FUNDAMENTALS
March 2015
Flying High: RAFI at 10 Years
™
“
John West, CFA
It took the RAFI
methodology to
illustrate the power
of rebalancing within
equity markets.
“
KEY POINTS
1.
The introduction of fundamentally
weighted indexing expanded
investors’ choices beyond the
“either/or” of active and passive
management.
2.
Critical thinkers asked valid questions, but what was new with fundamental weighting was putting a
dynamic value-oriented approach
on a transparent, rules-based
index chassis.
3.
With nearly 10 years of actual
returns, the Fundamental Index™
strategy has added value over a
complete market cycle.
4.
Providers should design smart
beta strategies that are easy to
understand; investors should
consider whether a contrarian
approach that requires fortitude
and patience is right for them.
Nearly 10 years ago, what we now call
the promise of smart beta1 began for me
at 35,000 feet over the Kansas–Missouri
border. In April 2005, well before smart beta
or its cousin, factor investing, had become
everyday expressions, I found myself on
a transcontinental flight, completely and
utterly…bored. At the time, I was director of
research at an investment consulting firm
and, feeling totally prepped for my client
meeting, I had next to nothing to occupy
the last two hours of my flight (the SkyMall
catalog was never good for more than two or
three minutes of perusing). So I dug into my
briefcase and found the one piece of reading
left, the March/April edition of the Financial
Analysts Journal.
Considering that two of my current partners
were associated with the journal in 2005—
Rob Arnott was editor and Katy Sherrerd
was a managing director of CFA Institute
responsible for the FAJ—you’d think I would
tell you (and them) that I anticipate its
delivery like an 11-year-old boy waits by the
mailbox for the latest issue of MAD magazine.
But I’d be lying.
Aside from Rob’s “Editor’s
Corner” columns, the FAJ would normally get
a skim at best. Not this time. The skimming
stopped at an article called “Fundamental
Indexation” (Arnott, Hsu, and Moore, 2005).
I read, pondered, and re-read.
The notion of a
better index was mind-blowing, a real game
changer for institutional investors staring at
low long-term returns. So, upon returning
from my trip, I called the Research Affiliates
main line (then in Pasadena). It was the
only reverse inquiry I made in a decade of
investment consulting.
Less than a year
later, I left my comfortable and enjoyable
consulting career, lengthened my commute
by 35 miles (right through downtown LA…in
rush hour), and joined Research Affiliates.
So how has it turned out? Well, I’m loving
things here at Research…oh, you meant
with the RAFI Fundamental Index™ strategy
and its investors, didn’t you? I’m pleased to
report quite well. Join me as I explain how it
went and where we are headed.
The Choices Then
In 2005, an investor allocating any amount
of assets to equities faced a binary choice:
invest actively or passively? Active
managers pointed out, quite correctly,
that prices (see TMT Bubble)2 deviate
wildly from fair value, and a capitalizationweighted index will structurally allocate
more to overpriced stocks. The indexers
countered with the indisputable Cost
Matters Hypothesis (CMH), the obvious
fact that for every winning active manager
there must be a losing active manager taking
the other side of the winner’s trades, as well
as overwhelming empirical evidence on
the superior performance of cap-weighted
index funds.3 There was no viable low-cost
solution that fixed the return drag from
cap weighting while retaining many of the
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Hewes Communications
+ 1 (212) 207-9450
hewesteam@hewescomm.com
.
FUNDAMENTALS
The experience of the late 1990s and
the bursting of the tech bubble vividly
illustrate this paradox. Figure 1, an
exhibit we’ve used before, outlines the
rise and fall of Cisco Systems during
this stretch of time. In all honesty, we
could have chosen almost any tech
company in virtually any country. As
they all crested, proponents of active
management hollered that the index
was taking people on a dangerous ride.
And they were right.
To this day, most
people don’t realize that the average
stock in the S&P 500 Index5 didn’t
begin to lose money until April 2002,
a full 20 months after the bear market
had started for its cap-weighted cousin.
Did active managers take advantage
of the opportunity? Nope. Over the
preposterous Cisco mispricing cycle, the
S&P 500 still managed to outperform
the majority of mutual funds.6 Massive
pricing errors and the associated return
drag from cap weighting, but no excess
returns? For shame.
