SlideShare a Scribd company logo
FUNDAMENTALS
™
September 2015
United States and Canada	
Hewes Communications	
+ 1 (212) 207-9450		
hewesteam@hewescomm.com	
Europe
JPES Partners (London)
+44 (0) 20 7520 7620
ra@jpespartners.com
Media Contacts
Chris Brightman, CFA
Momentum investors are like the surfers we
watch from beaches along the Pacific coast.
Both must catch a wave. Both attempt to
ride it as it breaks. But the ability to glide
away smoothly before being caught inside
the inevitable crash(ing wave) that follows
is what determines success.
Momentum, one of a handful of equity
factors that empirically displays robust
equity returns, has recently become popular
as investors explore factor investing. In the
passive realm, investors are increasingly
seeking to replicate cheap and transparent
indices. But does index replication make
sense in the case of momentum?
We believe a momentum strategy
implemented through an index-based
approach has serious limitations. And
although some active managers are quite
adept at riding the momentum wave, it
does require significant experience and skill.
Our view is that momentum as an index
replication strategy can be very dangerous,
but incorporating it into an active value
strategy is an opportune way to exploit its
insights.
Catching the Wave
The investment industry borrowed the term
“momentum” from the physical sciences.
In physics, momentum is defined as mass
(such as ocean water) in motion. When
used in the sense of investing, momentum
refers to movement in stock prices.
Several explanations exist for the energy that
creates the prolonged movement of stock
prices higher or lower. The most convinc-
ing explanation in our view is that investors
initially underreact to earnings surprises.
Chordia and Shivakumar (2006) and Novy-
Marx (2015) have shown that earnings
momentum explains most of the momen-
tum effect. Investors are at first slow to react
to an unexpected uptick or downtick in earn-
ings. But when the next earnings data are
reported and they confirm the prior report,
investors register the potential importance
of the change in trend. If earnings are higher
than expected, the momentum in price is
upward. Subsequent confirming earnings
releases may even cause euphoria and
over-extrapolation of future earnings fore-
casts, reinforcing the fast-moving upward
trajectory. The momentum investor benefits
as the price reacts to subsequent earnings
announcements and moves higher. Price
momentum can also move in the opposite
direction—down—with correspondingly
negative outcomes for investors. We will
discuss this “fly in the sunscreen” in the next
section.
Investors have good reason to want to catch
the momentum wave. History shows that
stocks with above-average performance
in the prior year have tended to persist in
producing short-term excess returns. This
tendency is one of the strongest empirical
regularities in finance and has been docu-
mented across geographies and asset classes.
How NOT to Wipe Out with Momentum
Chris Brightman, CFA, Vitali Kalesnik, Ph.D., and Engin Kose, Ph.D.
KEY POINTS
1.	 Implementation costs and front
running make an index replica-
tion strategy inadvisable as a
means to capture the momen-
tum premium.
2.	 The pros (proven profitability
and robustness) of momentum
can swiftly be wiped out by the
cons (crashes and crowded
trades), making an active imple-
mentation dangerous for all but
the most skilled managers.
3.	 Combining value and momen-
tum in order to exploit their
typically negative correlation
in stock holdings and alpha can
improve a portfolio’s Sharpe
ratio over those of either strat-
egy alone.
A momentum
strategy implemented
through an index-
based approach has
serious limitations.
“
“
September 2015
2Page
FUNDAMENTALS
620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com
Table 1 reports the average perfor-
mance of momentum equity portfolios
constructed for different definitions of
momentum1
and in different geographi-
cal markets: the United States, Europe,
Japan, Asia Pacific ex Japan, and Global.
Momentum has consistently added
value across markets, with the widely
known exception of Japan, an outlier
we would expect for any strategy with
inherent randomness.
The data also show that the risk–return
characteristics of momentum are robust
across time periods. Figure 1 plots the
growth of one U.S. dollar invested in a
long–short momentum strategy in Janu-
ary 1927. By the end of the 87-year period
in June 2015, it had grown quite steadily
to a formidable $6,524, which compares
to $4,078 for the market portfolio.
Wiping Out
Buying into positive price momentum—
that is, purchasing a stock whose
price subsequently and steadily
rises—generates a capital gain for an
investor. The catch is that, as in physics,
what goes up must come down. The
perfectly breaking 15-foot wave can
quickly become dangerous and deadly.
chart)thesuddenandabruptdrawdowns
that a momentum investor must live
with. These drawdowns usually occur
following periods of heightened volatility,
typically a function of a crisis event.
Since 1927, drawdowns have generally
been under 20%, but the granddaddy
of all drawdowns was the 74% plunge
in prices in the aftermath of the Great
Depression. In the last 15 years, the U.S.
equity market has been visited with two
major negative momentum events: the
first, a 31% drawdown after the tech
bubble burst in 2000, and the second, a
57% drawdown, in the wake of the 2008
global financial crisis.
In a crash, the price momentum is
typically concentrated in groups of
stocks that the market particularly
loathes and fears more than others,
often distressed companies with high
betas. These recent losers are sold as
the negative momentum continues,
until investors, satisfied with the new
state of the world, view these stocks as
cheap enough to be great investment
opportunities. As the market shifts its
perspective, the most-feared losers with
high betas recover with a vengeance and
momentum investors are off to catch
another wave.
Predicting when that turning point will
be, just as forecasting when the turning
point in the price momentum of a
particular stock or asset class will arrive,
is no easy task. Missing that turning
point can mean not only not locking in a
gain, but more insidiously being “caught
inside the wave,” unable to sell before
the downside of a momentum trend
takes hold in the market. Accordingly,
two predominant risks characterize
a momentum strategy: substantial
drawdowns, or crashes, and a crowded
momentum trade, which makes the
trading costs high enough to obliterate
the alpha of the strategy for the careless
momentum surfer. Let’s take a closer
look at both of these.
The crashes periodically experienced in
a momentum strategy can be significant,
as Figure 2 shows. The relentless upward
climb of prices depicted in Figure 1
disguises (thanks to the log-scale of the
Region and Definition
Recent Winners Recent Losers t-stat of
Long–ShortReturn Volatility Return Volatility
United States −2 to −12 months 15.6% 18.5% 6.3% 22.0% 3.74***
United States −2 to −12 months, 3-month hold 14.5% 18.7% 6.6% 21.6% 3.36***
United States −2 to −6 months 13.0% 18.3% 8.4% 21.9% 1.83*
Europe −2 to −12 months 14.8% 17.1% 2.0% 21.5% 3.89***
Japan −2 to −12 months 2.5% 20.8% 0.3% 24.4% 0.45
Asia Pacific ex Japan −2 to −12 months 16.1% 22.1% 3.4% 26.3% 3.41***
Global −2 to −12 months 13.0% 16.1% 4.2% 19.1% 2.77***
* Significant at the 10% level.
** Significant at the 5% level.
*** Significant at the 1% level.
Source: Research Affiliates, LLC, using data from the website of Kenneth French. The performances are reported for the following
periods: United States, 1967–2014; Europe, Japan, and Global, 1987–2014.
Table 1. Pervasiveness of Momentum
Momentum has
consistently added
value across markets,
with the widely known
exception of Japan.
“
“
September 2015
3Page
FUNDAMENTALS
620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com
Figure 1. Growth of One U.S. Dollar Invested in a Long–Short Momentum Strategy,
Including the Risk-Free Asset as Collateral, January 1927–June 2015
0
1
10
100
1000
10000
1927
1932
1937
1942
1947
1952
1957
1962
1967
1972
1977
1982
1987
1992
1997
2002
2007
2012
$6524
GrowthofUS$(log-scale)
Source: Research Affiliates, LLC, using data from the website of Kenneth French.
Figure 2. Drawdowns of a Momentum Strategy, January 1927–June 2015
-100%
-80%
-60%
-40%
-20%
0%
1927
1932
1937
1942
1947
1952
1957
1962
1967
1972
1977
1982
1987
1992
1997
2002
2007
2012
-74% – Recovery from
Great Depression
-31% – Recovery from
Tech Bubble Burst
-57% – Recovery
from GFC
Drawdown(inpercent)
Source: Research Affiliates, LLC, using data from the website of Kenneth French.
Note: The strategy is a momentum long–short portfolio with the risk-free asset as collateral.
September 2015
4Page
FUNDAMENTALS
620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com
Crowded surf can create frustration
as surfers compete for waves, leading
to low wave counts and disappointing
rides. The same experience looms for
investors who chase the momentum
trade. Momentum investors face the
probability of a lower return as they
“crowdin”topurchaseastockbenefitting
from positive momentum, which pushes
the price up beyond fair value. When
the momentum trend begins to reverse,
momentum investors face the risk of
not being able to sell at a reasonable
price as large numbers “crowd out” to
liquidate their positions. Essentially, the
higher the price goes, the more investors
are attracted to the trade, lowering its
potential return except to the earliest
adopters. Likewise, the lower the price
goes, the faster investors seek to exit the
trade, putting significant pressure on the
price and the market’s ability to absorb
the extent of the selling interest.
The substantial risk from these
interrelated forces—drawdowns and the
crowded trade—act as a very practical
and meaningful deterrent to more
widespread adoption of a momentum
investing strategy, even though it has
been proven to be robustly profitable.
Being cognizant of these risks, how can
an investor best exploit the insights of a
momentum strategy?
Navigating Dangerous
Currents
A surfer knows to look for rip currents
that can push her away from shore.
In investing, particularly in passive
strategies, dangerous currents lurk in the
implementation process. One of these
currents, the far from trivial price impact
of rebalancing in popular indices, has
been studied by a number of researchers:
Shilfer (1986), Harris and Gurel (1986),
Arnott and Vincent (1986), Goetzmann
andGarry(1986),Jain(1987),Lamoureux
and Wansley (1987), and Lynch and
Mendenhall (1997), among others.
Other researchers, including Novy-
Marx and Velikov (2014) and Hsu et
al. (forthcoming), have estimated the
trading costs associated with index-like
implementation of a momentum strategy.
Hsu and his co-authors calculate the
value added by a momentum strategy
before and after transaction costs, as
reported in Table 2. The calculation
shows that trading costs are higher than
the potential benefits from the strategy.
[A caveat: We do not believe this to be
true in the case of an active manager with
strong expertise in trading.2
]
The practical implication of tracking an
index, regardless of factor, is that when
one investor places her rebalancing
trades, all the other investors tracking
