over the past 20 years.

We are following a proven trend following model like the one above to deliver prospective returns for clients no matter what happens in markets. What are you (or your Advisor) doing to prepare for this potential investment outcome?

Friday, July 29, 2011

Adapt or Fail

The previous article in this series discussed the ebb and flow of stock markets as they move through long periods of strong and weak returns, often lasting 15 years or more at a time. As such, there are periods when investors can set their sails and ride the prevailing winds to a sunny investment horizon. Alternatively, there are long periods where markets go sideways or down, and where any growth in investment portfolios must necessarily come at the expense of someone else.
Unfortunately, our analysis suggests that we are in the early, or perhaps middle stages of a multi-year period of low market returns, where investors will need to ‘row’ their way to positive investment performance. During such ‘rowing’ periods it is important to consider active strategies that have the potential to provide substantial risk-adjusted returns in any type of market.
Heave Ho

One such rowing strategy was recently outlined in a paper entitled Optimal Momentum by Gary Antonacci. This paper has practical relevance because it closely mirrors the general principles we apply in our proprietary investment models for clients. In the study, Antonacci constructs an investment universe that broadly captures the set of global opportunities available to investors. We simplified the strategy presented in the paper slightly, and altered the investable universe in our study to accommodate the options available to Canadian investors by investing in Exchange Traded Funds (ETFs).
At any given time, our model was able to invest in any two of the asset classes below (in bold) via a corresponding ETF (in italics).
·      US Real Estate iShares Cohen & Steer Realty REIT
·      Gold Bullion - SPDR Gold Shares
·      Japanese Stocks iShares MSCI Japan Index Fund
·      European Stocks iShares S&P Europe 350 Index Fund
·      Cash - Barclays Low Duration Treasury
·      Asian Stocks (ex-Japan) iShares Pacific ex-Japan
·      US Treasury Bonds iShares Barclay 7-10 Yr. Treasury - 7-8 Yr.
·      US Stocks - Vanguard MSCI Total U.S. Stock Market

ETFs trade on the major stock exchanges just like regular stocks, but they behave largely like very low-cost index mutual funds. That’s because each Exchange Traded Fund, or ETF, is constructed to deliver the same performance as a very broad index of underlying securities. For example, investors can purchase a single ETF to experience the exact returns of the entire S&P/TSX Index, the S&P 500, theNasdaq, gold, European stocks, or a wide variety of other asset classes or indices.
In his paper, Antonacci presents a strategy that ranks the investment opportunities above based on how each investment has performed over the prior six months. The concept is based on the well-documented phenomenon in markets called ‘Momentum’, whereby securities that have done well over the recent past have a high probability of continuing their positive performance over the subsequent 1 to 3 month period.
Accordingly, in our study we ranked the above basket of investments at the end of each month according to their relative price performance over the previous six months. At the end of each month, we altered the holdings of the portfolio so that the portfolio always held the two most highly ranked investments. In other words, the portfolio adapted at the end of each month to hold the most prospective investments over the following month based on our ranking criteria.
Table 1.

SYMBOL
EXCHANGE TRADED FUND (ETF)/ INVESTMENT MODEL
ICF
US Real Estate - iShares Cohen & Steer Realty REIT
GLD
Gold Bullion - SPDR Gold Shares
EWJ
Japanese Stocks - iShares MSCI Japan Index Fund
IEV
European Stocks - iShares S&P Europe 350 Index Fund
SHY
Cash - Barclays Low Duration Treasury
EPP
Asian Stocks (ex-Japan) - iShares Pacific ex-Japan
IEF
US Treasury Bonds - iShares Barclay 7-10 Yr. Treasury - 7-8 Yr.
VTI
US Stocks - Vanguard MSCI Total U.S. Stock Market
To illustrate the effect of this ranking and rotation into the most prospective markets each month, in the diagram below, we tracked our model’s holdings for each month of the year 2008 in Figure 1. to demonstrate how the ETF holdings of our model change over time. The numbers represent the monthly total returns for each investment, and coloured squares identify the months where our model actually held the investment.
You can see that our model rotated into gold (GLD) and U.S. bonds (IEF) for the first 7 months of 2008, and then moved out of gold and into cash (SHY) for the remainder of the year.
Figure 1: Highlighted Monthly Model Holdings in 2008

