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For the title of this memo I’ve borrowed the ta gline from Mass Mutual’s advertising campaign. Memo to: Oaktree Clients
From: Howard Marks Re: You Can't Predict. You Can Prepare.
Those who have been readers of my memo s for any meaningful period of time know
there are a few things I dismiss and a few I believe in thoroughly. The former include
economic forecasts, which I think don't add value, and the list of the latter starts with
cycles and the need to prepare for them. "Hey," you might say, "that's contradictory. The best way to prepare for cycles is to predict them, and you just said it can't be done." That's absolutely true, but in my opinion
by no means debilitating. All of investing consists of deali ng with the future, as I've
written before, and the future is something we can't know much about. But the limits on
our foreknowledge needn't doom us to failure as long as we acknowledge them and act
accordingly. In my opinion, the key to dealing with the fu ture lies in knowing where you are, even if
you can't know precisely where you're going. Knowing where you are in a cycle and
what that implies for the future is very di fferent from predicting the timing, extent
and shape of the next cyclical move . And so we'd better un derstand all we can about
cycles and their behavior.
UCycles in General
I think several things about cycles are worth bearing in mind:
UCycles are inevitable U. Every once in a while, an up-or down-leg goes on for a long
time and/or to a great extreme and people star t to say "this time it' s different." They
cite the changes in geopolitic s, institutions, technology or behavior that have rendered
the "old rules" obsolete. They make inve stment decisions that extrapolate the recent
trend. And then it turns out that the old rule s do still apply, and the cycle resumes. In
the end, trees don't grow to the sky, and few things go to zero. Rather, most
phenomena turn out to be cyclical.
UCycles' clout is heightened by the inabil ity of investors to remember the past U. As
John Kenneth Galbraith says, "extreme brevity of the financial memory" keeps ma
participants from recognizing the recurring na ture of these patterns, and thus their
inevitability: rket
. . . when the same or closely similar circumstances occur again, sometimes in
only a few years, they are hailed by a ne w, often youthful, and always supremely
self-confident generation as a brilliantly innovative discovery in the financial and
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ic world. There can be fe w fields of human endeavor in which
history counts for so little as in the wo rld of finance. Past experience, to the
extent that it is part of memory at all, is dismissed as the primitive refuge of those
who do not have the insight to appreciate the incredible wonders of the present.
UCycles are self-correcting U, and their reversal is not necessarily dependent on
exogenous events. The reason they reverse (rather than going on forever) is that
trends create the reasons for their own reversal. Thus I like to say success carries
within itself the seeds of failu re, and failure the seeds of success.
Seen through the lens of human perception,
Ucycles are often viewed as less
symmetrical than they are U. Negative price fluctuations are called "volatility," while
positive price fluctuations are called "prof it." Collapsing markets are called "selling
panics," while surges receive more benign de scriptions (but I think they may best be
seen as "buying panics"; see tech stocks in 1999, for example). Commentators talk
about "investor capitu lation" at the botto m of market cycles, while I also see
capitulation at tops, when previously-prude nt investors throw in the towel and buy.
I have views on how these gene ral observations and others apply to specific kinds of
cycles, which I will set forth below.
UThe Economic Cycle
Few things are the subject of more study th an the economy. There's a whole profession
built around doing so. Academics try to understa nd the economy, and professionals try to
predict its course. Personally, I'd stick to the former. I think we can gain a good grasp of
how the economy works, but I do not think we can predict its fluctuations. I have written ad nauseam on this subject, but I will repeat a few of the observations I
consider relevant:
There are hundreds, or more likely thousands, of people out there trying to predict the
movements of the economy, but no one has a record much better than anyone else.
Certainly no one who was consistently cap able of accurately predicting the economy's
movements would be among those dist ributing their forecasts gratis.
The markets already incorporate the views of the consensus of economists, and thus
holding a consensus view can't help you make above-average re turns (even if it's
right).
Non-consensus views can make money for you, but to do so they must be right.
Because the consensus reflects the effort s of a large number of intelligent and
informed people, however, it's usually the clos est we can get to right. In other words,
I doubt there's anyone out there with non-c onsensus views that are right routinely.
