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The SweetSpot Investment Letter
November 29, 2006
Subject: SweetSpot plus HotHands
Our
back-test taught us a few things, not least of which is that SweetSpot investors have been spoiled. While we can hope
never to suffer an extended period of poor performance, we can't expect it. Even the very best investment
strategies don't perform
well every year, our experience to date notwithstanding. I decided to search for "insurance" in the
form of an investment strategy that:
-- consistently beats the market; -- differs in style from SweetSpot; and
-- requires little time and effort.
Good luck, I thought. Then I remembered an article from last January that
purported to offer just what I wanted:
http://tinyurl.com/tl56j
The "Hot-Hands" strategy tells us to buy last year's best-performing
exchange-traded fund (ETF) and hold it for one year. I had previously ruled out this approach for the very reason that it
seemed contrary to what we were doing with SweetSpot. When I took a closer look, however, there were several things to like
about it, the first being its name. Not to be inappropriate, but putting your "sweet spot" together with "hot hands" just
seems to be something you would want to do if you could.
Second and third: The strategy is simple and easy. But most
impressive are the numbers:
Hot-Hands ETF Strategy 2001-2006:*
Average one-year return: 26.6% Average one-year market return:
3.9% Average annual excess return: 22.7%
*Through November 27, 2006.
As promising as those numbers look,
they haven't been back-tested. Or rather, they are the back-test. The article's author, Jim Lowell, first suggested
Hot-Hands as an ETF strategy in January 2005. ETFs are a fairly new investment vehicle with a limited history, so they can
only be tested going back to 2001. Yet there are no meaningful differences between ETFs and sector funds. Why not use sector
funds to test the strategy going back to, say, 1989? Mr. Lowell publishes a newsletter called the Fidelity Sector Investor.
Wouldn't he be expected to see the value of a real back-test?
Then there's this from Mr. Lowell's description of his
methodology:
"I excluded single-sector (Select, Real Estate, Utilities) ETFs [and] the geographically non-diversified
single-country) international ETFs."
Huh? He ruled out the ETFs that correspond to most of the funds in our universe
and didn't even say why. Still, the article offered an approach (henceforth "HotHands") whose merit I could test. Our SweetSpot
strategy looks at annual performance, so I had the necessary data at hand. I input the next-year performance of each year's
best-performing Fidelity fund for the period 1989 through year-to-date 2006:
Next-Year Performance of Best-Performing Funds:
Average one-year return: 23.9% Average one-year market return: 12.9% Average annual excess return: 11.0%
These
numbers compare favorably with our SweetSpot strategy. The sample size here is only 18, however. So how did the second- and
third-best performers fare the following year? That's another question that apparently did not occur to Mr. Lowell. (Maybe
after excluding so many ETFs he was left with too few to consider picking more than one each year.)
Next-Year Performance of Second-Best-Performing Funds:
Average one-year return: 15.7% Average one-year market return: 12.9% Average annual excess return: 2.8%
Next-Year Performance of Third-Best-Performing Funds:
Average one-year return: 18.4% Average one-year market return: 12.9% Average
annual excess return: 5.5%
And we know that Mr. Lowell didn't wonder about also-rans, of which there were 15 [1]:
Next Year Performance of Also-Rans:
Average
one-year return: 34.7% Average one-year market return: 20.6% Average annual excess return: 14.2%
By far, the
best HotHands performers were... the also-rans, just as they were in our earlier back-test of the SweetSpot strategy. I'm
choosing to believe that this is a fluke and that the differences in returns among the groups are due to small sample sizes.
I couldn't help noticing, however, that all four groups showed a profit and beat the market. When we combine them, we have
69 trades from 1989 through year-to-date 2006:
Consolidated HotHands Trades:
Average one-year return: 22.7% Average one-year market return: 14.6%
Average annual excess return: 8.1%
HotHands beat the market by twice as much as SweetSpot! How can that be? We
have traded unloved funds for years and done phenomenally well. Are the loved funds even better? The numbers say yes, and
when we apply the same criteria we used in our SweetSpot back-test, we have no choice but to incorporate HotHands picks into
our investment strategy. Doing so will both lower our risk (by diversifying our investment styles) and improve our expected
returns.
I hope you're not taken aback. There have been signs that both loved and unloved sectors perform well. The
sectors to avoid, it seems, are those that are neither loved nor unloved; they provoke nothing but indifference. We
also should stay away from sectors that are loved "too much" as they can be expected to break our hearts (see Consecutive
HotHands Picks, below)...
