Wed 28 Jun 2006
Uberman’s Portfolio: The Unveiling
Posted by Quicksilver under Tactics , Trading , Uberman's Portfolio[8] Comments
It’s time.? A project that I’ve been working on extensively for weeks, probably to the great annoyance of the lady of the house, is finally at a point where I’m ready to share my work and begin testing the idea in a semi-public forum.? The working title for this project is the Uberman’s Portfolio, inspired by the infamous Uberman’s Sleep Schedule in that it never sleeps and because of the many late nights spent building the?gears and levers that make it all?possible.? Also, the acronym is UP, which is where I hope my equity will be when all is said and done.
Before describing the portfolio, let me first talk about currency carry trades.? Here is what Investopedia says:
A strategy in which an investor sells a certain currency?with a relatively?low interest rate and uses the funds to purchase?a different?currency yielding a higher interest rate.?A trader using this strategy attempts to capture the difference between the rates – which can often be substantial, depending on the amount of leverage the?investor chooses to use.
Here’s an example of a “yen carry trade”: let’s say a trader borrows 1,000 yen from a Japanese bank,?converts the funds into U.S. dollars and buys a bond for the equivalent amount. Let’s assume that the bond pays 4.5% and the Japanese?interest rate is set at 0%. The trader stands to make a profit of 4.5% (4.5%?- 0%), as long as the exchange rate between the countries?does not change.?Many professional traders?use this trade because the gains can become very large when leverage is taken into consideration. If the trader in our example uses a common leverage factor of 10:1, then she can stand to make a profit of 45%.
The big risk in a carry trade is the uncertainty of exchange rates.?Using the example above, if the U.S. dollar?were to?fall in value relative to the Japanese yen, then the trader would run the risk of losing money. Also, these transactions are generally done with a lot of leverage, so a small movement in exchange rates can result in?huge losses unless hedged appropriately.
While this explanation is sufficient, it’s a little removed from the actual mechanics of the everyday currency trader so let me put an example in terms of a spot forex trade.? When you buy or sell at a forex dealer, you select a currency pair (which represents an exchange rate), such as USD/JPY in the example above, and go long or short that pair.? If you go long, this means that you are buying USD and selling JPY, or to put it in terms of the other example, borrowing yen to buy dollars.? Each currency has an interest rate and you earn the rate on any currency that you?buy and?pay the rate on any currency that you are borrowing.? Remember?my previous post about the 4.7% interest?earned on Oanda US$ accounts?? Well,?that is because the cash in your trading account is technically a long position in US dollars held at 1:1 leverage, earning you the current rate on the US dollar.? Back to our example, if you are long the currency with the higher rate and short the one with the lower rate, then you will have a net positive earn or “carry”.? You will, of course, have a net negative carry if you hold the opposite position.? And, as in all trading, there is a bid/ask spread on the interest rates so the negative is always slightly?larger than the positive.
Following our example of a long position in USD/JPY, the going rate difference at Oanda is +4.48%, which is currently the #2 yielding pair available.? I know by now you are asking yourself why in the world would you accept the risk of adverse exchange rate movement (aptly marked in bold above) to get a rate that is less than the risk-free rate (RFR) of 4.7%?? Well, did you read that part about leverage?? Through the power of leverage, you can ratchet up the return as much as 50x, which in the case of USD/JPY is a 224% return.? You can’t do that with?the RFR.? ?”AH HA”, you say, “gotcha!? Leverage is dangerous and no one in their right mind would go full tilt to get that 224%.? The swings would make a sailor sick.”? Exactly right.? Unless you have a death wish or can tolerate 75%?swings in your equity?every time the Bank of Japan gives a press release, then no you wouldn’t.