the same index are also placing their
rebalancing trades. Consequently, these
investors are competing for the same
stocks at the same time, generating
upward pressure on price. When the
factor is momentum, this phenomenon
is aggravated by the fact that, in order to
squeeze the highest performance out of
a momentum strategy, turnover of close
to 100% a month is required. Thus, in
the hands of inefficient implementers
or automated indices, high turnover can
mean high cost.
Other currents that plague the
implementation of passive strategies
are the required transparency and broad
disclosure of index rules. With today’s
state-of-the-art technology, modern-day
front runners are able to reproduce index
calculations and implement trades well
before rebalancing announcements are
made by the index calculator. Therefore,
spreading trades over time cannot
remedy the problem of prices pushed
up significantly by front-running activity.
As such, the front runners will enjoy
the factor premium—in this case, the
momentum premium—and the index
investors will provide this premium to
them.
Riding the Curl
A pure momentum strategy, as we have
justoutlined,hasbothpros(demonstrated
profitability and robustness) and cons
Region and Definition
$10B, Large-Cap Portfolio $1B, Small-Cap Portfolio
Value Add vs.
Market, Before
Transaction
Costs
Value Add vs.
Market, After
Transaction
Costs
Value Add vs.
Market, Before
Transaction
Costs
Value Add vs.
Market, After
Transaction
Costs
United States −2 to −12 months 2.7% −3.4% 5.2% 0.4%
United States −2 to −12 months, 3-month hold 2.0% −1.6% 3.7% 0.7%
United States −2 to −6 months 0.0% −9.7% 2.7% −5.2%
Average 1.6% −4.9% 3.9% −1.4%
Source: Research Affiliates, LLC, using CRSP/Compustat and Worldscope/Datastream data from Hsu et al. (forthcoming).
Table 2. Value Add of Momentum Strategies Before and After Trading Costs
September 2015
5Page
FUNDAMENTALS
620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com
(crashes and crowded trades). One
strong “pro” we have yet to mention
is the contribution that momentum
can make to a value strategy. Adding
momentum to a value strategy is similar
to a surfer riding “peaky” waves that
will give him a lengthy and exciting ride,
leaving others to surf “close-out” waves
with short, dull rides.
In a value strategy, investors sometimes
find themselves trading against momen-
tum. As a stock becomes cheaper, a
value strategy suggests buying more of
it, the exact opposite of what a momen-
tum strategy suggests. Not surpris-
ingly, value and momentum strategies
are usually negatively correlated both
in terms of stock holdings and alpha.
Exploiting this negative correlation is
essentially riding the curl—a value strat-
egy conditioned on momentum. The
combined strategy generally trades like
a value strategy, but with purchases and
sales delayed to benefit from momen-
tum’s impact on prices. The addition of
momentum need not boost turnover
relative to a value investing strategy, and
therefore, need not incur the high trading
costs of a momentum strategy.
Table 3 illustrates that combining value
and momentum in a single strategy
leads to significant improvements in
portfolio risk–return characteristics.
The improvements, largely attributable
to consistent negative correlation that
varies between −0.2 and −0.4, are
robust. As shown in Table 3, the 50%
value/50% momentum strategy’s
Sharpe ratios are markedly higher than
those for either strategy alone, indicating
that a value strategy conditioned on
momentum produces a significantly
improved risk–return trade-off across
regions, with the exception of Japan.
Pipelining Momentum
On paper, a momentum-based index
against which active managers can
benchmark makes sense—momentum
is an important market driver that
cannot be ignored. But in our opinion,
passive implementation of a momentum
strategy is not advisable. Front runners
and high transaction costs, a function
of the strategy’s required high turnover,
largely destroy the potential benefits of a
momentum-based passive portfolio.
Certainly, an active implementation of a
momentum strategy, which incorporates a
careful study of liquidity, makes sense for
some investors. The more sophisticated
investors who are aware of the strategy’s
risks of crashes and crowded trades
can benefit, but only when carefully
implemented. Thus, the implementation
capabilities of an active manager of a
momentum strategy should be reviewed
just as rigorously as, if not more so, the
manager’s trading expertise.
In our view, both passive and active
standalone momentum-based strategies
have the potential to wipe out the value
add that the momentum premium can
bring to a portfolio. But incorporating
momentum into a value strategy can open
a performance pipeline for the investor who
can make a clean escape as the wave closes
behind him, crashing on the investors who
are not exploiting momentum’s insights in
a similar way.
Average
Return
Average
Volatility
Sharpe
Ratio
Correlations
between
Value and
Momentum
Sharpe
Ratio of the
50/50 Mix
United States
Momentum 6.79% 16.42% 0.41
-0.40 0.78
Value 4.02% 12.25% 0.33
Europe
Momentum 10.47% 14.07% 0.74
-0.28 1.08
Value 4.15% 8.34% 0.50
Japan
Momentum 0.17% 15.66% 0.01
-0.22 0.35
Value 4.62% 9.60% 0.48
Asia Pacific ex Japan
Momentum 9.94% 15.88% 0.63
-0.31 1.12
Value 6.85% 10.66% 0.64
Global
Momentum 6.68% 13.65% 0.50
-0.26 0.83
Value 3.84% 8.00% 0.48
Source: Research Affiliates, LLC, using data from the website of Kenneth French. The performances are reported for the following periods:
United States: January 1927–June 2015; Europe, Japan, and Global: November 1990–June 2015.
Table 3. Sharpe Ratios and Correlation of Value and Momentum Strategies and 50/50 Mix
Combining value
and momentum in a
single strategy leads to
significant improvements
in portfolio risk–return
characteristics.
“
“
September 2015
6Page
FUNDAMENTALS
620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com
Endnotes
1.	 In Table 1 we report long-only strategies in the “Recent Winners” and
“Recent Losers” columns. These portfolios comprise stocks with the high-
est and lowest past returns, respectively. The “t-Stat” column reports the
t-stat of the long–short portfolio returns. The long–short portfolio holds
recent winners and shorts recent losers. Three versions of the momen-
tum strategy are reported for the United States because three different
holding periods were used to measure recent returns.
2.	 For example, Frazzini, Israel, and Moskowitz (2012) analyze trading costs
associated with an actual implementation of a momentum strategy by
an active manager. Their main finding is that, with thoughtful implemen-
tation, transaction costs in a momentum strategy can be significantly
reduced.
References
Arnott, Robert, and Stephen Vincent. 1986. “S&P Additions and Deletions: A
Market Anomaly.” Journal of Portfolio Management, vol. 13, no. 1 (Fall):29–33.
Basu, Sanjoy. 1977. “Investment Performance of Common Stocks in Relation to
Their Price-Earnings Ratios: A Test of the Efficient Market Hypothesis.” Journal
of Finance, vol. 32, no. 3 (June):663–682.
Chordia, Tarun, and Lakshmanan Shivakumar. 2006. “Earnings and Price
Momentum.” Journal of Financial Economics, vol. 80, no. 3 (June):627–656.
Frazzini, Andrea, Ronen Israel, and Tobias Moskowitz. 2012. “Trading Costs
of Asset Pricing Anomalies.” Fama–Miller Working Paper, Chicago Booth
Research Paper No. 14-05 (December 5). http://papers.ssrn.com/sol3/papers.
cfm?abstract_id=2294498
Goetzmann, William, and Mark Garry. 1986. “Does Delisting from the S&P
500 Affect Stock Price?” Financial Analysts Journal, vol. 42, no. 2 (March/
April):64–69.
Harris, Lawrence, and Eitan Gurel. 1986. “Price and Volume Effects Associated
with Changes in the S&P 500 List: New Evidence for the Existence of Price
Pressures.” Journal of Finance, vol. 41, no. 4 (September):815–829.
Hsu, Jason, Vitali Kalesnik, Helge Kostka, and Noah Beck. Forthcoming. “Navi-
gating the Factor Zoo.” Research Affiliates Working Paper.
Jain, Prem. 1987. “The Effect on Stock Price from Inclusion In or Exclusion from
theS&P500.”FinancialAnalystsJournal,vol.43,no.1(January/February):58–65.
Lamoureux, Christopher, and James Wansley. 1987. “Market Effects of
Changes in the Standard & Poor’s 500 Index.” Financial Review, vol. 22, no. 1
(February):53–69.
Lynch, Anthony, and Richard Mendenhall. 1997. “New Evidence on Stock Price
Effects Associated with Changes in the S&P 500 Index.” Journal of Business, vol.
70, no. 3:351–383.
Novy-Marx, Robert. 2015. “Fundamentally, Momentum Is Fundamental
Momentum.” NBER Working Paper No. 20984 (February). http://www.nber.
org/papers/w20984.
Novy-Marx, Robert, and Mihail Velikov. 2014. “A Taxonomy of Anomalies and
Their Trading Costs.” NBER Working Paper No. 20721 (December). http://
www.nber.org/papers/w20721
Shleifer, Andrei. 1986. “Do Demand Curves for Stocks Slope Down?” Journal of
Finance, vol. 41, no. 3 (July):579–590.
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. Research Affiliates is not responsible for any errors or omis-
sions or for results obtained from the use of this information. Nothing contained in this material is intended to constitute legal, tax, securities, financial or
investment advice, nor an opinion regarding the appropriateness of any investment. The 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 the Investment Advisors Act of
1940 with the U.S. Securities and Exchange Commission (SEC). Our registration as an investment adviser does not imply a certain level of skill or training.
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 third party vendors, the construction of model portfolios, and in coding related to the index and portfolio construction process.
While Research Affiliates takes steps to identify data and process errors so as to minimize the potential impact of such errors on index and portfolio
performance, we cannot guarantee that such errors will not occur.
The trademarks Fundamental Index™, RAFI™, Research Affiliates Equity™, RAE™, and the Research Affiliates™ trademark and corporate name and all
related logos are the exclusive intellectual property of Research Affiliates, LLC and in some cases are registered trademarks in the U.S. and other countries.
Various features of the Fundamental Index™ methodology, including an accounting data-based non-capitalization data processing system and method for
creating and weighting an index of securities, are protected by various patents, and patent-pending intellectual property of Research Affiliates, LLC. (See all
applicable US Patents, Patent Publications, Patent Pending intellectual property and protected trademarks located at http://www.researchaffiliates.com/
Pages/ legal.aspx#d, which are fully incorporated herein.) Any use of these trademarks, logos, patented or patent pending methodologies without the
prior written permission of Research Affiliates, LLC, is expressly prohibited. Research Affiliates, LLC, reserves the right to take any and all necessary action
to preserve all of its rights, title, and interest in and to these marks, patents or pending patents.
The views and opinions expressed are those of the author and not necessarily those of Research Affiliates, LLC. The opinions are subject to change without
notice.
©2015 Research Affiliates, LLC. All rights reserved.