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Most of the time, the consensus forecast ex
trapolates current observations. Most
predictions for growth, inflation and interest rates bear a strong resemblance to the
levels prevailing at the time they're made. Thus they're close to right when nothing
changes radically, which is the case most of the time, but no prediction can be
counted on to foretell the important sea changes. And it's in predicting radical
changes that extraordinary profit po tential exists. In other words, it's the Usurprises U
that have profound market impact (and thus profound profit potential), but
there's a good reason why they're called surprises: it's hard to see them coming !
Each time there's a radical change, there's an economist who predicted it, and that
person gets to enjoy his fifteen minutes of fame. Usually, however, he wasn't right
because of a superior ability to see the fu ture, but rather because he tends to hold
extreme positions (or perhaps he's a dart thrower) and this time the phenomenon went
his way. Rarely if ever is that economist right twice in a row.
So forecasts are unlikely to help us foresee the movements of the economic cycle. Nevertheless, we must be aware that it exists and repeats. The gr eatest mistakes with
regard to the economic cycle result from a w illingness to believe that it will not recur.
But it always does – and those gullible enough to believe it won't tend to lose money. When we marketed our first distressed de bt fund in 1988, most of the resistance came
from people who said, "maybe there won't be a recession, and thus nothing for you to
buy." Of course, we were deep into a recession within two years, and our 1988-92 distressed debt funds found lots to b uy and produced excellent returns.
Eminent observers concluded again in the 1990s that the cycle had been eliminated and
there would be no recession. In 1996 , the Wall Street Journal wrote:
From boardrooms to living rooms and from government offices to trading floors, a new consensus is emerging: The big, bad business cycle has been tamed.
Top business leaders were quoted as saying "There is no natural law that says we have to
have a recession" and "I don't see what could happen to make a cyclical downturn."
(These quotes are reminiscent of – and look no less silly than – some of my favorites
from 1928: "There will be no in terruption of our present pros perity" and "I cannot help
but raise a dissenting voice to the statements th at . . . prosperity in this country must
necessarily diminish and recede in the future.") Those quoted in 1996 might insist they were n't saying there would never be another
recession, but rather that the tendency toward cyclical fluctuation had been dampened and
there wouldn't be a recession soon. And they might say they were right in 1996, because
there wasn't one until 2001. If managers ha d feared a recession in 1996, they might have
pulled in their horns and missed some of the profits of the la te 1990s. But they also might
have avoided over-expanding and partic ipating fully in the recession of 2001.
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All Rights ReservedThe important thing is to recognize that cycles reverse, and to allow for it. I described in
my last m
emo, "What Lies Ahead?," the manne r in which a recession continues until, at
the margin, a few participants stop cutting back and decide instead to act in anticipation
of better times. I believe this process, a nd the reverse process that eventually causes
growth to stall out, will go on forever. No one knows when the turn will occur, or how
far the correcting leg will go, but the odds are against anyone who says, "the business
cycle is dead." How can non-forecasters like Oaktree best cope with the ups and downs of the economic cycle? I think the answer lies in knowing wh ere we are and leaning against the wind. For
example, when the economy has fallen subs tantially, observers are depressed, capacity
expansion has ceased and there begin to be signs of recovery, we are willing to invest in
companies in cyclical industries. When gr owth is strong, capacity is being brought on
stream to keep up with soaring demand and the market forgets these are cyclical companies whose peak earnings deserve trough valuations, we trim our holdings
aggressively. We certainly might do so too ear ly, but that beats the heck out of doing it
too late.
UThe Credit Cycle
The longer I'm involved in investing, the mo re impressed I am by the power of the
credit cycle. It takes only a small fluc tuation in the economy to produce a large
fluctuation in the availability of credit, with great impact on asset prices and back
on the economy itself.
The process is simple:
The economy moves into a period of prosperity.
Providers of capital thrive, increasing their capital base.
Because bad news is scarce, the risks entail ed in lending and investing seem to have
shrunk.
Risk averseness disappears.
Financial institutions move to expand their businesses – that is, to provide more
capital.
They compete for market share by loweri ng demanded returns (e.g., cutting interest
rates), lowering credit standards, providing more capital for a given transaction, and
easing covenants.
At the extreme, providers of capital finance bo rrowers and projects that aren't worthy of
being financed. As The Economist said earlier this year, "the worst loans are made at the
best of times." This leads to capital destruc tion – that is, to inve stment of capital in
projects where the cost of capital exceeds the return Uon U capital, and eventually to cases
where there is no return Uof U capital.
