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Tactical Asset Allocation For The Real World

Managing risk via tactical asset allocation (TAA) offers a number of encouraging paths for limiting the hefty drawdowns that take a toll on buy-and-hold strategies. But what looks good on paper can get ugly in the real world. There’s a relatively easy fix, of course: consider the total number of trades associated with a strategy as another dimension of risk. The dirty little secret is that many TAA backtests don’t survive the smell test after considering the impact of trading frictions – particularly for taxable accounts. Deciding where to draw the line for separating the practical from the ridiculous varies, based on the usual lineup of factors – an investor’s risk tolerance, time horizon, tax bracket, etc. But there’s an obvious place to start the analysis. Let’s kick the tires for some perspective using some toy examples. An obvious way to begin is by using the widely cited TAA model outlined by Meb Faber in what’s become a staple in the literature for this corner of finance – “A Quantitative Approach to Tactical Asset Allocation.” The original 2007 paper studied the results of applying a simple system of moving averages across asset classes. The impressive results are generated by a model that compares the current end-of-month price to a 10-month average. If the end-of-month price is above the 10-month average, buy or continue to hold the asset. Otherwise, sell or hold cash for the asset’s share of the portfolio. The result? A remarkably strong return for the Faber TAA model over decades, in both absolute and risk-adjusted terms, vs. buying and holding the same mix of assets. The question is whether running the Faber model as presented would be practical after deducting trading costs and any taxable consequences? Let’s ask the same question for two other simple strategies: Percentile strategy: apply the rules in Faber but limit the buy/hold signal so that it only applies when the asset price is above the 70th percentile for the ratio of the price above the trailing 10-month average. The same logic applies in reverse for the sell signal: the asset price is below the 30th percentile for the ratio of price below the 10-month moving average. For signals between that 30th-70th percentile range, the previous signal remains in force. Relative-strength strategy: apply the Faber rules but limit the buys to assets in the top half of the performance results for the target securities, based on the trailing 10-month results. The same rule applies in reverse for triggering a sell signal. In other words, sell only assets in the bottom half of the performance results via the trailing 10-month period if a sell signal applies . Note that for all strategies, the signals are lagged by one month to avoid look-ahead bias. To test the strategies, we’ll use the following portfolio (see table below), which consists of 11 funds representing a global mix of assets, spanning US and foreign stocks, bonds, REITs and commodities. In essence, this is a global twist on the standard 60%/40% US stock/bond mix. The initial investment date is the close of 2004 with results running through this month as of Feb. 26. All the models start with the same allocation. The chart below compares the results for the three strategies and a buy-and-hold portfolio. The Faber model delivers the best results. A $1 investment in the strategy at 2004’s close was worth roughly $1.48 as of last Friday. The Relative Strength model was in second place at $1.39, followed by the Percentile Strategy ($1.34) and Buy and Hold ($1.20). Raw performance data tells us that the Faber model is the winner. Note, too, that all three TAA models deliver superior results in risk-adjusted terms. For instance, historical drawdown for the three strategies is relatively light compared with the Buy and Hold model. In particular, the Buy and Hold portfolio suffers a hefty drawdown in excess of 40% in 2008-2009 whereas the three TAA models never venture below a roughly 10% drawdown. Given what we know so far, it appears that the Faber model is the superior strategy via a mix of strong performance and limited drawdown risk. But the results look quite a bit different once we add in the dimension of total trades associated with each strategy. Buy and Hold, of course, excels on this front. But the lack of trades (or trading costs) is more than offset by the steep drawdown for Buy and Hold. The question, then, is what is the superior TAA model if we consider real-world costs? The numbers provide the answer via a summary of total trades for each strategy, as shown in the table below. The Percentile model’s trades number just 93 for the 2004-2016 test period – less than half the trades for other two strategies. The Percentile model’s total return trails the Faber results, but only modestly so. In short, the Percentile model generates 90% of the Faber model’s returns, with a comparable level of superior drawdown risk compared with Buy and Hold. Add in the Percentile’s substantially lower turnover clinches the deal, or so one could argue. If this was an actual consulting project, we would run additional tests before making a final decision. For instance, we might consider other models and look at longer historical periods, perhaps using daily prices and compare results with a variety of risk metrics. Running Monte Carlo simulations to effectively test the models thousands of times would be useful too. Looking at the results in terms of the number of trades associated with each strategy is no less valuable. This subtle but crucial aspect of backtesting tends to be ignored. But if you’re comparing TAA models for use in the real world, it’s essential to adjust for real-world trading frictions. In some cases, adding this extra layer of analysis may end up as a determining factor for separating failure from success.

