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Sunday, January 24, 2010

Smart Money Asset Allocation Review

Recent market volatility marked the first serious drop since November last year. It is timely to review how smart investors have prepared and reacted to such a change. The following analysis is based on ValidFi's real time asset allocation analysis tool for mutual funds.

First, let's take a look at several best performing moderate asset allocation funds in the last 3 years.

The following are beta (asset exposure) changes of the stock market (using Vanguard Total Stock Market Index VTSMX as the proxy) for moderate allocation funds Janus Balance (JABAX), FPA Crescent (FPACX), Waddell & Reed Asset Strategy (WYASX) and Ivy Asset Strategy (WASYX). Notice also the beta reduction does not mean the manager actually makes a physical asset reduction in his portfolio. It could mean that his portfolio has been positioned defensively (such as more heavily in defensive sectors such as consumer staples). Same is true for beta increase also.

jabax_1202010

fpacx_01202010

wyasx_01202010

wasyx_01202010

Taking into account S&P 500 index (SPY)'s 2% year to date drop, one could see that all of these funds have reduced their exposure to equity somewhat. Notice further that other than FPACX, the other three funds reduced their exposure right at the beginning of year. Such a move apparently reveals the year end asset rebalancing. It seems to be very prudent and timely to make such reductions (or a rebalancing act). Also, notice both Waddell & Reed and Ivy made drastic reductions on days 1/14 and 1/15.
On the other hand, if we look at funds with under exposure going to the new year, such as Vanguard Wellesley Income (VWINX) and GMO Benchmark-Free Allocation (GBMFX), these funds actually increased their equity exposures during this correction period:

vwinx_01202010

gbmfx_01202010

Currently, ValidFi's Guru Asset Allocation Clone with Diversified Bonds portfolio has the following asset mix: 25% short term bond allocation (SHY and CSJ), 7.41% high yield bond (HYG or JNK) and the rest is in stocks (SPY, EFA, EEM), REIT (IYR or ICF) and gold GLD.

holdingpiechart_P_Guru_Asset_Allocation_Clone_with_Diversified_Bonds

All in all, from the above, we could infer that smart money managers do not expect a drastic stock market melt down (at least at this moment) while they are making timely move to adjust their asset exposure to the right mix. One should definitely reduce equity exposure if he/she has over exposure to this asset. On the other hand, for those whose equity exposure has been under the target allocation,  it might be prudent to gradually increase the allocation.

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Tuesday, September 29, 2009

Time to Rebalance Your Portfolios

Portfolio rebalancing is perhaps the only 'free' lunch once you have set a strategic portfolio allocation based on your risk profile. Numerous articles have been published to study the pros and cons of portfolio rebalancing. The key factors behind portfolio rebalancing are:
  • Risk and return control: when certain assets have appreciated too much, you would like to "take some money off the table" by selling portions of assets to bring back to your preset allocation targets. When certain assets have gone down too much, you would like to "buy cheap" so that you could take the "on sale" opportunity.
  • Psychological feeling: when your portfolio allocation is out of balance, the over weight or under weight will give you uneasy feeling. Such a feeling is best described as the urge to do something in behavioral finance. Investors so often want to do something about their investment and most of time, they venture into markets without a clear guideline on their portfolio allocation. By the time they realize, their portfolio is out of whack and very often, they also lose money. Portfolio rebalancing with target allocations fixed is a sensible safe guideline to curb such "random" behavior.
As stock and other assets have appreciated so much recently (see the following table), the uneasy feeling on a looming correction is on everyone's mind. Now that we are approaching the end of third quarter,  it is time to have a checkup on your portfolios. 
Major Asset Performance
as of 9/25/2009, sorted by 13 weeks performance

Description
Symbol
1 Week
4 Weeks
13 Weeks
26 Weeks
52 Weeks
US Equity REITs
VNQ
-5.38%
3.39%
33.72%
71.82%
-29.51%
International REITs
RWX
-3.54%
3.64%
22.04%
58.26%
-11.72%
Emerging Market Stks
VWO
-1.94%
6.28%
18.57%
56.09%
10.61%
International Developed Stks
EFA
-2.43%
2.22%
18.04%
45.45%
-6.10%
Frontier Market Stks
FRN
-1.31%
5.61%
17.89%
60.39%
-5.25%
US Stocks
VTI
-2.40%
1.79%
15.16%
30.68%
-11.42%
US High Yield Bonds
JNK
0.84%
5.94%
13.83%
38.80%
10.95%
Emerging Mkt Bonds
PCY
0.04%
3.72%
13.43%
26.74%
22.77%
International Treasury Bonds
BWX
0.05%
2.95%
6.49%
13.47%
10.91%
Municipal Bonds
MUB
0.47%
2.58%
5.93%
7.20%
10.80%
US Credit Bonds
CFT
1.06%
1.62%
5.54%
15.49%
16.50%
Gold
GLD
-1.69%
3.33%
5.10%
6.96%
11.96%
Total US Bonds
BND
0.46%
0.81%
2.29%
4.33%
7.13%
Intermediate Treasuries
IEF
1.10%
0.93%
1.89%
-2.87%
6.96%
Mortgage Back Bonds
MBB
0.31%
0.62%
1.57%
2.06%
7.93%
Treasury Bills
SHV
-0.02%
-0.01%
-0.03%
0.07%
0.60%
Commodities
GSG
-2.24%
-5.34%
-2.92%
12.76%
-47.54%
The most popular rebalancing method is to periodically rebalance monthly, quarterly or annually rebalancing. For people who would like to be more active, opportunistic rebalancing strategy proposed by Gobind Daryanani from TD Ameritrade Institutional has shown to be effective if proper parameters are chosen. The opportunistic rebalancing method examines a portfolio periodically (such as biweekly). For those assets whose allocations are out of certain preset threshold (such as 20% more or less than the target percentage), these assets are rebalanced back to their target allocation percentages. For example, an asset with 30% target allocation would be rebalanced back to its 30% target if its allocation is over 36% or under 24%.  The following table compares the performances of three methods: no rebalancing, annual rebalancing, quarter rebalancing and opportunistic rebalancing (monthly check and 20% band) on a Roger Gibson Five Asset Portfolio.