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All Rights ReservedWhen this point is reached, the up- leg described above is reversed.
Losses cause lenders to become
discouraged and shy away.
Risk averseness rises, and along with it, intere st rates, credit restri ctions and covenant
requirements.
Less capital is made available – and at the trough of the cycle, only to the most
qualified of borrowers.
Companies become starved for capital. Borrowe rs are unable to roll over their debts,
leading to defaults and bankruptcies.
This process contributes to and re inforces the economic contraction.
Of course, at the extreme the process is ready to be reversed again. Because the
competition to make loans or investments is low, high returns can be demanded along with high creditworthiness. Contrarians who commit capital at this point have a shot at
high returns, and those tempting potential returns begin to draw in capital. In this way, a
recovery begins to be fueled. I stated earlier that cycles are self-correc ting. The credit cycle co rrects itself through the
processes described above, and it represents one of the factor s driving the fluctuations of
the economic cycle. Prosperity brings expanded lending, which leads to unwise
lending, which produces large losses, whic h makes lenders stop lending, which ends
prosperity, and on and on .
In "Genius Isn't Enough" on the subject of Long-Term Capital Management, I wrote "Look around the next time there's a cr isis; you'll probably find a lender."
Overpermissive providers of capital f requently aid and abet financial bubbles .
There have been numerous recent examples wh ere loose credit contributed to booms that
were followed by famous collapses: real es tate in 1989-92; emerging markets in 1994-98;
Long-Term Capital in 1998; the movie exhi bition industry in 1999- 2000; venture capital
funds and telecommunications companies in 200 0-01. In each case, lenders and investors
provided too much cheap money and the resu lt was over-expansion and dramatic losses.
In "Fields of Dreams" Kevin Costner was told, "if you build it, they will come." In the
financial world, if you offer cheap mone y, they will borrow, buy and build – often
without discipline, and with very negative consequences.
The credit cycle contributed tremendously to the tech bubble. Money from venture
capital funds caused far too many companies to be created, often with little in terms of
business justification or profit prospects. Wild demand for IPOs caused their hot stocks
to rise meteorically, enabling venture funds to report triple-digit retu rns and attract still
more capital requiring speedy deployment. The generosity of the capital markets let
companies sign on for huge capital projects that were only partially financed, secure in
the knowledge that more financing would be available later, at higher p/e's and lower
interest rates as the projects were further along. This ease caused far more capacity to be
built than was needed, a lot of which is sitting idle. Much of the investment that went into it may never be recovered. Once agai n, easy money has led to capital destruction.
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All Rights ReservedIn making investments, it has become my habit to wo
rry less about the economic
future – which I'm sure I can't know much about – than I do about the
supply/demand picture relating to capital. Being positioned to make investments in
an uncrowded arena conveys vast advantages. Participating in a field that
everyone's throwing money at is a formula for disaster.
We have lived through a long period in wh ich cash acted like ba llast, retarding your
progress. Now I think we're going into an environment where cash will be king . If
you went to a leading venture capital fund in 1999 and said, "I'd like to invest $10 million
with you," they'd say, "Lots of people want to give us their cash. What else can you offer? Do you have contacts? Strategic in sights?" I think the answer today would be
different. One of the critical elements in business or investment success is staying power. I often
speak of the six-foot-tall man who drowned crossing the stream that was five feet deep on
average. Companies have to be able to get through the tough times, and cash is one of the
things that can make the difference. Thus all of the investments we're making today
assume we'll be going into the difficult part of the credit cycle, and we're looking for
companies that will be able to stay the course.
UThe Corporate Life Cycle
As indicated above, business firms have to live through ups and downs. They're organic
entities, and they have life cycles of their own.