Liquid Alternative Investments For Ordinary Investors

Barron’s did a nice special report this week on AQR’s liquid alternative investments. AQR, which is run by Cliff Asness, John Liew and David Kabiller, is a pioneer in the liquid alternatives space and manages an impressive $141 billion in assets. They also happen to be a competitor of mine. My partner, Dr. Phillip Guerra, has developed an entire suite of liquid alternative strategies based on many of the same principles used by AQR. As Barron’s writes, Since U.S. stocks peaked in July, few investments have produced strong returns. Global stocks, junk bonds, and most commodities have declined-in many cases, sharply. And many so-called alternative investments have failed to provide hoped-for diversification benefits. Just look at the big losses suffered by some notable hedge funds. The situation hasn’t been much better among liquid alternatives, or mutual funds that use hedge fund strategies such as merger and convertible arbitrage, long/short equity, and trend-following in futures markets. Yet, against this tough backdrop, a bunch of academics are delivering. Their firm, AQR Capital Management (AQR stands for applied quantitative research), is a distinctive investment manager that seeks to translate academic insights about finance and the markets-such as the appeal of value and momentum investing-into winning quantitative strategies for institutional and retail buyers… Indeed, the stock market selloff since the start of this year has shaped up as a key test of whether liquid alts can deliver the promised diversification and protect investors during downturns. Liquid-alt funds have been rightly criticized for generally disappointing returns during the recent bull market-and high fees, to boot. During a raging bull market, alternative strategies will almost always underperform… as will most traditional long-only active managers. It makes sense to dump every last cent into an S&P 500 index fund and be done. But the kind of market we’ve experienced since 2009 isn’t normal. It was a product of low valuations following the 2008 meltdown and the loosest monetary policy in history from the Fed. But with the market now in expensive territory and with the Fed’s easy money policies slowly on the way out, an alternative strategy makes all the sense in the world, at least with a portion of your portfolio. You want returns that are uncorrelated to the market. You’re not betting against the market, mind you. You’re just looking for something that marches to the beat of its own drum. I like what AQR is doing. But there’s a big problem with it: While they advertise that their alternative funds are liquid, they are all but unattainable for the vast majority of investors. The minimum investment on many of their mutual funds is as high as $1 million. We can do it better. With an investment of just $100,000 (and actually less with our robo-advisor option), we can execute a comparable strategy and do so with far lower fees. To see how our results stack up against AQR and the rest, take a look here . I’m a big believer in the benefits of a long-term buy-and-hold strategy, particularly for younger investors. But I’m also realistic and realize fully that a long-only strategy will go through long periods of underperformance. From 1968 to 1982 – a period of 14 years – long-only investors in U.S. stocks wouldn’t have earned a single red cent. Now, I have no way of knowing if we are about to enter a long dry spell like that. But if you are in or near retirement, doesn’t it make sense to have at least a portion of your portfolio in a strategy that zigs when the market zags? Disclaimer: This article is for informational purposes only and should not be considered specific investment advice or as a solicitation to buy or sell any securities. Sizemore Capital personnel and clients will often have an interest in the securities mentioned. There is risk in any investment in traded securities, and all Sizemore Capital investment strategies have the possibility of loss. Past performance is no guarantee of future results. This article first appeared on Sizemore Insights as Liquid Alternative Investments for Ordinary Investors

Bumps In The Road

There are frost-heaves ahead. Is your portfolio ready? Click to enlarge Photo: Kevin Connors . Source: Morguefile At this time of year in New Hampshire, we have to deal with frost heaves. Rain and melt-water from winter storms seep into the roadbed, then lift the road when the water re-freezes. How we deal with the bumps says a lot about what kind of people we are. Some folks sail blithely through, figuring that their car’s shocks can handle the stress. That’s fine as long as they have a good suspension – and strong stomachs! Some of the bigger bumps can really rattle you. Others slow down, picking their way through, creeping over the biggest heaves. That’s fine as long as you don’t need more momentum later, like when you’re going uphill on a snowy day. Still others start to cruise moderately through, but they seem to find perfect speed to maximize effect of the bumps. Their vehicles shake more and more violently, until it looks like their cars are skipping and hopping. From behind, you can see them bouncing inside the car. My engineer daughter tells me that they’ve found a resonance frequency that does the maximum damage. It’s like this in investing. If you see a rough patch ahead, you can just cruise through, riding down and riding back up, if you have the stomach for it – and no loose fillings! Or you can raise cash, lowering your expected return in the short run in exchange for the peace of mind that comes from having dry powder. That’s the go-slow approach. But you really don’t want to be shaken around and panic, selling as the market tanks and buying back in after things get more expensive. That’s a sure way to bottom out – or get launched right off the road! Click to enlarge S&P 500 over the last 20 years. Source: Bloomberg Frost heaves present us with bumps in the road – like the squiggles and jiggles of the market. It’s good to know how to deal with them. Because after they subside, it will be time for mud season.