We used to employ a sell signal that was triggered when a SweetSpot pick became a cash-inflow
leader while we held it. Our sell signal failed over time, I believe, because when large cash inflows translate into price
gains [2], they can become a magnet for new cash from the many traders who chase performance. Moreover, the gains often
continue for years after the "breakout." Hence a three-year holding period for SweetSpot trades (which we enter
before the breakout year occurs) and a one-year holding period for HotHands trades (which we enter only after the breakout
year is behind us).
Symbiotic Synchronicity
When I combined the HotHands trades with our list of back-tested SweetSpot trades,
I verified that there was no commonality between SweetSpot picks and HotHands picks the year they were picked. In fact, it's
highly unlikely that a fund would be picked by both SweetSpot (as a cash-outflow leader) and HotHands (as a best performer)
in the same year. It never happened during the back-test period.
There is some overlap between the two strategies,
however. Fifteen times from 1989-2006, almost once a year, HotHands picked a fund we held the year before as a SweetSpot pick.
That makes sense. We buy SweetSpot funds based on prior weakness but their performance after we buy them has been strong.
HotHands identifies last year's best performing funds -- when we already own them, we get the benefit of that performance...
A while back I depicted the "sweet spot" graphically as an "X" on the right side of a bell curve, near the bottom
where the curve flattens. SweetSpot predicts that the line will begin to climb up the left side of a new curve. HotHands insures
us against wrong SweetSpot predictions, identifying investments only after the upward trend is well underway.
As it
happens, the relationship is symbiotic: SweetSpot also insures us against wrong HotHands predictions, the "one-year wonders"
that we buy only after they have already completed their last (or only) leg up. Ten times in our back-test those funds morphed
into SweetSpot trades, giving us three more years to try for market-beating returns. We almost always succeeded.
Nine times
we would have held a fund as a HotHands pick that was still a SweetSpot holding. What happens when two winning but disparate
strategies both tell us to hold the same investment? In gambling parlance, that's an overlay. As a group, these trades should
do better than those picked by only one strategy or the other. They do:
Simultaneous
SweetSpot and HotHands Positions:
Average one-year
return: 31.5% Average one-year market return: 14.5% Average annual excess return: 17.0%
Given these numbers,
we will add a second position whenever HotHands identifies a fund that SweetSpot has us holding at the same time.
Six
times HotHands picked a fund based on its performance during the third and final year we held it as a SweetSpot pick. Thus
it became a buy under one strategy just as we were due to sell it under the other. Now that they were no longer SweetSpot
picks, these funds beat the market by about the same margin as the average HotHands pick. Still pretty good, so we will hold
onto these funds for one more year, unless they are:
Consecutive HotHands Picks
Three of Mr. Lowell's six ETF trades were repeat picks:
small-cap value in 2003 and Latin America in both 2005 and 2006. Latin America gained 50.5% last year, more than the market
by tenfold. Year to date, it is again beating the market by a lot. But should it even have been bought after 2004? Remember
that when HotHands makes a pick, the fund has already moved one leg up the left side of the curve; a fund picked a second
straight year has moved two legs up, and so on... The more legs up, the greater the risk of future losses. The numbers say
we are not rewarded for taking that risk: Fourteen repeat Hot-Hands picks trailed the market by an average of 5.3%.
Accordingly,
we will not buy consecutive HotHands picks, [3] with one exception. In 1996 electronics was both a repeat HotHands pick and
a simultaneous holding (got that?). This will happen when HotHands picks a fund that SweetSpot picked the year before, then
picks it again after its second year as a SweetSpot holding. Being consecutively picked in that situation is perfectly fine;
we expect SweetSpot holdings to go up year after year. Given the special returns that simultaneous holdings produce, we won't
disqualify them from purchase just because they were HotHands picks the year before. Strangely, we will only buy repeat HotHands
picks when we already own them as SweetSpot picks. [4]
When we remove consecutive, non-simultaneous HotHands picks,
our back-test is left with 55 trades:
Adjusted HotHands
Trades:*
Average one-year return: 25.1% Average
one-year market return: 13.6% Average annual excess return: 11.5%
Combining HotHands with SweetSpot gives us 238
"position-years" for the period 1990-2006 [5]:
SweetSpot plus HotHands Trades:*
Average one-year return: 17.9%% Average one-year market return:
11.7% Average annual excess return: 6.2%
*As of November 27, 2006
And these improved returns come with
lower risk...