Most companies are born in an entrepreneurial mode, starting with dreams, limited capital
and the need to be frugal. `Success comes to some. They enjoy profitability, growth and
expanded resources, but they also must cope with increasing bureaucracy and managerial
challenges. The lucky few become world-cl ass organizations, but eventually most are
confronted with challenges relating to hubris ; extreme size; the diffi culty of controlling
far-flung operations; and perhap s ossification and an unwilli ngness to innovate and take
risks. Some stagnate in maturity, and so me fail under aging products or excessive debt
loads and move into distress and bankruptcy. The reason I say failure carries within itself the seeds of success is that bankruptcy then permits some of them to shed debt and onerous contracts and emerge with a reborn emphasis on frugality a nd profitability. And
the cycle resumes . . . as ever. The biggest mistakes I have witnessed in my investing career came when people ignored
the limitations imposed by the corporate life cycl e. In short, investors did assume trees
could grow to the sky. In 1999, just as in 1969, investors accepted that ultra-high profit
growth could go on forever. They also concluded that for the stocks of companies capable of such growth, no p/e ratio was too high. People extrapolated earnings growth
of 20%-plus and paid p/e ratios of 50-plus. Of course, when neither the growth nor the
valuations turned out to be sustainable, lo sses of 90%-plus became the rule. As always,
the folly of projecting limitless growth became obvious in retrospect.
© Oaktree Capital Management, L.P.
All Rights ReservedThe exigencies of the corporate life cy cle usually render ultra-high growth rates
unsustainable. Regardless of the improbability, however, investors indulge in "the w
illing
suspension of disbelief" (which I always bri ng to the movies but check at the door when I
come to work). They assume that succe ssful companies will be able to attract enough
talent, develop enough new products, access e nough new markets, fend off competition
while protecting high profit margins, and correctly make the strategic adaptations needed
to keep growing . . . but it rarely works that way. In February an article in Fortune magazine, covering 1960-80, 1970-90 and 1980-99,
showed that out of 150 candidates among larg e companies, only four or five in each
period were able to grow earnings per share at 15% per year on average. Only one, Philip
Morris, grew at that rate for all three pe riods. The key for Philip Morris wasn't a
technological miracle or a fabulous new growth product; it was solid blocking and
tackling in areas of stable consumer demand. So the latest "wonder-company" with a unique product rarely possesses th e secret of rapid growth forever. I think it's safer to
expect a company's growth rate to regress towa rd the mean than it is to expect perpetual
motion.
UBusiness Fads and Fancies
We all laugh about hemlines, which fluctuate fr om year to year and add nothing to society
but cost. The truth is, there' s no place for them to go but up and down . . . and so they do.
Likewise, there are business trends that have nowhere to go but back and forth . . . and so
they do.
Take corporate diversification, for example. As a new equity analys t in 1970, one of my
first assignments was to study conglomerate s, starting with Litton, ITT, Whittaker,
Teledyne and City Investing. It was widely held that their diversif ication and synergies
(along with the magic of acquisition a ccounting and high p/e "funny money") could
produce rapid growth forever. They pursued large numbers of acquisitions (ITT made 52
one year) and were rewarded with very high p/e ratios (which enab led them to prolong
their growth for a while through further anti-dilutive acquisitions). It wasn't long, however, before their dependence on sky-high multiples was recognized and difficulties surfaced in connection with the mana gement of their diverse
organizations. Their managers switched to stressing the benefits of specialization (as
opposed to diversification), and the head of Whittaker wrote a paper extolling the virtues of a process he called "distillation of the product centroid." Units began to be sold off
and the companies deconglomerated. It's interesting to note that none of those five companies exists today. Diversification or speci alization? Centraliza tion or decentralization? Savings through
just-in-time inventories or protection from stockpiles and redundancy? Tough goal-
oriented management or warm-and-fuzzy work environments? Leverage on the upside through maximum debt or the safety that co mes from a large equity cushion? The
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a can do not hing but swing back and forth, and so it
does. The answer is that there is no pe rfect answer. Companies move toward one
extreme as it becomes more popular. Then the drawbacks surface and they move back
toward the other. There's no place else for companies to move with regard to each of
these questions, and so they cycle from one extreme to the other.
Likewise, there are cyclical fluctuations in how business phenomena are viewed. People
move en masse toward one view, and when it turns out that no view can hold the answer,
they move away from it. For example, in the 1990s, information t echnology was thought to hold the answer to
increased corporate efficiency. A great deal of the decade's bull market was fed by gains
in productivity, which contribute d greatly to both earnings and the p/e ratios investors
applied to them. Technology-derived gains in productivity were embraced as having fundamentally altered the gr owth potential of companies and the economy. In testimony
to the House of Representatives on February 23, 2000, Alan Greenspan said:
. . . there are few signs to date of slowi ng in the pace of innovation and the spread
of our newer technologies that, as I have indicated in previous testimonies, have
been at the root of our extraordinary productivity improvement. Indeed, some
analysts conjecture that we still may be in the earlier stages of the rapid adoption
of new technologies and not ye t in sight of the stage when this wave of innovation
will crest.