“
Whether you call it
an index or not, the
portfolio construction
methodology has critical
implications.
“
benefits associated with indexing, such
as capacity, economic representation,
and ease of governance.4
March 2015
The RAFI Fundamental Index approach
sought to solve this conundrum in a
shockingly simple and intuitive manner.
Suppose we weighted our index by
some other gauge than price. We would
no longer be forced to ride up with the
most popular and beloved stocks, and
the exorbitant expectations that come
with them.
Arnott, Hsu, and Moore
(2005) proposed using other measures
of economic size, like sales, cash flow,
book value, and dividends paid, and then
rebalancing once per year. They showed
how this and other non-cap-weighted
indices plugged the “2% leak” in the
cap-weighted boat, by breaking the link
between price and portfolio weight. But
unlike other measures—crude ones
like equal-weighting back then and the
opaque and overly complicated “quant
in drag” techniques today—the use of
economically meaningful measures preserves virtually all the desirable attributes
of cap-weighted indices, including broad
economic representation, large capacity,
low turnover, and ease of governance.
Learning from Valid
Critiques?
Hmm…an index that stands to deliver
2% in long-term outperformance
while preserving nearly all of the
implementation advantages of cap
weighting? Sounding too good to be
true, fundamentally weighted indexing
attracted immediate skepticism from
Jack Bogle, Burt Malkiel, Cliff Asness…and
John West.
Remember, I was a consultant
at the time! My clients expected me to
Figure 1. The Rise and Fall of Cisco Systems (March 1997–March 2003)
250
16
14
Growth of $1
10
8
150
+1346%
- 86%
6
100
4
CISCO P/E Ratio
200
12
50
2
0
Mar-97
Mar-99
CISCO Cumulative Return
Mar-01
0
Mar-03
CISCO P/E
Source: Research Affiliates, based on data from FactSet.
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Page 2
. FUNDAMENTALS
Frankly, many of my concerns were
similar to those expressed by Messrs.
Bogle, Malkiel, and Asness, unsurprising
given the deep respect I held and
continue to hold for all three. Jack Bogle
correctly and fairly pointed out “these are
hypothetical returns for the underlying
indexes that don’t take into account
fees, costs, and taxes” (Lim, 2007). The
operative word in my mind at the time
was hypothetical. We consultants had
an old joke: There is no such thing as a
bad backtest.
They never see the light
of day. I relied on my intuition. Avoiding
the big bubbles like Cisco circa 2000
(or the small bubbles like Krispy Kreme
Donuts circa 2003) that beset a priceweighted approach seemed promising
even without simulated results.
As
for transaction costs, “Fundamental
Indexation” demonstrated that turnover
was likely to be low. Furthermore, the
stocks of big companies tend to be
traded in volume. As a company grows in
economic importance, its target weight
naturally rises, and so does its liquidity.
I was more interested in the tie-in with
value.
Burt Malkiel stated, “fundamental
indices have done very well over the past
six years because value stocks and small
cap stocks have done well. Will they do
well over the next six years? I’m not so
sure” (Floyd, 2007). I ran the numbers,
and throughout 2005 I explored the
value and size issue with Research
Affiliates.
Jason Hsu walked me through
the time-varying nature of the RAFI
Fundamental Index style tilts. I became
more and more aware that noisy stock
prices create opportunities to rebalance.
The benefits of rebalancing across asset
classes are universally acknowledged,
but it took the RAFI methodology to
illustrate the power of rebalancing
within equity markets. Rebalancing
entails selling what has done well lately
and buying what has done poorly.
So
when value stocks do particularly well
relative to their fundamental size, the
RAFI Fundamental Index method trims
value and adds to recently lagging
growth stocks.
“
The value
added should
overwhelmingly
accrue to the client.
“
poke holes in money managers’ latest
snake oil remedies. And I cared deeply
about my clients’ success.
March 2015
It is precisely due to this dynamic
exposure that the RAFI Fundamental
Index strategy tends to win more in
value markets than it gives back in
growth markets. I concluded this was
the driving force behind the strategy’s
1.5% annualized premium over the
Russell 1000 Value Index.