More Related Content

What's hot

RWC Investment Introduction Presentation
RWC Investment Introduction PresentationRWC Investment Introduction Presentation
RWC Investment Introduction Presentation
Sprague Kolp
 
Cougar Global Investments Article
Cougar Global Investments ArticleCougar Global Investments Article
Cougar Global Investments Article
Rizzo3905
 
Alhuda CIBE - RIETs International Allocation Views
Alhuda CIBE - RIETs International Allocation ViewsAlhuda CIBE - RIETs International Allocation Views
Alhuda CIBE - RIETs International Allocation Views
Alhuda Centre of Islamic Banking & Economics
 
OFIP Q2 2010 - Security In An Insecure World
OFIP Q2 2010 - Security In An Insecure WorldOFIP Q2 2010 - Security In An Insecure World
OFIP Q2 2010 - Security In An Insecure World
bwoyat
 
Beyond the Equity Risk Premia
Beyond the Equity Risk PremiaBeyond the Equity Risk Premia
Beyond the Equity Risk Premia
Windham Labs
 
Asset Allocation for Specific Client Goals
Asset Allocation for Specific Client GoalsAsset Allocation for Specific Client Goals
Asset Allocation for Specific Client Goals
Windham Labs
 
Where should you invest
Where should you investWhere should you invest
Where should you invest
Sandeep Sahni
 
A Century of Evidence on Trend-Following Investing
A Century of Evidence on Trend-Following InvestingA Century of Evidence on Trend-Following Investing
A Century of Evidence on Trend-Following Investing
Trading Game Pty Ltd
 
Portfolio Construction and Evaluation
Portfolio Construction and EvaluationPortfolio Construction and Evaluation
Portfolio Construction and Evaluation
Windham Labs
 
Diversifying Away Equity Exposure
Diversifying Away Equity ExposureDiversifying Away Equity Exposure
Diversifying Away Equity Exposure
Windham Labs
 
Getting Through a Volatile Market
Getting Through a Volatile MarketGetting Through a Volatile Market
Getting Through a Volatile Market
JLinneman
 
Seth Klarman: The Forgotten Lessons Of 2008
Seth Klarman: The Forgotten Lessons Of 2008Seth Klarman: The Forgotten Lessons Of 2008
Seth Klarman: The Forgotten Lessons Of 2008
vlad0
 
Structured Investing In an Unstructured World
Structured Investing In an Unstructured WorldStructured Investing In an Unstructured World
Structured Investing In an Unstructured World
CJM Fiscal Management
 
Rethinking risk in a more uncertain world
Rethinking risk in a more uncertain worldRethinking risk in a more uncertain world
Rethinking risk in a more uncertain world
The Economist Media Businesses
 
Measuring risk in 2018
Measuring risk in 2018Measuring risk in 2018
Measuring risk in 2018
Windham Labs
 
Tamohara investment newsletter April 2015
Tamohara investment newsletter  April 2015Tamohara investment newsletter  April 2015
Tamohara investment newsletter April 2015
tamohara
 
Design, build, protect with Capital Associates
Design, build, protect with Capital AssociatesDesign, build, protect with Capital Associates
Design, build, protect with Capital Associates
Mitch Katz
 
Asset Allocation in Taxable Portfolios
Asset Allocation in Taxable PortfoliosAsset Allocation in Taxable Portfolios
Asset Allocation in Taxable Portfolios
Windham Labs
 
Rational Investing
Rational InvestingRational Investing
Rational Investing
lsutter
 
Financial Synergies | Q3 2017 Newsletter
Financial Synergies | Q3 2017 NewsletterFinancial Synergies | Q3 2017 Newsletter
Financial Synergies | Q3 2017 Newsletter
Financial Synergies Wealth Advisors, Inc.
 