Annualized  Return
Last 5 Years
Last 3 Years
Last 1 Year
Since 12/31/1997
Opportunistic Rebalancing Monthly 20% Band
3.39%
-3.35%
-15.67%
5.61%
Roger Gibson Annual Rebalancing
2.37%
-4.4%
-17.6%
5.41%
Roger Gibson Quarterly Rebalancing
3.09%
-3.7%
-16.15%
5.31%
Roger Gibson Monthly Rebalancing
2.35%
-4.65%
-17.84%
4.92%
Roger Gibson No Rebalancing
1.69%
-5.85%
-18.77%
4.17%
It should be noted that there are various parameters to be set for the opportunistic rebalancing method. Some of them are not as good as even a periodical rebalancing. However, rebalancing in some way definitely helps to improve your portfolio performance. Interested readers could further compare the risk (standard deviation and maximum drawdown) for these portfolios (and their various settings) from here.
It is also interesting to apply timing techniques to portfolio rebalancing.  In our previous article we showed that applying timing to a diversified portfolio could reduce risk and enhance return. Using this in a portfolio rebalancing manner deserves a separate serious study.

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Wednesday, September 16, 2009

Market Timing Strategies Based on Financial and Sentiment Indicators

Market timing strategies have been controversial: academics published many studies in this subject and most of them concluded that it is useless to pursue market timing. On the other hand, practitioners have been using this for many years (explicitly or implicitly). In a paper published by Neuhier and Schlusche in Feb. 2009, titled as Data Snooping and Market-Timing Rule Performance, the study examined stock market timing strategies based on various combinations of financial and sentiment indicators. The paper's conclusion is mostly negative on those strategies based on historical simulation during the period from 1981 to 2007. With the recent market upheavals, it is interesting to revisit these strategies by including the period since 2007 to now.

The basic idea behind these strategies is to remain invested in the stock market when expected returns are high and switch to cash investments when the market is expected to underperform. Investors long securities but temporarily exit the market and switch to holding cash in bad times based on certain timing indicators. By avoiding exposure to stock market during the weakest months and being long during the rest of the time, one would hope to reduce risk and achieve a reasonable return. The key to measure the performance of these strategies should include the risk factors such as maximum drawdown (measured as the maximum from a peak to a following trough percentage), standard deviation and Sharpe ratio (the so called risk adjusted return).

ValidFi recently released various stock market timing strategies based on the description from the paper. These strategies and their model portfolios are now lively monitored on validfi.com. These strategies employ the following indicators:
  • Financial indicators
    • Earning to price: essentially this is the S&P 500 PE ratio.
    • Dividend yield: this indicator is tracking S&P 500 companies' aggregate dividend yields in the past 12 months.
    • Dividend payout ratio: S&P 500 dividend payout ratio.
    • Bond to equity: the relative bond yield and earning yield relationship. The so called Fed model is one version of this.
  • Interest rate indicators
    • Long term interest rate: based on long term Treasury bond yield. This indicator is sensitive to long term inflation expectation.
    • Short term interest rate: based on short term Treasury bill yield.
    • Maturity spread: the difference between long term and short term bond yields.
    • Credit spread: the difference between high yield (junk) bond and the investment grade corporate bond yield. The bigger the spread, the higher investors' risk appetite is.
    • Expected inflation: difference between nominal and real interest rate.
  • Sentiment indicators
    • CBOE equity put/call ratio: the short term total equity put volume over the short term total equity call volume.
    • CBOE S&P 500 implied volatility VIX: the implied volatility of short term option contracts on S&P 500 index. This indicator is also called 'fear factor'.
In these strategies, several threshold values of the indicators are considered. They are either a historical value, such as the moving average or a certain percentile or a fixed number. Other parameters include delay days (number of days waited to take an equity position after a switching signal) and waiting days (minimum number of days to keep a position after switching).  The model portfolios have various parameter settings. In general, we find using SMA30 or SMA120 (30 or 120 days Simple Moving Average) are the most natural ways to set the parameters even though they might not be the best parameters.