I also
concluded that the size bias of the
RAFI Fundamental Index portfolio was
overstated. True, the RAFI portfolio had
about half the weighted average market
capitalization of the S&P 500 at the
peak of the TMT bubble. But that was
less of a bet against large companies
and more of a bet against high-priced
tech stocks.
Much of the rest of the debate in 2005
and 2006 centered on semantics.
Was it an index? Personally, I didn’t
much care what people called it.
In
most industries, customers celebrate
innovations
that
deliver
some
combination of better performance and
lower costs, rather than getting tripped
up in arguments over nomenclature.
Recall the two implementation choices
at the time—active management and
cap-weighted index funds. I concluded
it was a better investment portfolio
than cap weighting and it was clearly
cheaper than top-quartile active
managers (for those with the chutzpah
to claim they can pick them).
Was it new or, as Cliff Asness
(2006) suggested, just a cleverly
repackaged form of value investing?
Well, rebalancing—the driver of the
RAFI Fundamental Index dynamic
value and other tilts—is by definition
a value-oriented activity, and it was
identified well before Fama and
French. Ben Graham (2005, p.
42) in
1949 intimated this in The Intelligent
Investor by explaining, “Basically, price
fluctuations have only one significant
meaning for the true investor. They
provide him with an opportunity to buy
wisely when prices fall sharply and to
sell wisely when they advance a great
deal.”
So what was new? Putting this kind of
a value-oriented approach on a rulesbased index chassis—that’s what.
Whether you call it an index or not, the
portfolio construction methodology has
critical implications. It places downward
pressure on fees and upward pressure
on transparency.
How can that be bad?!
My questions were answered. I believed
this strategy was something every
institutional client should examine.
I figured the best way to make that
happen was to join Research Affiliates
as a “RAFI missionary.”
The Numbahs Please
“You need a full market cycle to evaluate
an investment strategy.” How many
times have you heard a manager or
consultant intone this dictum? Well, it
would be hard to argue that we haven’t
seen a full cycle since my revelation at
35,000 feet. We’ve seen a bull market
from 2005 through October 2007, the
sharpest bear market since the Great
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Page 3
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FUNDAMENTALS
March 2015
So that’s an annualized excess return of
2.3% and 1.5% above the median active
manager and the cap-weighted index,
respectively, for our first 10 years. If you
had invested $10,000 in the FTSE RAFI
US 1000 Index in December 2005, your
balance would have grown to approximately $22,640. This is $2,660 more
than if you had invested in a fund that
tracks the S&P 500 and $3,960 more
than if you had invested with the median
active manager. To be sure, the two index
results are before costs, but the costs in
both cases would have been modest.
Depression, and a six-year bull market.
Large and small companies alike have
rotated leaders.
As we’ll explore in
greater depth shortly, value won early,
but growth stocks have had a nearly
continuous run since mid-2007. We’ve
also seen sector leadership shift across
the economy. Seven different sectors,
from health care to utilities to financials,
have been calendar-year winners.
So how has the RAFI Fundamental
Index methodology done in its first 10
years? What have we learned as we’ve
migrated from the Lake Wobegon world
of backtesting?
Nonetheless, the value-added returns
did fall short of the hypothetical excess
returns found in the original research.
Why? This brings us to the value
criticism.
Burt Malkiel was right. Value
stocks had done very well prior to the
publication of “Fundamental Indexation,”
whether one used the previous five
years’ returns (dominated by the unwind
First, we have cumulative annualized performance of 9.4% from December 1,
2005, to December 31, 2014.7 How
does this compare to the two implementation options of the time? Active
management has had a rough go of it
with a return of 7.1% for the median
Lipper Large-Cap Core mutual fund,
compared with 7.9% for the S&P 500.
of the tech bubble) or the longer stretch
of 35 years (as far back as the Russell
1000 Value data were available). And
the RAFI Fundamental Index strategy
had a near universally acknowledged
value tilt, sometimes big and sometimes
small.
In Figure 2, I show the excess returns
of the RAFI portfolio over the S&P 500
along with the approximate value and
size premiums that were commercially
available.