So what now?? Well, there are currently 33 currency pairs offered at Oanda and 30 of them have positive carry of some degree if held in the right direction.? After removing the exotic and potentially unstable ones like USD/HUF (that’s the Hungarian Forint, if you didn’t know), there are 20, consisting of various combinations of dollars, euros, pounds, yen, francs, aussies, kiwis, kronas and loonies.? The average fully-leveraged return is around 75% per year in interest.? And yes, Virginia, you earn the RFR on your whole equity at all times, even the equity being used for margin, so add that on top.? Couldn’t you form a basket of currencies to hedge your risk and then maybe scale back that leverage a little to something more sustainable, lowering your return but still beating the RFR?? Well, yes you could and, in fact, that idea is not new or lost on the trading world.? You will find “cash & carry” trading ideas all across the internet in forums, blogs and articles.? They range from “hold a position in the highest yielding pair”?to “form a basket of the 10 highest” etc.? But most fail after the high yielding long position starts to lose money when the exchange rate heads south so fast that it wipes out all money earned from interest and then some.? Attempts at hedging are typically random or fail to adjust to changing markets.? Often times, the initial returns are because pairs with very?lucrative yields tend to go up initially as funds flow into them to take advantage of those yields.? In other words, the great equity curves for these portfolios?bear a striking resemblence to the underlying pairs.? But the party never lasts forever.? The goal should be to have a portfolio that, if it were not earning interest, would breakeven and, with interest, should follow the line of the average interest rate held, not the underlying market.
In other words, no one it seems has yet combined all the right elements into one plan:
- Proper?hedging
- Improved volatility measurement
- Out-of-sample validation
- Risk management
- Optimal?pair selection
- Adaptation to change
- Reasonable expectations
And this is what I’ve been working to achieve: A complete, logical, non-discretionary?plan to trade a portfolio of positive-carry pairs hedged for minimal directional exposure using careful risk management and controlled leverage that automatically adapts to changing markets and earns enough above the RFR to make it a worthwhile endeavor.? BREATH…whew.? And I think I’ve done just that.? Will it work?? I sure as hell hope so.
Great!? So how!?? Well the total mechanics are quite involved but here is the gist:
- Each weekend, while the markets are resting and time is more serene, check for any interest rate changes and calculate the optimally hedged portfolio using the past few months of data, the one that tries to erase as much volatility and market directional exposure as possible while still returning a worthwhile yield. (Proper hedging)
- Once this is done, validate the result on some recent out-of-sample data.? Man, is this ever an important but hardly ever performed step. (OOS Validation)
- If the OOS validation says that the hedge seems to be holding up, trade it over the next week.? If not, drop to cash and earn that nice RFR. (Adaptation)
- But before you trade, run the past and some randomly generated data that resembles the past through a position-sizing model to find out what leverage you should trade given the amount of drawdown you are willing to accept.? Another oft ignored step. (Risk management)
- Adjust your holdings to reflect the proper percentages and leverages and sit back until next weekend.
- Roll the data window forward and repeat.
So I didn’t reinvent the wheel but I like to think I made it a little more like an all-season radial with run-flat than a wagon wheel.? The result could be a combination of some of the?most sought after?characteristics?such as low activity (i.e. low costs), limited market monitoring, unambiguous rules etc.? What can one expect?? Well, the power of compounding is amazing but a few tests have would lead me to believe that a typical Uberman’s Portfolio with a drawdown tolerance of 10% would probably equate to holding 5-7 pairs at 50:1 leverage on about 10% of equity and result in expected returns of 10% annually without compounding.? But only time and live testing will tell.? Something like this could end up being all the trading I’d ever need to do.? In fact, it’s more investing than trading.? It’s a self-made money market for the hardcore.? But it’s also probably more risk management and planning than most “conservative” investors fool themselves into thinking they’ve done, making it suitable for the long-term steady-rate type.? This is intelligent asset allocation at its purest.