What's hot (20)

RWC Investment Introduction Presentation
RWC Investment Introduction PresentationRWC Investment Introduction Presentation
RWC Investment Introduction Presentation
 
Cougar Global Investments Article
Cougar Global Investments ArticleCougar Global Investments Article
Cougar Global Investments Article
 
Alhuda CIBE - RIETs International Allocation Views
Alhuda CIBE - RIETs International Allocation ViewsAlhuda CIBE - RIETs International Allocation Views
Alhuda CIBE - RIETs International Allocation Views
 
OFIP Q2 2010 - Security In An Insecure World
OFIP Q2 2010 - Security In An Insecure WorldOFIP Q2 2010 - Security In An Insecure World
OFIP Q2 2010 - Security In An Insecure World
 
Beyond the Equity Risk Premia
Beyond the Equity Risk PremiaBeyond the Equity Risk Premia
Beyond the Equity Risk Premia
 
Asset Allocation for Specific Client Goals
Asset Allocation for Specific Client GoalsAsset Allocation for Specific Client Goals
Asset Allocation for Specific Client Goals
 
Where should you invest
Where should you investWhere should you invest
Where should you invest
 
A Century of Evidence on Trend-Following Investing
A Century of Evidence on Trend-Following InvestingA Century of Evidence on Trend-Following Investing
A Century of Evidence on Trend-Following Investing
 
Portfolio Construction and Evaluation
Portfolio Construction and EvaluationPortfolio Construction and Evaluation
Portfolio Construction and Evaluation
 
Diversifying Away Equity Exposure
Diversifying Away Equity ExposureDiversifying Away Equity Exposure
Diversifying Away Equity Exposure
 
Getting Through a Volatile Market
Getting Through a Volatile MarketGetting Through a Volatile Market
Getting Through a Volatile Market
 
Seth Klarman: The Forgotten Lessons Of 2008
Seth Klarman: The Forgotten Lessons Of 2008Seth Klarman: The Forgotten Lessons Of 2008
Seth Klarman: The Forgotten Lessons Of 2008
 
Structured Investing In an Unstructured World
Structured Investing In an Unstructured WorldStructured Investing In an Unstructured World
Structured Investing In an Unstructured World
 
Rethinking risk in a more uncertain world
Rethinking risk in a more uncertain worldRethinking risk in a more uncertain world
Rethinking risk in a more uncertain world
 
Measuring risk in 2018
Measuring risk in 2018Measuring risk in 2018
Measuring risk in 2018
 
Tamohara investment newsletter April 2015
Tamohara investment newsletter  April 2015Tamohara investment newsletter  April 2015
Tamohara investment newsletter April 2015
 
Design, build, protect with Capital Associates
Design, build, protect with Capital AssociatesDesign, build, protect with Capital Associates
Design, build, protect with Capital Associates
 
Asset Allocation in Taxable Portfolios
Asset Allocation in Taxable PortfoliosAsset Allocation in Taxable Portfolios
Asset Allocation in Taxable Portfolios
 
Rational Investing
Rational InvestingRational Investing
Rational Investing
 
Financial Synergies | Q3 2017 Newsletter
Financial Synergies | Q3 2017 NewsletterFinancial Synergies | Q3 2017 Newsletter
Financial Synergies | Q3 2017 Newsletter
 

Similar to 2017 09-04 rafi

A Turning Of The Tide: Inflation And Interest Rate| Maseco
A Turning Of The Tide: Inflation And Interest Rate| MasecoA Turning Of The Tide: Inflation And Interest Rate| Maseco
A Turning Of The Tide: Inflation And Interest Rate| Maseco
MASECO Private Wealth
 
Robert L. Reynolds: New thinking, new solutions
Robert L. Reynolds: New thinking, new solutionsRobert L. Reynolds: New thinking, new solutions
Robert L. Reynolds: New thinking, new solutions
Putnam Investments
 
11 eaton vance volatility - the black widow returns
11 eaton vance volatility - the black widow returns11 eaton vance volatility - the black widow returns
11 eaton vance volatility - the black widow returns
123jumpad
 
(310) defensive strategies aren't always bearish
(310)   defensive strategies aren't always bearish(310)   defensive strategies aren't always bearish
(310) defensive strategies aren't always bearish
theretirementengineer
 
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
A. Tyler Purviance, CFA, CAIA
 
The Patience Principle
The Patience PrincipleThe Patience Principle
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'emSeptember 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
Mark_Krygier
 
Swimming Against The Tide
Swimming Against The TideSwimming Against The Tide
Swimming Against The Tide
MelBecker01
 
JP Morgan Absolute Return Investing in Fixed Income
JP Morgan Absolute Return Investing in Fixed IncomeJP Morgan Absolute Return Investing in Fixed Income
JP Morgan Absolute Return Investing in Fixed Income
Carlos Francisco Gómez Guzmán
 
Welcome, President Obama
Welcome, President ObamaWelcome, President Obama
Welcome, President Obama
jsalter78
 
CS Liquid Alternative Beta Performance Review 2013
CS Liquid Alternative Beta Performance Review 2013CS Liquid Alternative Beta Performance Review 2013
CS Liquid Alternative Beta Performance Review 2013
Brian Shapiro
 
Market Perspectives - December 2017
Market Perspectives - December 2017Market Perspectives - December 2017
Market Perspectives - December 2017
Mark Biegel
 
(287) are emerging markets really a problem
(287) are emerging markets really a problem(287) are emerging markets really a problem
(287) are emerging markets really a problem
theretirementengineer
 
Fidelity - 2023 Investment Outlook
Fidelity - 2023 Investment OutlookFidelity - 2023 Investment Outlook
Fidelity - 2023 Investment Outlook
Investoida
 
Covid impact v4 - edited
Covid impact v4  - editedCovid impact v4  - edited
Covid impact v4 - edited
Kenneth Yeo
 
Hedgeye's 4Q 2023 Investment Outlook
Hedgeye's 4Q 2023 Investment OutlookHedgeye's 4Q 2023 Investment Outlook
Hedgeye's 4Q 2023 Investment Outlook
Gregg Ruais
 
Investing for a lifetime
Investing for a lifetimeInvesting for a lifetime
Investing for a lifetime
tubesock
 
10 key trends changing investment management
10 key trends changing investment management10 key trends changing investment management
10 key trends changing investment management
tessat97
 
True-Insight-Spring-2016-1
True-Insight-Spring-2016-1True-Insight-Spring-2016-1
True-Insight-Spring-2016-1
Barrie Kent
 
ET - Let your investment strategy decide your mutual fund - 12-10-2008
ET - Let your investment strategy decide your mutual fund - 12-10-2008ET - Let your investment strategy decide your mutual fund - 12-10-2008
ET - Let your investment strategy decide your mutual fund - 12-10-2008
Shruti Jain
 

Similar to 2017 09-04 rafi (20)

A Turning Of The Tide: Inflation And Interest Rate| Maseco
A Turning Of The Tide: Inflation And Interest Rate| MasecoA Turning Of The Tide: Inflation And Interest Rate| Maseco
A Turning Of The Tide: Inflation And Interest Rate| Maseco
 
Robert L. Reynolds: New thinking, new solutions
Robert L. Reynolds: New thinking, new solutionsRobert L. Reynolds: New thinking, new solutions
Robert L. Reynolds: New thinking, new solutions
 
11 eaton vance volatility - the black widow returns
11 eaton vance volatility - the black widow returns11 eaton vance volatility - the black widow returns
11 eaton vance volatility - the black widow returns
 
(310) defensive strategies aren't always bearish
(310)   defensive strategies aren't always bearish(310)   defensive strategies aren't always bearish
(310) defensive strategies aren't always bearish
 
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
{567f3e52-8333-40b4-9a85-51603f4fc04b}_A_challenging_period_for_financial_mar...
 