January
February
March
April
May
June
July
August
September
October
November
December
VTI
-6.17%
-2.50%
-0.90%
4.89%
2.02%
-8.12%
-0.62%
1.46%
-9.24%
-17.48%
-8.01%
1.78%
IEV
-8.80%
-0.47%
1.18%
4.43%
0.41%
-9.34%
-2.57%
-3.97%
-12.36%
-21.25%
-6.72%
7.70%
EWJ
-4.29%
-1.49%
-1.28%
7.36%
1.96%
-7.47%
-3.77%
-4.92%
-6.57%
-15.57%
-3.78%
11.56%
EPP
-7.88%
-2.57%
-2.09%
7.76%
2.86%
-9.16%
-4.66%
-4.95%
-12.67%
-26.52%
-6.90%
9.45%
SHY
1.65%
1.03%
0.25%
-0.84%
-0.35%
0.24%
0.43%
0.47%
0.78%
1.10%
1.10%
0.56%
IEF
3.36%
1.24%
1.34%
-2.41%
-1.78%
1.14%
0.72%
1.53%
-0.14%
-0.87%
7.75%
5.15%
GLD
10.84%
5.23%
-6.00%
-4.16%
0.92%
4.52%
-1.44%
-9.29%
4.11%
-16.14%
12.57%
7.73%
   Source: Antonacci (2011), Butler|Philbrick & Associates (2011)

It Pays to Row


In terms of performance, our modified Antonacci Model achieved a 407% total return between 2003 and July 2011. In the same period, the S&P 500 index of the largest U.S. stocks returned 68% including dividends. This works out to an average annual return of 21.8% for our simple strategy versus 6.6% annualized for U.S. stocks. Further, while U.S. stocks were dropping over 50% in 2008 our Antonacci study portfolio delivered a positive return of 16.1% (see Figure 2 below). Figure 2. demonstrates the relative performance of our model in each calendar year relative to all of the available investments. Notice that from 2003 to 2011 our modified Antonacci Model never dropped out of the top half in terms of annual calendar-year performance, and never experienced a losing year.
Figure 2:
Source: Antonacci (2011), Butler|Philbrick & Associates (2011)
SYMBOL
EXCHANGE TRADED FUND (ETF)/ INVESTMENT MODEL
ICF
US Real Estate - iShares Cohen & Steer Realty REIT
EWC
Canadian Stocks - iShares MSCI Canada Index Fund
GLD
Gold Bullion - SPDR Gold Shares
EWJ
Japanese Stocks - iShares MSCI Japan Index Fund
IEV
European Stocks - iShares S&P Europe 350 Index Fund
SHY
Cash - Barclays Low Duration Treasury
SPY
US Large-cap Stocks - SPDR S&P 500 Index
ANT
Modified Antonnacci Model
EPP
Asian Stocks (ex-Japan) - iShares Pacific ex-Japan
IEF
US Treasury Bonds - iShares Barclay 7-10 Yr. Treasury - 7-8 Yr.
VTI
US Stocks - Vanguard MSCI Total U.S. Stock Market

Even more impressive, the modified Antonacci model’s worst full calendar year return was positive 10%, versus minus 35% or more for the major stock markets. In fact, the Antonacci model never dropped more than 10% from any peak to trough on its ride to the top, while markets dropped 50% or more!
The Long and Short

The take away from this study is that, if left alone, and especially during low-return periods, financial markets do not deliver returns in a consistent fashion.  As such, it is of paramount importance that any investment strategy be able to adapt over time as markets change - moving to bonds, cash or perhaps gold when markets are falling, or into the most prospective markets when markets are rising – rather than sticking with a constant allocation to one market or another over time, per the traditional approach.
After studying the performance of Antonacci’s momentum based strategy over the past decade and considering the returns that buy and hold investing delivered during the same period, it should be clear that a systematic adaptive investment strategy has the potential to add tremendous value in all types of market environments, and especially during highly uncertain and volatile times like today.
For more information about how adaptive, systematic strategies may work well for you, or to read our Estimating Future Returns piece, please visit us on the Web at  http://www.macquarieprivatewealth.ca/specialist/butlerphilbrick/case-studies .