The first set of bars on the
left shows the results that this former
consultant would have looked at in 2005.
The backtested RAFI portfolio produced
a 2.3% excess return from 1979 to
November 30, 2005. Meanwhile, value
stocks, as represented by the Russell
1000 Value, produced an excess return
of 0.9%. The size premium, as measured
by the S&P 500 minus the Russell 2000
Index, was negative, confirming that the
RAFI Fundamental Index small-cap bias
was a red herring.
Figure 2.
Simulated and Live Returns
Annualized Excess Returns
3.0%
2.0%
2.3%
1.0%
1.5%
0.9%
0.0%
-0.6%
-0.2%
-1.0%
Backtested Returns
(1979–11/30/2005)
FTSE RAFI Excess Return
-0.1%
Live Returns
(12/1/2005–12/31/2014)
Value Premium
Size Premium
Source: Research Affiliates, based on data from FactSet.
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Page 4
. FUNDAMENTALS
March 2015
“
“
Since the launch of the RAFI Fundamental
Index strategy in late 2005, value has
registered a 0.6% shortfall as measured
by the spread between the Russell 1000
Value and the Russell 1000 Index. The
sign flipped! Yet the RAFI portfolio still
produced meaningful excess returns.
How did it do that? Precisely by means
of its dynamic value exposure. As shown
in Figure 3, the RAFI strategy entered
the 2007 period with a very mild value
tilt: Using the price-to-book ratio, it
traded at only a 14% discount to the
broad market. It had used the value
rally of 2000–2006 to rebalance out
of the outperforming value stocks.
By
the beginning of 2008, the FTSE RAFI
US 1000 had half the value tilt (15%
discount to the market) of the Russell
1000 Value (27% discount). It began
to rebalance into value stocks in March
2008, and in March 2009 it reached a
nearly 50% discount to a broad market
that increasingly favored growth at any
price. In a little over two years, the RAFI
Fundamental Index portfolio had gone
from half to twice the value tilt of the
Russell 1000 Value.
And it paid off.
cut for investment management fees.
Not bad. About how much of that 101 bps
did a top-quartile manager take? Half?
Three quarters? Shockingly, the 101 bps
gross alpha shrinks to a scant 6 bps after
deducting the expense ratio. Only 6% of
the benefit of hiring a top-quartile mutual
fund accrued to the end investor.
Mean reversion is
unreliably reliable.
With nearly 10 years of actual returns,
the RAFI Fundamental Index strategy has
added value across a most interesting
and complete market cycle.
True, not
as large as the original work suggested,
but certainly in line with expectations,
given the prevailing headwind valuetilted strategies have encountered over
the past decade. Critically it’s been able
to deliver more to the end investor as a
result of having a natural lower fee than
active approaches. We can’t wait to see
how it does in a decade when value wins!
Meanwhile, on average the two RAFI
Fundamental Index products launched
in 2005 delivered nearly 80% of excess
returns to the end client.
Isn’t that the way
our industry is supposed to work? Sure the
manager should win a little, but the value
added should overwhelmingly accrue to
the client.8
Looking Forward
What excited me then, and still excites
me today, is the benefit for investors.
Suppose you recognized the issues with
cap weighting back in 2005 and decided
to go active. Further suppose you had
the skill to pick—and the sangfroid to
stick with!—a top-quartile mutual fund
(West and Ko, 2014). You would have
enjoyed a reasonable excess return of
1.01% before the manager took their
What about the next 10 years? Well, my
second decade with the RAFI strategy is
beginning like the first—35,000 feet in
the air, this time over Columbia, Missouri.
No FAJ in the briefcase.
Instead, I have
the February 2, 2015, edition of Financial
Advisor magazine where, in a piece on
indexing, they estimate the broad smart
beta category has $400 billion in assets.
Figure 3. Dynamic Value Tilt
P/B Discount vs. Russell 1000 Index
0%
-10%
After six years of value
outperformance, RAFI has
a very small value tilt
No value tilt
-20%
-30%
After a large sell-off in
distressed value names,
RAFI rebalanced aggressively
to take on a deep value tilt
-40%
-50%
Mar-06
Mar-07
Mar-08
Mar-09
FTSE RAFI US 1000 P/B Discount
Mar-10
Mar-11
Mar-12
Mar-13
Russell 1000 Value P/B Discount
Source: Research Affiliates, based on data from FactSet.