All of this begs the question, however: Why not abandon SweetSpot altogether and just go for the 25%
annual returns that HotHands promises? There are lots of reasons why not, and I swear they don't have anything to do with
any emotional attachment I might feel toward our sweet, sweet, SweetSpot strategy.
Our improved risk profile comes
from combining two strategies. Trading HotHands alone would be high-risk, with only three or so positions each year, all of
which have already been bid up when we buy in. Our "turnover rate" would increase from 33% to 100% as we would be selling
and replacing all of our holdings every year.
The HotHands numbers are hypothetical, whereas we have been trading
SweetSpot in real time since 1998. [6] Real-time results often bear little resemblance to back-tested numbers, in part because
successful strategies tend to stop working once they become widely known. As a one-year trade, HotHands is more likely to
catch on as a strategy than our three-year, ugly-duckling SweetSpot trades, which seem to fly under the radar...
In
summary, we will trade our "new-and-improved" strategy as follows:
-- SweetSpot component: As always, each January
we will buy the three funds (plus also-rans) that saw the greatest cash outflows during the year just ended. We will hold
these positions for three years.
-- HotHands component: Each year we will buy the three sectors (plus also-rans) that
performed the best during the year just ended. We will not buy repeat HotHands picks unless they are also funds we are holding
as SweetSpot picks. We will hold HotHands positions for one year.
At any given time our Sweet-Spot/Hot-Hands ratio
will be around 3/1. The mix could be adjusted to suit personal preferences, but to optimize our risk profile I would buy all
picks if possible.
During the back-test period, we would have held as many as 18 funds at any one time (this year we
would be holding 13). That's a lot of funds. Yet we are not required to make a leap of faith that we can hold so many funds
and still expect to beat the market. Seeing is believing and these numbers don't lie... they sing!
Cheers,
Neil
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Notes:
[1] SweetSpot uses also-rans, defined as funds that are
less than a point behind the number-three pick. That strategy looks at cash flows, which rarely exceed 60 or 70 points. HotHands
looks at performance, however, which can move 200 points or more. On that basis I defined HotHands also-rans as funds that
are within three points of the number-three pick.
[2] Over the years I have seen many disconnects between cash flows
and prices, which I used to think would move in tandem. Instead, sectors with price drops often don't see significant outflows;
and sectors with price gains often don't attract inflows. This disconnect may explain why cash-inflow leaders perform at market
levels over time whereas best-performing funds continue to exceed the market's returns. Performance begets performance, on
the upside anyway...
[3] Granted, if we were trading the ETF strategy, this means we would not have bought Latin America
this year or last, nor small-cap value in 2003, when all three positions would have performed very well. But we also wouldn't
have bought energy service in 1998 -- it lost 49.7% and had an "excess" return of -78.2%.
[4] Note that a consecutive
HotHands pick is a sector that was pricey when we bought it and it's even pricier now. From a risk/reward standpoint, that's
bad. A repeat SweetSpot pick, on the other hand, is a sector that was beat up when we bought it and it's in even worse shape
now. That's good (for us). So we won'be buying consecutive HotHands picks but we will buy consecutive SweetSpot picks, and
buy more along the way to average down our per-share cost...
[5] In 1989, we would have held three SweetSpot positions
and seven HotHands positions, as four funds were HotHands also-rans. A 3/7 ratio of SweetSpot funds to HotHands funds is not
representative of our strategy, so I eliminated 1989 from the combined back-test results. To a lesser degree, 1990 also differs
from the rest of our test period. During my statistical research, however, I learned that one can "prove" just about anything
simply by adjusting the beginning of the back-test period to yield the most advantageous results. So when a baseball player
is said to be 14 for his last 19 at bats, you can bet he's also 14 for his last 20, or 21, or maybe he went 0 for 10 prior
to that... Our strategy suffered its worst absolute returns in 1990, down almost 10%, and then started performing consistently
well the very next year. We'll lead with 1990 -- these numbers are no baloney...
[6] In a sweet twist, our actual
returns trading SweetSpot far exceed the returns produced by our back-test. Usually it's the other way around. Maybe that's
because the actual trades came first, whereas usually the back-test precedes actual trading. Although SweetSpot is based on
Morningstar's back-testing of their "buy-the-unloved" strategy, as far as I know this year's back-test was the first time
anyone has looked at a cash-outflow strategy that draws from a universe of non-diversified funds.
The SweetSpot Portfolio's past results are not a guarantee
of similar future performance.
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