Ok, ok!? So what does an Uberman’s Portfolio look like, dammit!?? Well currently, like this:
Leverage of 5:1 or 10% of equity will be used for margining positions with an account margin set at 50:1.? There is no good reason not to set the account margin at the highest level then simply use a % of equity to control the overall leverage.? Margin calls are not a good?method of?risk management.? For example, a $10,000 account would allocate $1000 to margin, which at 50:1, would control $50,000 worth of currency or 5:1 ($50,000:$10,000) overall leverage.
55.9% Long EUR/CHF (49.96% yield)
24.8% Short EUR/GBP (72.58% yield)
15% Long CHF/JPY (46.51% yield)
3.9% Long EUR/SEK (17.43% yield)
0.4% Long NZD/USD (87.50% yield)
Average yield = 54% at full 50:1 leverage. Positions are precents in US$ terms not the base currency of the pair.? (EUR = Euro, CHF = Swiss Franc, GBP = British Pound, JPY?= Yen, SEK = Swedish Krona, NZD = New Zealand Dollar)
Expected Yield = 9.63% (10% at 54% yield including RFR?+ 90% at 4.7% RFR only)
Expected Volatility = 3.65%
I’ve opened a demo account with Oanda and will begin to test the results in real time.? What I hope to learn from this experience are things like “Is updating once per week too much or too little?”, “How much cost is incurred in updating (which should hopefully be low since the?portfolio shouldn’t change that much from week to week)?”, “How close to the expected return and volatility am I getting?”, “How quickly does it adapt to changing conditions?”, etc.
June 29th, 2006 at 10:08 pm
Tasty stuff! What you just laid out was a solid intro to an extremely lucrative business plan. I’m hoping you’ll provide us with updates and continued commentary on how this is going. I would definitely consider investing in a concept like this–I find this a very palatable way to get a portion of my investments in currencies. I like how your approach contains so many hard earned lessons from the past – this is a very mature and well constructed concept.
Assuming your plan achieves close to your expected yield, do you plan on posting (for a fee, of course) a weekly investment guide with suggested % allocations?
June 30th, 2006 at 10:10 am
Thank you, John. Your comments are encouraging. It was fun yesterday to watch the portfolio live during the FOMC release because it did exactly what I hoped: absolutely nothing. It just sat there and earned interest.
It will be interesting to see how well this plan works over the next few years because Japan may soon end its longstanding policy of 0% interest which will narrow a lot of the really lucrative carry spreads and who knows how long the USD will remain at such a high rate. But with the multitude of pairs available, there will always be a carry trade to make and so I’m not worried about longevity.
And yes, if this or any of my ideas works, I will likely offer it up for subscription or manage funds for those who don’t want to do the trading themselves or both. I also am looking into starting an incubator hedge fund, which is essentially a hedge fund with only one investor (me) that can build up an officially sanctioned track record before opening to investors. These are three very different approaches (giving trading ideas vs. trading for someone vs. being a trading vehicle that can be bought into) and I’m not sure which road to take yet. The first requires setting up an online business with the ability to accept credit card payments etc. The second option is really easy and if anyone I know ever wanst to begin investing, they’d just need to tell Oanda that I’m the listed trader for the account and what incentive fee to pay. I’m allowed to trade for up to 15 people I know without seeking sancition from the government. The hedge fund option would require a significant investment in legal fees but it goes after the really big money. In fact, by law, I would only be able to solicit investors with net worths in excess of $1 million. Hefty stuff indeed.
July 1st, 2006 at 1:49 pm
[Off topic from original post!]
On the topic of selling a trading service (i.e., publishing trade recommendations to paying subscribers):
Setting up an online business and accepting credit cards is relatively trivial as long as you don’t mind using PayPal or other entry-level services. You can set up a password protected blog or something similar very easily — let me know if you want to make a conversation out of this and I can give you some pointers to resources.
Similarly, there are a couple of places like http://www.collective2.com that will do that for you (for a hefty fee, but hey, there’s no up front cost or cost of getting your system in front of potential customers). Collective2 caters more towards day trading systems, but I did see a few medium term services.