The Patience Principle
The Patience PrincipleThe Patience Principle
The Patience Principle
 
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'emSeptember 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
September 13 Quarterly: Gotta' know when to hold 'em, when to fold 'em
 
Swimming Against The Tide
Swimming Against The TideSwimming Against The Tide
Swimming Against The Tide
 
JP Morgan Absolute Return Investing in Fixed Income
JP Morgan Absolute Return Investing in Fixed IncomeJP Morgan Absolute Return Investing in Fixed Income
JP Morgan Absolute Return Investing in Fixed Income
 
Welcome, President Obama
Welcome, President ObamaWelcome, President Obama
Welcome, President Obama
 
CS Liquid Alternative Beta Performance Review 2013
CS Liquid Alternative Beta Performance Review 2013CS Liquid Alternative Beta Performance Review 2013
CS Liquid Alternative Beta Performance Review 2013
 
Market Perspectives - December 2017
Market Perspectives - December 2017Market Perspectives - December 2017
Market Perspectives - December 2017
 
(287) are emerging markets really a problem
(287) are emerging markets really a problem(287) are emerging markets really a problem
(287) are emerging markets really a problem
 
Fidelity - 2023 Investment Outlook
Fidelity - 2023 Investment OutlookFidelity - 2023 Investment Outlook
Fidelity - 2023 Investment Outlook
 
Covid impact v4 - edited
Covid impact v4  - editedCovid impact v4  - edited
Covid impact v4 - edited
 
Hedgeye's 4Q 2023 Investment Outlook
Hedgeye's 4Q 2023 Investment OutlookHedgeye's 4Q 2023 Investment Outlook
Hedgeye's 4Q 2023 Investment Outlook
 
Investing for a lifetime
Investing for a lifetimeInvesting for a lifetime
Investing for a lifetime
 
10 key trends changing investment management
10 key trends changing investment management10 key trends changing investment management
10 key trends changing investment management
 
True-Insight-Spring-2016-1
True-Insight-Spring-2016-1True-Insight-Spring-2016-1
True-Insight-Spring-2016-1
 
ET - Let your investment strategy decide your mutual fund - 12-10-2008
ET - Let your investment strategy decide your mutual fund - 12-10-2008ET - Let your investment strategy decide your mutual fund - 12-10-2008
ET - Let your investment strategy decide your mutual fund - 12-10-2008
 

More from Mats Larsson

2019 01-15 jk
2019 01-15 jk2019 01-15 jk
2019 01-15 jk
Mats Larsson
 
2018 12-15 dc
2018 12-15 dc2018 12-15 dc
2018 12-15 dc
Mats Larsson
 
2018 10-14 hm
2018 10-14 hm2018 10-14 hm
2018 10-14 hm
Mats Larsson
 
2018 06-20 hm
2018 06-20 hm2018 06-20 hm
2018 06-20 hm
Mats Larsson
 
2018 06-07 bc
2018 06-07 bc2018 06-07 bc
2018 06-07 bc
Mats Larsson
 
2018 05-27 bt
2018 05-27 bt2018 05-27 bt
2018 05-27 bt
Mats Larsson
 
2018 05-01 sg
2018 05-01 sg2018 05-01 sg
2018 05-01 sg
Mats Larsson
 
2018 04-22 jc
2018 04-22 jc2018 04-22 jc
2018 04-22 jc
Mats Larsson
 
2018 04-15 sp
2018 04-15 sp2018 04-15 sp
2018 04-15 sp
Mats Larsson
 
2018 04-08 at
2018 04-08 at2018 04-08 at
2018 04-08 at
Mats Larsson
 
2018 04-02 bcg
2018 04-02 bcg2018 04-02 bcg
2018 04-02 bcg
Mats Larsson
 
2018 03-18 ms
2018 03-18 ms2018 03-18 ms
2018 03-18 ms
Mats Larsson
 
2018 02-11 mh
2018 02-11 mh2018 02-11 mh
2018 02-11 mh
Mats Larsson
 
2018 02-09 acm
2018 02-09 acm2018 02-09 acm
2018 02-09 acm
Mats Larsson
 
2018 01-28 sp
2018 01-28 sp2018 01-28 sp
2018 01-28 sp
Mats Larsson
 
2018 01-25 hm
2018 01-25 hm2018 01-25 hm
2018 01-25 hm
Mats Larsson
 
2018 01-18 jg
2018 01-18 jg2018 01-18 jg
2018 01-18 jg
Mats Larsson
 
2017 12-30 ic
2017 12-30 ic2017 12-30 ic
2017 12-30 ic
Mats Larsson
 
2017 12-18 bijg
2017 12-18 bijg2017 12-18 bijg
2017 12-18 bijg
Mats Larsson
 
2017 12-16 wa
2017 12-16 wa2017 12-16 wa
2017 12-16 wa
Mats Larsson
 

More from Mats Larsson (20)

2019 01-15 jk
2019 01-15 jk2019 01-15 jk
2019 01-15 jk
 
2018 12-15 dc
2018 12-15 dc2018 12-15 dc
2018 12-15 dc
 
2018 10-14 hm
2018 10-14 hm2018 10-14 hm
2018 10-14 hm
 
2018 06-20 hm
2018 06-20 hm2018 06-20 hm
2018 06-20 hm
 
2018 06-07 bc
2018 06-07 bc2018 06-07 bc
2018 06-07 bc
 
2018 05-27 bt
2018 05-27 bt2018 05-27 bt
2018 05-27 bt
 
2018 05-01 sg
2018 05-01 sg2018 05-01 sg
2018 05-01 sg
 
2018 04-22 jc
2018 04-22 jc2018 04-22 jc
2018 04-22 jc
 
2018 04-15 sp
2018 04-15 sp2018 04-15 sp
2018 04-15 sp
 
2018 04-08 at
2018 04-08 at2018 04-08 at
2018 04-08 at
 
2018 04-02 bcg
2018 04-02 bcg2018 04-02 bcg
2018 04-02 bcg
 
2018 03-18 ms
2018 03-18 ms2018 03-18 ms
2018 03-18 ms
 
2018 02-11 mh
2018 02-11 mh2018 02-11 mh
2018 02-11 mh
 
2018 02-09 acm
2018 02-09 acm2018 02-09 acm
2018 02-09 acm
 
2018 01-28 sp
2018 01-28 sp2018 01-28 sp
2018 01-28 sp
 
2018 01-25 hm
2018 01-25 hm2018 01-25 hm
2018 01-25 hm
 
2018 01-18 jg
2018 01-18 jg2018 01-18 jg
2018 01-18 jg
 
2017 12-30 ic
2017 12-30 ic2017 12-30 ic
2017 12-30 ic
 
2017 12-18 bijg
2017 12-18 bijg2017 12-18 bijg
2017 12-18 bijg
 
2017 12-16 wa
2017 12-16 wa2017 12-16 wa
2017 12-16 wa
 

Recently uploaded

Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s DholeraTata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Avirahi City Dholera
 
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdfikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
agatadrynko
 
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfThe 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
thesiliconleaders
 
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
Lviv Startup Club
 
3 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 20243 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 2024
SEOSMMEARTH
 
Business storytelling: key ingredients to a story
Business storytelling: key ingredients to a storyBusiness storytelling: key ingredients to a story
Business storytelling: key ingredients to a story
Alexandra Fulford
 
Training my puppy and implementation in this story
Training my puppy and implementation in this storyTraining my puppy and implementation in this story
Training my puppy and implementation in this story
WilliamRodrigues148
 
Best practices for project execution and delivery
Best practices for project execution and deliveryBest practices for project execution and delivery
Best practices for project execution and delivery
CLIVE MINCHIN
 