The following table illustrates the performance of these strategies with the best parameter settings. From the table, one could see that financial indicator long term interest rate, interest rate indicator credit spread and the sentiment indicator put/call ratio have the best Sharpe ratios in the period monitored. The long term interest rate, being sensitive to the economic condition, surprisingly has an excellent predictive effect since 1963. On the other hand, the expected inflation based strategy has quite a bit under performance. We believe it might be due to the inaccurate estimate methodology used.
Table 1: The Best Performance Portfolio of Each Market Timing Strategy
(From start date to 9/9/2009)
Timing on S&P 500 Index
Timing
Timing
Buy and Hold S&P 500 Index (dividend is not reinvested)
Buy and Hold
Buy and Hold
Indicator
Parameters
AR
Sharpe
Start Date
AR
Sharpe
Long Term Interest Rate
SMA30, 5, 5
9.58%
0.481
4/1/1987
5.78%
0.148
Short Term Interest Rate
SMA30,1,1
4.82%
0.081
1/1/1963
6.16%
0.142
Maturity Spread
SMA30, 5, 5
3.37%
-0.041
1/1/1963
6.16%
0.142
Earning to Price
SMA30, 1, 1
6.27%
0.271
1/1/1990
5.60%
0.158
Dividend Yield
SMA30, 1, 1
3.26%
0.053
1/1/1990
5.60%
0.158
Bond to Equity
SMA30, 1, 1
6.54%
0.253
1/1/1990
5.60%
0.158
Dividend Payout Ratio
SMA120, 5, 5
6.57%
0.307
1/1/1990
5.60%
0.158
Credit Spread
SMA30, 1, 1
8.53%
0.404
1/1/1997
2.66%
0.019
VIX
SMA30, 5, 5
4.17%
0.137
1/1/1991
6.29%
0.201
Expected Inflation
SMA30, 1, 1
1.72%
0.004
1/1/2003
2.44%
0.035
Put/Call Ratio
SMA30, 5, 5
7.54%
0.377
1/1/2004
-1.28%
-0.137
Learning
256, 256
5.85%
0.237
1/1/1990
5.60%
0.158
Voting
0.6, 1 month
4.22%
0.107
1/1/1990
5.60%
0.158

In addition to the live strategies mentioned above, ValidFi also maintains a 360 degree market view page to monitor various indicators and most asset classes trends.

This article only serves as an introduction to the above strategies. We will have more follow up articles to discuss individual strategies in more detail.

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Tuesday, September 8, 2009

Recent Gurus' Asset Allocations

With summer fading away, we now suddenly find ourselves in September, one of the worst months for the stock market. It is thus a good time to check up your portfolio and make necessary adjustments if it is necessary.

In the previous article, we introduced ValidFi's Guru Asset Allocation Watch and strategies. The Guru Asset Allocation Clone strategy applies ValidFi's proprietary algorithm to detect a mutual fund's asset exposure and utilizes the derived information to make necessary asset allocation decision for each month. The risk adjusted performance of the strategy is fairly impressive for the past ten years. Readers could examine one of its model portfolios for more information.

The portfolio recently made a noticeable asset allocation change on August 31st. 2009. The following table compares its August and September allocations (notice that the funds used to represent the asset classes could be replaced by ETFs such as SPY, EFA, IYR, TIP, CIU or CFT, BWX, EEM, HYG or JNK and BND or AGG).

Asset August Allocation September Allocation
VBMFX 0.00% 0.00%
VFISX 20.47% 0.00%
VWEHX 0.56% 2.31%
VEIEX 3.50% 5.08%
TGBAX 10.25% 0.00%
VFICX 15.09% 46.52%
VIPSX 10.80% 27.98%
VGSIX 0.03% 0.06%
GLD 0.00% 0.00%
VGTSX 2.96% 1.96%
VFINX 36.34% 16.08%
Stock Exposure 42.83% 23.18%

From the above table, the most noticeable changes are:
  • Total stock exposure: reduced from 42.83% to 23.18%
  • Fixed income allocation: big increase to Investment Grade Corporate Bond (VFICX) and Inflation Protected Treasury Bond (VIPSX)
The September allocation is very defensive.

Let us further examine the recent allocation moves for several top performing allocation funds.
The following picture illustrates Vanguard Wellesley Income Fund (VWINX). We could see the fund made noticeable reduction in equity exposure during August.

VWINX_AA_092009

The other top allocation fund, GMO Benchmark-Free Allocation GBMFX has the following allocation trend:

GBMFX_092009

Again, the fund made equity reduction during the August time frame.

Readers are encouraged to take advantage of the ValidFi's Real Time Asset Allocation tool to find out asset allocation trends of your favorite funds. It is free but requires a registration during its Beta testing period.
To summarize, several great asset allocation investors have made a very defensive move. Even if you don't want to change your asset allocation right now, it pays to keep an eye on this.


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