July 1st, 2006 at 2:00 pm
My first on-topic question would be about the risk/reward of the system you’re suggesting.
You figured out the leverage you wanted based on the potential for drawdowns… with a target of a 10% maximum drawdown. What would the upside be from currency movements?
Let me see if I can re-phrase the question… if I could have a 10% drawdown, and the system would typically yield 10% a year from the interest payments, what’s the total expected return from the system? Are we expecting the currency pairs to appreciate in value as well as provide interest? What is the risk/reward ratio (aka expectancy) of the system as a whole?
As far as carry trades go, this seems like a good way to approach it. I read a quote from a hedge fund manager that 80% of his funds are allocated to carry trades (and similar cash generating systems), while the last 20% is used for macro trades. Get the basics for a carry trade down and you’ve got a base for a lot of other potential activity.
July 1st, 2006 at 2:21 pm
Another question or two…
What will you be doing when you re-balance? Just find the best pairs based on interest rates and volatility, then move your money? Will you be looking at price changes over the last week (i.e., the USD is down, I’m more interested in using it as one of the pairs)?
Would you have stop loss orders in the market to limit your exposure to moves against your positions?
And is there anything specific you’re planning to use to avoid the risk of correlated positions? In your example above you’re long three different EUR spreads (with CHF, GBP, and SEK). How would those positions react if the EUR dropped quite a bit?
Any plans for a “don’t trade” indicator? For example, if volatility is over a certain threshhold in the USD (e.g., because Congress is debating some protectionist measures) you don’t take any spreads with USD as one of the currencies… Or if news is pending from the FOMC or BOJ on Tuesday, you avoid taking a position that week?
Any specific tactics for entering/exiting positions? The few times I’ve looked, the spreads on some of the currency pairs vary quite a bit during the week. Would you just enter/exit at the market?
July 1st, 2006 at 6:48 pm
Lots of great questions to answer so I’ll try to cover them as best as possible. We can also discuss in a more fluid way in person at our next meeting.
First, I’m familiar with Collective2 but the way it works is that they use their own data feeds to determine what the P/L for your trade calls would have been. Unfortunately, they don’t take interest into account! So I’d basically come out looking like a breakeven system. So “no go” there unless they change things. Personally, I think I’ll start with fund management. All it requires are willing funds and a power-of-attorney to act as the trader on the account. The customers would just need to open an trading account, name me as the trader and sign a power of attorney to that effect. I would only be allowed to trade on the account and not withdraw money or anything. The broker would automatically withdraw my incentive fee and transfer it to my account. This model prevents the system from being known by the public or any potential market manipulators. But in any case, we can certainly talk about options.
About the drawdowns and expected return, let me paint a picture of how to think of the dynamics of this approach. Imagine a perfectly hedged portfolio where every movement is cancelled out by the movement of something else in the portfolio. What does the equity curve look like? A flat line. Now throw in some volatility due to some directional exposure or to temporary deviations in the correlations. The result now looks something like a sawtooth pattern with ups and downs but still following the flat line most of the time. I say most of the time because now we have probabilistic distribution of outcomes. Now consider the interest that the portfolio is expected to earn assuming no directional market movement. This is the expected return number I mentioned. If you drew it on a chart, it would be a line moving up and to the right. This is the same as saying that the flat line we originally had is now tilted up by the interest. Bring the volatility in and you have a tilted sawtooth. It zigs and zags but because it has an inherent upward pull, it will follow that line upwards like a staircase. This of course requires that the volatility is such that it doesn’t drown the interest rate. That’s the goal of finding the right mix. The 10% drawdown is describing one of those zags alone the line and isn’t the same as the volatility of the portfolio. When I say that I’m attempting to keep drawdowns in equity to 10%, it means that given a certain volatilty and expected return, I feel confident that a run of consequtive down weeks would not be likely to continue past 10%. In other words, if I put the return and volatility into a Monte Carlo machine, it would have maybe 5% of the results come back with drawdowns in excess of 10%.