The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...
Adam Smith
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
LuanWise
 
Structural Design Process: Step-by-Step Guide for Buildings
Structural Design Process: Step-by-Step Guide for BuildingsStructural Design Process: Step-by-Step Guide for Buildings
Structural Design Process: Step-by-Step Guide for Buildings
Chandresh Chudasama
 
Understanding User Needs and Satisfying Them
Understanding User Needs and Satisfying ThemUnderstanding User Needs and Satisfying Them
Understanding User Needs and Satisfying Them
Aggregage
 
Authentically Social Presented by Corey Perlman
Authentically Social Presented by Corey PerlmanAuthentically Social Presented by Corey Perlman
Authentically Social Presented by Corey Perlman
Corey Perlman, Social Media Speaker and Consultant
 
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
bosssp10
 
Top mailing list providers in the USA.pptx
Top mailing list providers in the USA.pptxTop mailing list providers in the USA.pptx
Top mailing list providers in the USA.pptx
JeremyPeirce1
 
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta MatkaDpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
➒➌➎➏➑➐➋➑➐➐Dpboss Matka Guessing Satta Matka Kalyan Chart Indian Matka
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Holger Mueller
 
Lundin Gold Corporate Presentation - June 2024
Lundin Gold Corporate Presentation - June 2024Lundin Gold Corporate Presentation - June 2024
Lundin Gold Corporate Presentation - June 2024
Adnet Communications
 
LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024
Lital Barkan
 
Company Valuation webinar series - Tuesday, 4 June 2024
Company Valuation webinar series - Tuesday, 4 June 2024Company Valuation webinar series - Tuesday, 4 June 2024
Company Valuation webinar series - Tuesday, 4 June 2024
FelixPerez547899
 

Recently uploaded (20)

Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s DholeraTata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
 
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdfikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
 
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfThe 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdf
 
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
Evgen Osmak: Methods of key project parameters estimation: from the shaman-in...
 
3 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 20243 Simple Steps To Buy Verified Payoneer Account In 2024
3 Simple Steps To Buy Verified Payoneer Account In 2024
 
Business storytelling: key ingredients to a story
Business storytelling: key ingredients to a storyBusiness storytelling: key ingredients to a story
Business storytelling: key ingredients to a story
 
Training my puppy and implementation in this story
Training my puppy and implementation in this storyTraining my puppy and implementation in this story
Training my puppy and implementation in this story
 
Best practices for project execution and delivery
Best practices for project execution and deliveryBest practices for project execution and delivery
Best practices for project execution and delivery
 
The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
 
Structural Design Process: Step-by-Step Guide for Buildings
Structural Design Process: Step-by-Step Guide for BuildingsStructural Design Process: Step-by-Step Guide for Buildings
Structural Design Process: Step-by-Step Guide for Buildings
 
Understanding User Needs and Satisfying Them
Understanding User Needs and Satisfying ThemUnderstanding User Needs and Satisfying Them
Understanding User Needs and Satisfying Them
 
Authentically Social Presented by Corey Perlman
Authentically Social Presented by Corey PerlmanAuthentically Social Presented by Corey Perlman
Authentically Social Presented by Corey Perlman
 
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
Call 8867766396 Satta Matka Dpboss Matka Guessing Satta batta Matka 420 Satta...
 
Top mailing list providers in the USA.pptx
Top mailing list providers in the USA.pptxTop mailing list providers in the USA.pptx
Top mailing list providers in the USA.pptx
 
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta MatkaDpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
Dpboss Matka Guessing Satta Matta Matka Kalyan Chart Satta Matka
 
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesEvent Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challenges
 
Lundin Gold Corporate Presentation - June 2024
Lundin Gold Corporate Presentation - June 2024Lundin Gold Corporate Presentation - June 2024
Lundin Gold Corporate Presentation - June 2024
 
LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024
 
Company Valuation webinar series - Tuesday, 4 June 2024
Company Valuation webinar series - Tuesday, 4 June 2024Company Valuation webinar series - Tuesday, 4 June 2024
Company Valuation webinar series - Tuesday, 4 June 2024
 