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Page 5
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FUNDAMENTALS
(As of January 31, 2015, RAFI-related
strategies alone have $137 billion in
assets.) That’s a lot, and it’s growing by
the month. With real money at stake,
it is my sincere hope that we spend
comparably little time on whether these
strategies work and more on how we
make them work fully for investors.
From Morningstar’s Russ Kinnel to
Vanguard’s Jack Bogle, countless articles
chronicle how the returns of mutual
fund investors trail the self-same mutual
funds. Typically, the shortfall estimates
cluster around 2%.9 Investors’ poor
timing—chasing recently strong returns
and fleeing from recently bleak results—
substantially erodes winning strategies
to the point where they become losers.
Squandering 2% would eliminate the
entire excess return from the RAFI
Fundamental Index approach, failing
end investors and, like so much of our
industry, enriching everybody but the
client. If we truly care about our clients
and their financial aspirations, that
would be a devastating disaster.
So how do we make sure that doesn’t
happen? What sort of conversations
should we be having with current and
prospective clients so they can fully
benefit from these sorts of products? I’ll
leave you with a few ideas:
March 2015
• Keep Products as Simple as
Possible—Simplicity is critical
for smart beta approaches.
If
clients understand the investment
philosophy, construction process,
and return drivers, they’ll be more
likely to understand why it’s not
working over a shorter stretch. In
contrast, the complexity embedded
in a 57-factor approach is easy to
buy into when the numbers are
good and easy to give up on when
they’re bad.
• Understand Contrarian Investing—
The RAFI strategy, like all nonprice-weighted strategies, rebalances. Rebalancing by definition is
selling winners and buying losers,
a most contrarian exercise.
All of
my early work on the RAFI Fundamental Index was designed to
appease my mind. RAFI investors,
or investors buying into any nonprice-weighted approach, need to
be honest in their intestinal fortitude to be a contrarian (Lawton,
2013). In my “live” nine years with
Research Affiliates, we’ve made
some scary and uncomfortable
trades.
Clients need to understand
this connection between assured
Endnotes
8.
1. Hsu (2014).
2. The technology, media, and telecoms (TMT) bubble burst in March
2000.
3. How do I reconcile the CMH with the RAFI Fundamental Index outperformance? After all, the RAFI strategy does have to “take” returns from
someone. Who’s the loser? The end investors of mutual funds and other
active strategies routinely chase recent performance, trading long-term
profits for short-term comfort (see West and Larson, 2014, and Hsu and
Viswanathan, 2015).
4. Ease of governance should not be underestimated. The time spent by
investment committees interviewing managers is mindboggling.
Trust
me, as a former consultant, I know (see West, 2011).
5. As measured by the S&P 500 Equal Weight Index.
6. For the period March 1997–March 2003, the S&P 500 outperformed
55% of active managers in a database that is not free of survivorship bias.
Source: eVestment Alliance, using Lipper’s universe of U.S. large-cap
equities.
7. I quote the FTSE RAFI Index series here and throughout the article. It was
launched November 28, 2005, based on the “composite” methodology
outlined in “Fundamental Indexation” earlier in the year.
9.
discomfort (i.e., no second guessing)
and presumed profit.
Those failing
the gut check might be better off
with pure cap-weighted passive
investing, and that’s OK.
• Be Patient—Rebalancing pays off
with mean reversion. But mean
reversion is unreliably reliable.
What do I mean? It happens, but
on its own schedule. Sometimes
prices revert faster and sometimes
painfully slower; sometimes markets
trend ever further away from past
norms, before they violently mean
revert.
Sometimes they head back to
their historical mean, sometimes to
a different level, and sometimes they
overshoot. If you’re going to commit
to a smart beta strategy, do so with
a 10-year horizon, and memorialize
your rationale for future decision
makers.
It’s been a pleasure to be part of the
growth of the RAFI Fundamental Index
and to see the alternative index space,
once so very lonely, grow into the
increasingly ubiquitous concept of smart
beta. I sincerely hope and believe the next
10 years will bring continued success if we
concentrate on what’s important and have
honest dialogues with our clients.