On to rebalancing. No, I don’t care what pairs are best in terms of rate but what combination will lead to the best “value” of rate to volatility. This way I can use leverage to its best advantage. The flaw in most attempts at carry trading is that people go right for the highest yield pair (such as AUD/JPY or NZD/JPY) and make it the focus with no consideration about how well it can be hedged or how volatile it might be. They ignore the pair that’s “only” earning 75% on margin instead of 225% not realizing that one can often significantly lower the volatility of the “lesser” pairs through hedging and can then ratchet the return up with leverage to have returns that are just as good as AUD/JPY with less likely risk. There is another approach which is to ignore return all together and pick the “minimal volatility” portfolio. You’d still want to make sure the return was worthwhile relative to the RFR. I personally think this approach might actually beat an “optimal” approach because the higher volatility of optimal baskets might trigger more “no-trade” signals that could kill any advantage it might have. This portfolio I mentioned was, in fact, the minimal volatility portfolio and not the optimal one because the optimal one was on a “no-trade” signal. Can’t make money if your always on the sideline waiting. I think of the optimal as maybe being like T.O. He may be the best playmaker in the NFL, but if he’s always throwing tantrums getting him kicked off teams, he can’t very well score touchdowns.
The rebalance comes as a result of finding the basket that was optimal (or minimal) over the past so many months excluding the most recent few weeks. This basket is then validated on the most recent few weeks to see that it continued to “hold up”. This prevents one from over-fitting and falling into the optimization trap. Price changes are not looked at except in the since that they will affect the correlations that go into the model. This is a direction-neutral strategy.
I currently don’t have plans to use stop-loss orders beyond a very far off emergency switch. I don’t like them because I think they are the source of frustration in trading and careful risk management can be done without them. Brokers love stop-losses and I don’t like things that my broker likes. Watching the leverage and keeping it sane is my primary focus.
The result of the basket selection is by definition a portfolio with minimal directional exposure. I don’t want to make any money from market moves. Some might wish to enhance this style by doing so, but not me. If you look at the portfolio I mentioned, I’m acutally short EUR/GBP and long EUR/CHF (and to a small degree EUR/SEK). So there is hedging on the EUR going on there. Nonetheless, there will always be some directional exposure or the expected return would be zero. The key is to make it minimal enough that the pull of the interest rate is enough to swamp the directional gains/losses.
My only “don’t trade” indicator is the validation period. If it tells me that the new rebalanced portfolio I’m about to trade was a loser over the last few weeks, I sit in cash until it says otherwise. I’m sure you could try to time things but my goal was to make this non-discretionary and not try to beat the news game. The big thing to watch as I try this out is how volatile the rebalancing is. I don’t think it will vary that much from week to week so spread costs should be low. But if it goes to cash too often, I’ll be dropping whole portfolios too much. Another reason to go with minimal volatiliy rather than the more volatile optimal solution.
The spreads do vary. They increase on weekends for instance. The plan is to adjust on Sundays after the Asian market reopens for the week and spreads tighten again.
I hope these answers were clear. Just chat me up if you have more.
July 1st, 2006 at 7:30 pm
I should add that July 14th will be interesting. This is the day that the Bank of Japan could finally end the long 0% interest rate policy. It will be a great trial by fire to see how this thing reacts to changes in the best carry rates. Should I stay in cash hoping to avoid possible massive short covering on the JPY? Should I hold true to the plan and not try to time things? I plan on staying true so at the very least I can measure the effect. Once this period passes, we will truly know how this approach holds up in transitional times.
November 9th, 2007 at 11:56 am
Hi Quicksilver,
Great post! Thanks for sharing your insights with us.
How is strategy working 20 months later?
Also, you mention that all that you need to trade for others is power of attorney. Without a license and being registered, are you opening yourself up to legal liabilities should the trades go poorly?
Cheers,
Jon