Individual Stock Momentum - That Dog Won't Hunt

Dec. 18, 2014 8:03 AM ETAIMOX, ASMOX, AIONX, AMOMX, VUG, PDP, VOT, VBK, EFG, MTUM4 Comments
Gary Antonacci profile picture
Gary Antonacci

Editor's note: Originally published on November 10, 2014

Dead or dying academic ideas latched on to by unwary institutional investors litter the investment graveyard landscape. My new book, Dual Momentum Investing: An Innovative Strategy for Higher Returns with Lower Risk, describes some of these, such as the small cap premium, portfolio insurance, and portfolio diversification with passive commodities. Most of these occurred because of incomplete information or omitted variables.

Shortly after Rolf Banz published a paper based on his University of Chicago PhD dissertation that identified a small cap premium from 1936 through 1975, Dimensional Fund Advisors (DFA) and others quickly tried to exploit this "small cap anomaly." They learned later that this apparent anomaly was driven by a mistake in how researchers treated missing data for delisted stocks, many of which were small caps. As noted in my book, studies since then have shown that the small cap premium no longer exists and may never have existed.

Portfolio insurance was based on the elegant idea that you could synthesize protective options through a combination of stock buying and selling combined with short-term borrowing and lending. You could "insure" your portfolio using these synthetic options. However, what portfolio insurers failed to take into account was the short-term mean reverting nature of stocks. At that time, most academics thought stocks followed a random walk and had little or no auto-correlation, even though for many years stock exchange specialists made handsome mean reversion profits by trading against public order flow. Portfolio insurers quietly packed up their bags and disappeared not long after they first appeared.

In the mid-2000s, academics published studies showing that passive commodities could be a decent portfolio diversifier. Investors jumping on to that bandwagon failed to realize that very large inflows of speculative capital from institutional investors could eradicate the premium that had previously been flowing from hedgers to speculators. Front-running costs of over 3% annually from simultaneous rolling over index future contracts would also take its toll on speculative investor profits. After half a dozen years, there were new research papers showing that adding commodities to a stock/bond portfolio was no longer beneficial.

It may very well be that relative strength momentum applied to individual stocks is the latest academic concept doomed to failure because investors blindly following academics without seeing the bigger picture. Many academic studies of momentum ignore transaction costs, which can be significant. Not only is there high turnover in rebalancing momentum portfolios made up of individual stocks, but Lesmond et al. (2004) show that the stocks generating the largest momentum returns are the smallest, less liquid ones having higher trading costs.

A trading costs study by Frazzini et al. (2012) of AQR, covering 13 years of data in 19 developed markets, states that "...the main anomalies to standard asset pricing models are robust, implementable, and sizeable." However, Lesmond et al. conclude that "… the magnitude of the abnormal returns associated with these trading strategies [stock momentum] creates an illusion of profit opportunity when, in fact, none exists." As pointed out in our recent post, "Value and Momentum Revisited," Fischer et al (2014), using lower transaction cost estimates than Lesmond et al., also found that transaction costs negate much of the momentum profits from portfolios of individual stocks.

Transaction costs, however, are only half the story. Academic researchers validate cross-sectional relative strength momentum by looking at winners versus losers and segmenting the stock market into deciles, quintiles, quartiles, or terciles. According to Siganos (2007), beyond the first few extreme winners and losers, there is a continuous decline of momentum gains from larger momentum portfolios. Siganos found maximum momentum returns using a portfolio limited to the 40 top and bottom performing stocks.

Yet all publicly available stock momentum funds use more than 40 stocks, and some use ten times more than that! The iShares MSCI USA Momentum Factor Index ETF (MTUM) holds 125 stocks, and the PowerShares DWA Momentum Portfolio (PDP) has 100 holdings. The AQR Momentum Fund (AMOMX), AQR Small Cap Momentum Fund (ASMOX), and AQR International Momentum Fund (AIMOX) hold 479, 953, and 440 stocks, respectively. These represent nearly 50% of the underlying indexes from which these momentum funds draw their holdings. The annual expense ratios of AQR's momentum funds range from 0.50 to 0.90%. In contrast to this, you can invest in the underlying indexes from which AQR draws their dilute momentum holdings for a cost of only 0.05% per year. When you add in another 0.7% per year that AQR estimates as transaction costs for their quarterly rebalanced large/midcap momentum index, in my mind it raises serious questions about how investors can capture momentum profits from individual stocks.

Yet as they say, the proof is in the pudding. In Chapter 6 of my new book, I show readers a simple way to find style-based alternatives to so-called smart beta funds. In many cases, style-based ETFs with lower expense ratios and lower transaction costs offer similar or better performance than their "smart beta" counterparts. I thought it would be interesting to use the same technique to look at lower cost style-based alternatives to the largest and longest running publicly available funds that use momentum applied to individual stocks. The following comparative charts using momentum funds that can be accurately matched up with stylistic index funds begin at each momentum fund's inception date using the lowest cost class of momentum shares.

The stylistic equivalent fund to the AQR Momentum Fund, with an annual expense ratio of 0.50%, is the Vanguard U.S. Large Cap Growth ETF (VUG), with an expense ratio of .09%.

The stylistic equivalent fund to the PowerShares DWA Momentum Portfolio, with an annual expense ratio of 0.65%, is the Vanguard U.S. Mid Cap Growth ETF (VOT), with an expense ratio of .09%.

The stylistic equivalent fund to the AQR Small Cap Momentum Fund, with an annual expense ratio of 0.65%, is the Vanguard U.S. Small Cap Growth ETF (VBK), with an expense ratio of .09%.

The stylistic equivalent fund to the AQR International Momentum Fund, with an annual expense ratio of 0.65%, is the iShares MSCI EAFE Growth ETF (EFG), with an expense ratio of .40%.

The above charts give some evidence of why I am not a fan of using momentum with individual stocks. It should also be mentioned that relative strength stock momentum does little or nothing to reduce portfolio drawdown. To accomplish that, you need absolute momentum and/or cross asset diversification. In terms of both risk and return, momentum is more effective when used with asset classes or broad indexes, and when it incorporates trend-following absolute momentum, as described in my book.

Disclosure: No positions.

This article was written by

Gary Antonacci profile picture
Gary Antonacci has over 40 years experience as an investment professional focusing on underexploited investment opportunities. His innovative research on momentum investing was the first place winner in 2012 and the second place winner in 2011 of the prestigious Wagner Award for Advances in Active Investment Management given annually by the National Association of Active Investment Managers (NAAIM). His research introduced the investment world to dual momentum, which combines relative strength price momentum with trend following absolute momentum. Antonacci is author of the award-winning book, Dual Momentum Investing: An Innovative Approach to Higher Returns with Lower Risk, and is is recognized as a foremost authority on the practical applications of momentum investing. Antonacci received his MBA degree from the Harvard Business School in 1978. Since then, he has concentrated on researching, developing, and applying innovative investment strategies that have their basis in academic research. He serves as a consultant and public speaker on asset allocation, portfolio construction, and advanced momentum strategies.More about Antonacci and dual momentum can be found on

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