Well, I know what did crest within 30 days : the stock market. And on October 24, 2001,
just twenty months later, a less expansive Mr. Greenspan was quoted in the Wall Street
Journal as saying:
What the events of September 11 did was to introduce a whole new set of uncertainties which information technol ogy is not going to improve our insight
into. And so it is a reversal of some of the forces that engendered the productivity
acceleration of the last five years.
In other words, what had been thought to be a fundamental and durable change has
proved to be one more development whose ability to wax and wane has to be
acknowledged and watched . The gains from productivity are proving to be cyclical, and
the cycle shorter than had been expected.
UThe Market Cycle
At the University of Chicago, I was taught th at the value of an a sset is the discounted
present value of its future cash flows. If this is true, we should expect the prices of assets
to change in line with changes in the outlook for their cash flows. But we know that asset
prices often rise and fall wit hout regard for cash flows, a nd certainly by amounts that are
entirely disproportionate to the changes in cash flows.
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All Rights ReservedFinance professors would say that these fluctu ations reflect changes in th
e discount rate
being applied to the cash flows or, in othe r words, changes in valuation parameters.
Practitioners would agree that ch anges in p/e ratios are respon sible, and we all know that
p/e ratios fluctuate much more radi cally than do company fundamentals.
The market has a mind of its own, and its changes in valuation parameters, caused
primarily by changes in investor psychology ( not changes in fundamentals), that account
for most short-term changes in security pr ices. This psychology, too, moves in a highly
cyclical manner.
For decades – literally – I've been lugging around what I thought was a particularly
apt enumeration of the three stages of a bull market:
the first, when a few forward-looking pe ople begin to believe things will get
better,
the second, when most investors realize improvement is actually underway, and
the third, when everyone concludes everything will get better forever.
Why would anyone waste time trying for a bette r description? This one says it all.
Stocks are cheapest when everything looks grim. The depressing outlook keeps them
there, and only a few astute and daring bargai n hunters are willing to take new positions.
Maybe their buying attracts some attenti on, or maybe the outlook turns a little less
depressing, but for one reason or anot her, the market starts moving up.
After a while, the outlook seems a little le ss poor. People begin to appreciate that
improvement is taking place, and it requires le ss imagination to be a buyer. Of course,
with the economy and market off the critical li st, they pay prices th at are more reflective
of stocks' fair values.
And eventually, giddiness sets in. Ch eered by the improvement in economic and
corporate results, people become willing to extrapolate it. The masses become excited
(and envious) about the profits made by invest ors who were early, and they want in. And
they ignore the cyclical nature of things and conclude that the gains will go on forever.
That's why I love the old adage "What the wi se man does in the beginning, the fool does
in the end." Most importantly, in the late stages of the great bull markets, people become
willing to pay prices for stocks that assume the good times will go on ad infinitum .
But they cannot. When the tech bubble wa s roaring ahead in late 1999, no one could
think of any development that might be capab le of bringing it to an end. Technology was
certain to revolutionize everyday life, crea ting a new investment paradigm. Revenue
growth (or at least the growth in "eye-balls") was strong. Capital was free ly available,
enabling expansion to continue and new, innovative companies to be formed. Cash flows
into mutual funds and 401(k)s guaranteed steady demand for the stocks. Each time another tech stock was added to an inde x, a whole new group of forced buyers was
created among index funds and the active mana gers benchmarked agai nst that index. No
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All Rights Reservedportfolio ma
nager could take the risk of under-owning these stocks; they had to buy
them regardless of price! Eureka! There was no way they could stop going up. The
perpetual motion machine had been built. But somehow, the stocks did stop going up. And then they starte d going down. I don't
think anyone can say just what it was that ca used the tech bubble to burst. Certainly I
can't think of any one thing – even in hindsight, which is usually 20:20. Maybe the groundwork was laid for declines when it was shown merely that th e rise could slow.
Maybe a few smart people, to paraphrase the third of the three stages, concluded that
everything
Uwouldn't U get better forever. The best expl anation probably is that the prices
just collapsed under their own weight. Anyway, the market proved – on ce again – that it can't move in one direction forever. It
has to be appreciated in cyclical terms, with increases followed by decreases, and in
fact with increases
Ucausing U decreases.