2017 09-04 rafi

  • 1. FUNDAMENTALS ™ September 2015 United States and Canada Hewes Communications + 1 (212) 207-9450 hewesteam@hewescomm.com Europe JPES Partners (London) +44 (0) 20 7520 7620 ra@jpespartners.com Media Contacts Chris Brightman, CFA Momentum investors are like the surfers we watch from beaches along the Pacific coast. Both must catch a wave. Both attempt to ride it as it breaks. But the ability to glide away smoothly before being caught inside the inevitable crash(ing wave) that follows is what determines success. Momentum, one of a handful of equity factors that empirically displays robust equity returns, has recently become popular as investors explore factor investing. In the passive realm, investors are increasingly seeking to replicate cheap and transparent indices. But does index replication make sense in the case of momentum? We believe a momentum strategy implemented through an index-based approach has serious limitations. And although some active managers are quite adept at riding the momentum wave, it does require significant experience and skill. Our view is that momentum as an index replication strategy can be very dangerous, but incorporating it into an active value strategy is an opportune way to exploit its insights. Catching the Wave The investment industry borrowed the term “momentum” from the physical sciences. In physics, momentum is defined as mass (such as ocean water) in motion. When used in the sense of investing, momentum refers to movement in stock prices. Several explanations exist for the energy that creates the prolonged movement of stock prices higher or lower. The most convinc- ing explanation in our view is that investors initially underreact to earnings surprises. Chordia and Shivakumar (2006) and Novy- Marx (2015) have shown that earnings momentum explains most of the momen- tum effect. Investors are at first slow to react to an unexpected uptick or downtick in earn- ings. But when the next earnings data are reported and they confirm the prior report, investors register the potential importance of the change in trend. If earnings are higher than expected, the momentum in price is upward. Subsequent confirming earnings releases may even cause euphoria and over-extrapolation of future earnings fore- casts, reinforcing the fast-moving upward trajectory. The momentum investor benefits as the price reacts to subsequent earnings announcements and moves higher. Price momentum can also move in the opposite direction—down—with correspondingly negative outcomes for investors. We will discuss this “fly in the sunscreen” in the next section. Investors have good reason to want to catch the momentum wave. History shows that stocks with above-average performance in the prior year have tended to persist in producing short-term excess returns. This tendency is one of the strongest empirical regularities in finance and has been docu- mented across geographies and asset classes. How NOT to Wipe Out with Momentum Chris Brightman, CFA, Vitali Kalesnik, Ph.D., and Engin Kose, Ph.D. KEY POINTS 1. Implementation costs and front running make an index replica- tion strategy inadvisable as a means to capture the momen- tum premium. 2. The pros (proven profitability and robustness) of momentum can swiftly be wiped out by the cons (crashes and crowded trades), making an active imple- mentation dangerous for all but the most skilled managers. 3. Combining value and momen- tum in order to exploit their typically negative correlation in stock holdings and alpha can improve a portfolio’s Sharpe ratio over those of either strat- egy alone. A momentum strategy implemented through an index- based approach has serious limitations. “ “
  • 2. September 2015 2Page FUNDAMENTALS 620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com Table 1 reports the average perfor- mance of momentum equity portfolios constructed for different definitions of momentum1 and in different geographi- cal markets: the United States, Europe, Japan, Asia Pacific ex Japan, and Global. Momentum has consistently added value across markets, with the widely known exception of Japan, an outlier we would expect for any strategy with inherent randomness. The data also show that the risk–return characteristics of momentum are robust across time periods. Figure 1 plots the growth of one U.S. dollar invested in a long–short momentum strategy in Janu- ary 1927. By the end of the 87-year period in June 2015, it had grown quite steadily to a formidable $6,524, which compares to $4,078 for the market portfolio. Wiping Out Buying into positive price momentum— that is, purchasing a stock whose price subsequently and steadily rises—generates a capital gain for an investor. The catch is that, as in physics, what goes up must come down. The perfectly breaking 15-foot wave can quickly become dangerous and deadly. chart)thesuddenandabruptdrawdowns that a momentum investor must live with. These drawdowns usually occur following periods of heightened volatility, typically a function of a crisis event. Since 1927, drawdowns have generally been under 20%, but the granddaddy of all drawdowns was the 74% plunge in prices in the aftermath of the Great Depression. In the last 15 years, the U.S. equity market has been visited with two major negative momentum events: the first, a 31% drawdown after the tech bubble burst in 2000, and the second, a 57% drawdown, in the wake of the 2008 global financial crisis. In a crash, the price momentum is typically concentrated in groups of stocks that the market particularly loathes and fears more than others, often distressed companies with high betas. These recent losers are sold as the negative momentum continues, until investors, satisfied with the new state of the world, view these stocks as cheap enough to be great investment opportunities. As the market shifts its perspective, the most-feared losers with high betas recover with a vengeance and momentum investors are off to catch another wave. Predicting when that turning point will be, just as forecasting when the turning point in the price momentum of a particular stock or asset class will arrive, is no easy task. Missing that turning point can mean not only not locking in a gain, but more insidiously being “caught inside the wave,” unable to sell before the downside of a momentum trend takes hold in the market. Accordingly, two predominant risks characterize a momentum strategy: substantial drawdowns, or crashes, and a crowded momentum trade, which makes the trading costs high enough to obliterate the alpha of the strategy for the careless momentum surfer. Let’s take a closer look at both of these. The crashes periodically experienced in a momentum strategy can be significant, as Figure 2 shows. The relentless upward climb of prices depicted in Figure 1 disguises (thanks to the log-scale of the Region and Definition Recent Winners Recent Losers t-stat of Long–ShortReturn Volatility Return Volatility United States −2 to −12 months 15.6% 18.5% 6.3% 22.0% 3.74*** United States −2 to −12 months, 3-month hold 14.5% 18.7% 6.6% 21.6% 3.36*** United States −2 to −6 months 13.0% 18.3% 8.4% 21.9% 1.83* Europe −2 to −12 months 14.8% 17.1% 2.0% 21.5% 3.89*** Japan −2 to −12 months 2.5% 20.8% 0.3% 24.4% 0.45 Asia Pacific ex Japan −2 to −12 months 16.1% 22.1% 3.4% 26.3% 3.41*** Global −2 to −12 months 13.0% 16.1% 4.2% 19.1% 2.77*** * Significant at the 10% level. ** Significant at the 5% level. *** Significant at the 1% level. Source: Research Affiliates, LLC, using data from the website of Kenneth French. The performances are reported for the following periods: United States, 1967–2014; Europe, Japan, and Global, 1987–2014. Table 1. Pervasiveness of Momentum Momentum has consistently added value across markets, with the widely known exception of Japan. “ “
  • 3. September 2015 3Page FUNDAMENTALS 620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com Figure 1. Growth of One U.S. Dollar Invested in a Long–Short Momentum Strategy, Including the Risk-Free Asset as Collateral, January 1927–June 2015 0 1 10 100 1000 10000 1927 1932 1937 1942 1947 1952 1957 1962 1967 1972 1977 1982 1987 1992 1997 2002 2007 2012 $6524 GrowthofUS$(log-scale) Source: Research Affiliates, LLC, using data from the website of Kenneth French. Figure 2. Drawdowns of a Momentum Strategy, January 1927–June 2015 -100% -80% -60% -40% -20% 0% 1927 1932 1937 1942 1947 1952 1957 1962 1967 1972 1977 1982 1987 1992 1997 2002 2007 2012 -74% – Recovery from Great Depression -31% – Recovery from Tech Bubble Burst -57% – Recovery from GFC Drawdown(inpercent) Source: Research Affiliates, LLC, using data from the website of Kenneth French. Note: The strategy is a momentum long–short portfolio with the risk-free asset as collateral.
  • 4. September 2015 4Page FUNDAMENTALS 620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com Crowded surf can create frustration as surfers compete for waves, leading to low wave counts and disappointing rides. The same experience looms for investors who chase the momentum trade. Momentum investors face the probability of a lower return as they “crowdin”topurchaseastockbenefitting from positive momentum, which pushes the price up beyond fair value. When the momentum trend begins to reverse, momentum investors face the risk of not being able to sell at a reasonable price as large numbers “crowd out” to liquidate their positions. Essentially, the higher the price goes, the more investors are attracted to the trade, lowering its potential return except to the earliest adopters. Likewise, the lower the price goes, the faster investors seek to exit the trade, putting significant pressure on the price and the market’s ability to absorb the extent of the selling interest. The substantial risk from these interrelated forces—drawdowns and the crowded trade—act as a very practical and meaningful deterrent to more widespread adoption of a momentum investing strategy, even though it has been proven to be robustly profitable. Being cognizant of these risks, how can an investor best exploit the insights of a momentum strategy? Navigating Dangerous Currents A surfer knows to look for rip currents that can push her away from shore. In investing, particularly in passive strategies, dangerous currents lurk in the implementation process. One of these currents, the far from trivial price impact of rebalancing in popular indices, has been studied by a number of researchers: Shilfer (1986), Harris and Gurel (1986), Arnott and Vincent (1986), Goetzmann andGarry(1986),Jain(1987),Lamoureux and Wansley (1987), and Lynch and Mendenhall (1997), among others. Other researchers, including Novy- Marx and Velikov (2014) and Hsu et al. (forthcoming), have estimated the trading costs associated with index-like implementation of a momentum strategy. Hsu and his co-authors calculate the value added by a momentum strategy before and after transaction costs, as reported in Table 2. The calculation shows that trading costs are higher than the potential benefits from the strategy. [A caveat: We do not believe this to be true in the case of an active manager with strong expertise in trading.2 ] The practical implication of tracking an index, regardless of factor, is that when one investor places her rebalancing trades, all the other investors tracking the same index are also