Research Affiliates based on data from eVestment Alliance and FactSet.
Active managers’ excess returns calculated by using the 75th percentile
gross return of Lipper U.S.
Large-Cap Core, U.S. Large-Cap Growth, and
U.S. Large-Cap Value database minus the return of the S&P 500 for the
period 1/1/2006 to 12/31/2014.
Fees are represented by the average
fee charged by active managers in the 20th–30th percentile ranking for
the period 1/1/2006 to 12/31/2014 using the Lipper database for U.S.
Large-Cap Core, U.S. Large-Cap Growth, and U.S. Large-Cap Value.
The
RAFI Fundamental Index strategy represents the average excess returns,
before fees, of the PowerShares FTSE RAFI US 1000 (PRF) ETF minus
the S&P 500 and the PIMCO Fundamental Index PLUS AR mutual fund
(PXTIX) minus the S&P 500 for the period 1/1/2006 to 12/31/2014.
Russ Kinnel’s 2015 update of his “Mind the Gap” classic shows this gap
closing to 0.5% in the most recent decade, but for a reason that’s likely
to be temporary. We’ve had a rip-roaring bull market, with momentum
drawing in equity investors, so that the dollar-weighted return has
improved with recent allocations earning handsome returns. Of course,
dollar weighted returns always look better under these scenarios and
downright awful after big reversals.
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Page 6
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FUNDAMENTALS
March 2015
References
Arnott, Robert D., Jason Hsu, and Philip Moore. 2005. “Fundamental Indexation.” Financial Analysts Journal, vol. 61, no.
2 (March/April):83–99.
Asness, Clifford. 2006. “The Value of Fundamental Indexing.” Institutional Investor (October 16).
Floyd, Elaine.
2007. “Burton Malkiel on Indexing, Active Management, China, and the Value of Financial Advisors.” Advisor Perspectives (November 1).
Graham, Benjamin. 2005.
The Intelligent Investor: The Classic Text on Value Investing. New York: Harper Collins. (Original work published 1949.)
Hsu, Jason.
2014. “The Promise of Smart Beta.” Research Affiliates (December).
Hsu, Jason, and Vivek Viswanathan. 2015.
“Woe Betide the Value Investor.” Research Affiliates (February).
Lawton, Philip. 2013. “The Psychology of Contrarian Investing.” Research Affiliates (December).
Lim, Paul J.
2007. “How to Corral an Index Fund (With a New Rope).” New York Times (January 21).
West, John. 2011.
“Whack! Today’s Misaligned Manager Selection Process.” Research Affiliates (June).
West, John, and Amie Ko. 2014. “Hiring Good Managers is Hard? Ha! Try Keeping Them.” Research Affiliates (November).
West, John, and Ryan Larson.
2014. “Slugging It Out in the Equity Arena.” Research Affiliates (April).
Disclosures
The material contained in this document is for general information purposes only. It is not intended as an offer or a solicitation for the purchase and/or sale of any security, derivative,
commodity, or financial instrument, nor is it advice or a recommendation to enter into any transaction.
Research results relate only to a hypothetical model of past performance (i.e., a
simulation) and not to an asset management product. No allowance has been made for trading costs or management fees, which would reduce investment performance. Actual results
may differ.
Index returns represent back-tested performance based on rules used in the creation of the index, are not a guarantee of future performance, and are not indicative of any
specific investment. Indexes are not managed investment products and cannot be invested in directly. This material is based on information that is considered to be reliable, but Research
Affiliates® and its related entities (collectively “Research Affiliates”) make this information available on an “as is” basis without a duty to update, make warranties, express or implied,
regarding the accuracy of the information contained herein.
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information contained in this material should not be acted upon without obtaining advice from a licensed professional. Research Affiliates, LLC, is an investment adviser registered under
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Investors should be aware of the risks associated with data sources and quantitative processes used in our investment management process. Errors may exist in data acquired from
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While Research Affiliates takes steps to identify data and
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(See all applicable US Patents, Patent Publications, Patent Pending intellectual property and protected trademarks located at http:/
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