In April 1991 , in just my second general me mo to clients, I described the market as
follows:
The mood swings of the securities ma rkets resemble the movement of a
pendulum. Although the midpoint of its ar c best describes the position of a
pendulum "on average," it actually spends very little of its time there. Instead, it
is almost always swinging toward or away from the extremes of its arc. But
whenever the pendulum is near either extr eme, it is inevitable that it will move
back toward the midpoint sooner or later. In fact, it is the movement toward an
extreme itself that supplies the energy for the swing back.
Investment markets make the same pendulum-like swing:
between euphoria and depression,
between celebrating positive developments and obsessing over negatives, and
thus
between overpriced and underpriced.
The swing of the pendulum? The oscillation of the cycle? Either way's fine – just don't
tell me it'll be a straight line.
In 1999, the Wall Street Journal ran a numbe r of OpEd pieces by James Glassman and
Kevin Hassett trumpeting the theory behind the book "Dow 36,000." I couldn't think of
anything that made less sense. By last mont h, it seemed the Journal's story had changed:
With economic conditions turning downward so quickly, pushed along by the events of Sept. 11, a lot of business books have been rendered irrelevant, even
silly. Anyone remember "Dow 36,000"?
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All Rights ReservedHow quickly views change, and how quickly the logical-sounding ratio nale for lofty or
depressed prices is shown in retr ospect to have been "silly."
* * *
The risks entailed in ign
oring the inherently cyclical nature of th ings are manifold, and
the various cycles interact, often in ways that surprise the optimists. On October 26 the beautifully written (but inaptly-titled) "Gra nt's Interest Rate Observer" described the
situation at a fallen telecommunications giant as follows:
In the New Economy, the front office seemed persuaded, there would be no recession (let alone a global recession ) and no bear market (especially one
concentrated in technology). There w ould be no pause in the growth of the
demand for broadband, no collapse in the pr ice of broadband access and no credit
contraction. What we are l ooking at . . . is compressed cash flow at the trough in a
cyclical business so new that its proponents have yet to disc over that it is, in fact,
cyclical.
This example represents a four-bagger. It seems the company's management ignored the
cyclicality of (l) the economy, (2) the stock ma rket, (3) the availability of credit, and (4)
the demand and price for its product. As in th is case, the failure to prepare for cycles
usually leads to what later are percei ved as obvious, easily-avoided mistakes.
UCycles and How To Live With Them
No one knew when the tech bubble would burst, and no one knew what the extent of the
correction could be or how long it would last. But it wasn't impossible to get a sense that
the market was euphoric and investors were behaving in an unquestioning, giddy manner.
That was all it would have taken to avoid a great deal of the carnage.
Having said that, I want to point out emphatically that ma ny of those who complained
about the excessive market valu ations – including me – star ted to do so years too soon.
And for a long time, another of my old standa rds was proved true: "b eing too far ahead of
your time is indistinguishable from being wrong. " Some of the cautious investors ran out
of staying power, losing their jobs or thei r clients because of having missed the gains.
Some capitulated and, having missed the gains, jumped in just in time to participate in the
losses.
So I'm not trying to give the impression th at coping with cycles is easy. But I do
think it's a necessary effo rt. We may never know where we're going, or when the
tide will turn, but we had better have a good idea where we are.
November 20, 2001
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This memorandum expresses the views of the author as of the date indicated and such views are
subject to change without notice. Oaktree has no duty or obligation to update the information contained herein. Further, Oaktree makes no rep resentation, and it should not be assumed, that
past investment performance is an indication of future results. Moreover, wherever there is the
potential for profit there is also the possibility of loss. This memorandum is being made available for educational purposes only and should not be used
for any other purpose. The information contai ned herein does not constitute and should not be
construed as an offering of advisory services or an offer to sell or solicitation to buy any
securities or related financial instruments in any jurisdiction. Certain information contained herein concerning economic trends and performan ce is based on or derived from information
provided by independent third- party sources. Oaktree Capita l Management, L.P. (“Oaktree”)
believes that the sources from which such informa tion has been obtained are reliable; however, it
cannot guarantee the accuracy of such inform ation and has not independently verified the
accuracy or completeness of such information or the assumptions on which such information is
based. This memorandum, including the information cont ained herein, may not be copied, reproduced,
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