placing their rebalancing trades. Consequently, these investors are competing for the same stocks at the same time, generating upward pressure on price. When the factor is momentum, this phenomenon is aggravated by the fact that, in order to squeeze the highest performance out of a momentum strategy, turnover of close to 100% a month is required. Thus, in the hands of inefficient implementers or automated indices, high turnover can mean high cost. Other currents that plague the implementation of passive strategies are the required transparency and broad disclosure of index rules. With today’s state-of-the-art technology, modern-day front runners are able to reproduce index calculations and implement trades well before rebalancing announcements are made by the index calculator. Therefore, spreading trades over time cannot remedy the problem of prices pushed up significantly by front-running activity. As such, the front runners will enjoy the factor premium—in this case, the momentum premium—and the index investors will provide this premium to them. Riding the Curl A pure momentum strategy, as we have justoutlined,hasbothpros(demonstrated profitability and robustness) and cons Region and Definition $10B, Large-Cap Portfolio $1B, Small-Cap Portfolio Value Add vs. Market, Before Transaction Costs Value Add vs. Market, After Transaction Costs Value Add vs. Market, Before Transaction Costs Value Add vs. Market, After Transaction Costs United States −2 to −12 months 2.7% −3.4% 5.2% 0.4% United States −2 to −12 months, 3-month hold 2.0% −1.6% 3.7% 0.7% United States −2 to −6 months 0.0% −9.7% 2.7% −5.2% Average 1.6% −4.9% 3.9% −1.4% Source: Research Affiliates, LLC, using CRSP/Compustat and Worldscope/Datastream data from Hsu et al. (forthcoming). Table 2. Value Add of Momentum Strategies Before and After Trading Costs
  • 5. September 2015 5Page FUNDAMENTALS 620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com (crashes and crowded trades). One strong “pro” we have yet to mention is the contribution that momentum can make to a value strategy. Adding momentum to a value strategy is similar to a surfer riding “peaky” waves that will give him a lengthy and exciting ride, leaving others to surf “close-out” waves with short, dull rides. In a value strategy, investors sometimes find themselves trading against momen- tum. As a stock becomes cheaper, a value strategy suggests buying more of it, the exact opposite of what a momen- tum strategy suggests. Not surpris- ingly, value and momentum strategies are usually negatively correlated both in terms of stock holdings and alpha. Exploiting this negative correlation is essentially riding the curl—a value strat- egy conditioned on momentum. The combined strategy generally trades like a value strategy, but with purchases and sales delayed to benefit from momen- tum’s impact on prices. The addition of momentum need not boost turnover relative to a value investing strategy, and therefore, need not incur the high trading costs of a momentum strategy. Table 3 illustrates that combining value and momentum in a single strategy leads to significant improvements in portfolio risk–return characteristics. The improvements, largely attributable to consistent negative correlation that varies between −0.2 and −0.4, are robust. As shown in Table 3, the 50% value/50% momentum strategy’s Sharpe ratios are markedly higher than those for either strategy alone, indicating that a value strategy conditioned on momentum produces a significantly improved risk–return trade-off across regions, with the exception of Japan. Pipelining Momentum On paper, a momentum-based index against which active managers can benchmark makes sense—momentum is an important market driver that cannot be ignored. But in our opinion, passive implementation of a momentum strategy is not advisable. Front runners and high transaction costs, a function of the strategy’s required high turnover, largely destroy the potential benefits of a momentum-based passive portfolio. Certainly, an active implementation of a momentum strategy, which incorporates a careful study of liquidity, makes sense for some investors. The more sophisticated investors who are aware of the strategy’s risks of crashes and crowded trades can benefit, but only when carefully implemented. Thus, the implementation capabilities of an active manager of a momentum strategy should be reviewed just as rigorously as, if not more so, the manager’s trading expertise. In our view, both passive and active standalone momentum-based strategies have the potential to wipe out the value add that the momentum premium can bring to a portfolio. But incorporating momentum into a value strategy can open a performance pipeline for the investor who can make a clean escape as the wave closes behind him, crashing on the investors who are not exploiting momentum’s insights in a similar way. Average Return Average Volatility Sharpe Ratio Correlations between Value and Momentum Sharpe Ratio of the 50/50 Mix United States Momentum 6.79% 16.42% 0.41 -0.40 0.78 Value 4.02% 12.25% 0.33 Europe Momentum 10.47% 14.07% 0.74 -0.28 1.08 Value 4.15% 8.34% 0.50 Japan Momentum 0.17% 15.66% 0.01 -0.22 0.35 Value 4.62% 9.60% 0.48 Asia Pacific ex Japan Momentum 9.94% 15.88% 0.63 -0.31 1.12 Value 6.85% 10.66% 0.64 Global Momentum 6.68% 13.65% 0.50 -0.26 0.83 Value 3.84% 8.00% 0.48 Source: Research Affiliates, LLC, using data from the website of Kenneth French. The performances are reported for the following periods: United States: January 1927–June 2015; Europe, Japan, and Global: November 1990–June 2015. Table 3. Sharpe Ratios and Correlation of Value and Momentum Strategies and 50/50 Mix Combining value and momentum in a single strategy leads to significant improvements in portfolio risk–return characteristics. “ “
  • 6. September 2015 6Page FUNDAMENTALS 620 Newport Center Drive, Suite 900 | Newport Beach, CA 92660 | + 1 (949) 325 - 8700 | www.researchaffiliates.com Endnotes 1. In Table 1 we report long-only strategies in the “Recent Winners” and “Recent Losers” columns. These portfolios comprise stocks with the high- est and lowest past returns, respectively. The “t-Stat” column reports the t-stat of the long–short portfolio returns. The long–short portfolio holds recent winners and shorts recent losers. Three versions of the momen- tum strategy are reported for the United States because three different holding periods were used to measure recent returns. 2. For example, Frazzini, Israel, and Moskowitz (2012) analyze trading costs associated with an actual implementation of a momentum strategy by an active manager. Their main finding is that, with thoughtful implemen- tation, transaction costs in a momentum strategy can be significantly reduced. References Arnott, Robert, and Stephen Vincent. 1986. “S&P Additions and Deletions: A Market Anomaly.” Journal of Portfolio Management, vol. 13, no. 1 (Fall):29–33. Basu, Sanjoy. 1977. “Investment Performance of Common Stocks in Relation to Their Price-Earnings Ratios: A Test of the Efficient Market Hypothesis.” Journal of Finance, vol. 32, no. 3 (June):663–682. Chordia, Tarun, and Lakshmanan Shivakumar. 2006. “Earnings and Price Momentum.” Journal of Financial Economics, vol. 80, no. 3 (June):627–656. Frazzini, Andrea, Ronen Israel, and Tobias Moskowitz. 2012. “Trading Costs of Asset Pricing Anomalies.” Fama–Miller Working Paper, Chicago Booth Research Paper No. 14-05 (December 5). http://papers.ssrn.com/sol3/papers. cfm?abstract_id=2294498 Goetzmann, William, and Mark Garry. 1986. “Does Delisting from the S&P 500 Affect Stock Price?” Financial Analysts Journal, vol. 42, no. 2 (March/ April):64–69. Harris, Lawrence, and Eitan Gurel. 1986. “Price and Volume Effects Associated with Changes in the S&P 500 List: New Evidence for the Existence of Price Pressures.” Journal of Finance, vol. 41, no. 4 (September):815–829. Hsu, Jason, Vitali Kalesnik, Helge Kostka, and Noah Beck. Forthcoming. “Navi- gating the Factor Zoo.” Research Affiliates Working Paper. Jain, Prem. 1987. “The Effect on Stock Price from Inclusion In or Exclusion from theS&P500.”FinancialAnalystsJournal,vol.43,no.1(January/February):58–65. Lamoureux, Christopher, and James Wansley. 1987. “Market Effects of Changes in the Standard & Poor’s 500 Index.” Financial Review, vol. 22, no. 1 (February):53–69. Lynch, Anthony, and Richard Mendenhall. 1997. “New Evidence on Stock Price Effects Associated with Changes in the S&P 500 Index.” Journal of Business, vol. 70, no. 3:351–383. Novy-Marx, Robert. 2015. “Fundamentally, Momentum Is Fundamental Momentum.” NBER Working Paper No. 20984 (February). http://www.nber. org/papers/w20984. Novy-Marx, Robert, and Mihail Velikov. 2014. “A Taxonomy of Anomalies and Their Trading Costs.” NBER Working Paper No. 20721 (December). http:// www.nber.org/papers/w20721 Shleifer, Andrei. 1986. “Do Demand Curves for Stocks Slope Down?” Journal of Finance, vol. 41, no. 3 (July):579–590. 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. Research Affiliates is not responsible for any errors or omis- sions or for results obtained from the use of this information. Nothing contained in this material is intended to constitute legal, tax, securities, financial or investment advice, nor an opinion regarding the appropriateness of any investment. The 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 the Investment Advisors Act of 1940 with the U.S. Securities and Exchange Commission (SEC). Our registration as an investment adviser does not imply a certain level of skill or training. 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 third party vendors, the construction of model portfolios, and in coding related to the index and portfolio construction process. While Research Affiliates takes steps to identify data and process errors so as to minimize the potential impact of such errors on index and portfolio performance, we cannot guarantee that such errors will not occur. The trademarks Fundamental Index™, RAFI™, Research Affiliates Equity™, RAE™, and the Research Affiliates™ trademark and corporate name and all related logos are the exclusive intellectual property of Research Affiliates, LLC and in some cases are registered trademarks in the U.S. and other countries. Various features of the Fundamental Index™ methodology, including an accounting data-based non-capitalization data processing system and method for creating and weighting an index of securities, are protected by various patents, and patent-pending intellectual property of Research Affiliates, LLC. (See all applicable US Patents, Patent Publications, Patent Pending intellectual property and protected trademarks located at http://www.researchaffiliates.com/ Pages/ legal.aspx#d, which are fully incorporated herein.) Any use of these trademarks, logos, patented or patent pending methodologies without the prior written permission of Research Affiliates, LLC, is expressly prohibited. Research Affiliates, LLC, reserves the right to take any and all necessary action to preserve all of its rights, title, and interest in and to these marks, patents or pending patents. The views and opinions expressed are those of the author and not necessarily those of Research Affiliates, LLC. The opinions are subject to change without notice. ©2015 Research Affiliates, LLC. All rights reserved.