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TREND
FOLLOWING
Problems (and possible solutions)
for application to equities
October 2015 – London
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 2
Risk Warning
CMC Markets is an execution only service provider, offering Spread bets and Contracts for Difference. When trading these products
you do not own or have any interest in the underlying assets.
Spread bets and Contracts for Difference ("CFDs") are leveraged products and carry a high level of risk to your capital as prices may
move rapidly against you. Losses can exceed your deposits and you may be required to make further payments. Binary products
(including Countdowns) carry a level of risk to your capital as you could lose all of your investment. Invest only what you can afford to
lose.
These products may not be suitable for all clients therefore ensure you understand the risks and seek independent advice.
CMC Markets UK plc and CMC Spreadbet plc are authorised and regulated by the Financial Conduct Authority in the United
Kingdom in relation to the provision of CFDs and Spreadbetting. In relation to binary products (including Countdowns) CMC Markets
is licensed and regulated by the Gambling Commission, reference number 42013. CMC Markets supports responsible gambling, for
information and advice please visit www.gambleaware.co.uk.
Market Technicians Association (“MTA”) , Aviate Global and any representatives thereof are not employees, agents or
representatives of CMC Markets. As such, they are not in a position to answer any questions that relate to CMC Markets, its products
or its Platforms. Any discussions held, views and opinions expressed and materials provided during this session are the views,
opinions and materials of Riccardo Ronco alone and do not represent the views or opinions of CMC Markets.
All information and materials provided are not independent investment research and are provided for general information purposes
only and does not take into account your personal circumstances or objectives. These sessions or any materials provided are not and
shall not be construed as financial promotion, nor are they (or should be construed to be) financial, investment or other advice upon
which reliance should be placed.
Nothing in any material provided or in any views and opinions expressed constitutes a recommendation by CMC Markets that any
particular investment or investment strategy is suitable for any specific person.
CMC Markets does not endorse or offer opinion on the trading strategies used by Riccardo Ronco. The trading strategies do not
guarantee any return and CMC Markets shall not be held responsible for any loss that you may incur,
either directly or indirectly, arising from any investment based on any information contained herein.
Riccardo Ronco, CFTe
Biography
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 3
Riccardo Ronco is the head of technical analysis at Aviate Global in London.
Mr. Ronco follows large- and mid-cap European and U.S. equities, paying attention to domestic and
foreign equity indices, currencies, commodities, and interest rates. As a medium-term trend follower,
his approach is strongly quantitative in nature; particular attention, however, is devoted to identifying
reversal patterns characterized by excessive consensus among investors.
Mr. Ronco brings more than 15 years of experience in trading, quantitative analysis, and teaching
technical analysis in the United Kingdom and Ialy. Prior to joining Aviate Global in April 2010, Mr.
Ronco worked for Credit Agricole Indosuez, Banca Intesa Group, and Banca AntonVeneta
(MontePaschi Group) and FBR Capital Markets.
He is a frequent guest on CNBC Europe and other European media outlets. A member of the
Society of Technical Analysts (STA) from 2000 to 2015 and the Market Technicians Association
(MTA), Mr. Ronco was a speaker at the International Federation of Technical Analysts (IFTA) 1998
conference in Rome, in Beijing (2011) and in New York for the MTA 2015 Symposium.
His work is mentioned in the book Capital Market Revolution: The Future of Markets in an Online
World by Patrick Young. Mr. Ronco received his degree (with honors) in economics from the
University of Turin.
He currently holds Chartered Market Technician (CMT) Level 1 and 2 diplomas.
Awards
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
Behavioral Basis for Trends
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 5
Behavioral Basis for Trends
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 6
“Demystifying Managed Futures”, Hurst Ooi Pedersen
Fundamental Value
Trend starts (anchoring
+ under-reaction)
Trend continues (herding +
over-reaction)
Trend ends
(back to fundamentals)
People are prone to making SYSTEMATIC ERRORS in circumstances of uncertainty
From David Ricardo (1772-1823) to Ed Seykota
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 7
“The Great Metropolis”, Vol II, 1838, James Grant
Problem nr 1: FEEDBACK CHANGES
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 8
•Markets alternate phases of positive feedback with phases of negative feedback
•Positive feedback: investors/traders BUY into STRENGTH and SELL into WEAKNESS
•Negative feedback: investors/traders SELL into STRENGTH and BUY into WEAKNESS
•Investors’ capital is always moving between LEADERS and LAGGARDS
•Simple RELATIVE STRENGTH is a major tool to help spotting LEADERS and LAGGARDS
•Ranking is another major tool to keep focus on these two sets of stocks
Important paper : Asness, Moskowitz and Pedersen (2008), “Value and Momentum Everywhere”
Important book : Gary Edwin Anderson (2012), “The Janus Factor”
TREND + RS ---> LEADERS LAGGARDS
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 9
Things are not so simple
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 10
Ideally, as a trend follower, all you want to do is:
•...Buy BREAKOUTS in the strongest stocks in the strongest countries and
•...Sell BREAKDOWNS in the weakest stocks in the weakest countries
In REALITY, it depends on the CONTEXT, the environment
IMPORTANT QUESTION
“are we in a TREND FOLLOWING/HIGH
MOMENTUM environment or in a MEAN-
REVERSION/LOW MOMENTUM environment?”
Momentum Crashes
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 11
•RANKING stocks on a 12 –month basis
•Holding for one month (long only), no transaction costs
•Creating 10 portfolios for each decile (10 best/winner – 1 worst/loser)
•60-year period 1947-2006 comparing leaders, laggards, cash and B&H
Important paper
Daniel, Moskowitz (2013), “Momentum Crashes”
LEADERS vs LAGGARDS
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 12
Momentum Components, 1947-2006
Over the 60-year period from 1947:01 through 2006:12
Cumulative returns for four assets: (1) the risk-free asset; (2) the CRSP value-weighted index; (3) the bottom decile “past loser”
portfolio; and (4) the top decile “past winner” portfolio. Initial capital $1 in January 1947
Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
Momentum Crashes
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 13
Momentum Components, 1947-2006
Result of a LONG WINNER SHORT LOSER portfolio
Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
Momentum Crashes
14Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
momentum strategy suffers its worst performance at “turning points,”
following large market declines
•June 1932, the market bottoms...
•in July-August 1932, the market rose by 82% but...
•... losers outperform winners by 206% (L +236%, W+30%)
•March 9, 2009, S&P 500 bottoms @ 666.79...
•In March-May 2009, the market has a violent rally of 40%
•...losers outperform winners by 149% (L +156%, W +6.5%)
Momentum Crashes: 1930s
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 15
Result of a LONG WINNER SHORT LOSER portfolio
Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
Momentum Crashes: March 2009
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 16
Comparing Winners / Losers / Stock Market
Here we are using the Dow Jones U.S. Thematic Indices (Attention: RESULTS are DIFFERENT FROM CRSP data)
https://www.djindexes.com/mdsidx/downloads/meth_info/Dow_Jones_US_Thematic_Neutral_Indices_Methodology.pdf
Momentum Crashes: Nov 2002
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 17
Comparing Winners / Losers / Stock Market
Using Dow Jones U.S. Thematic Indices (Attention: RESULTS are DIFFERENT FROM CRSP data)
https://www.djindexes.com/mdsidx/downloads/meth_info/Dow_Jones_US_Thematic_Neutral_Indices_Methodology.pdf
Point of View of a Trend Follower
18Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
“Those were the lean years, 1911-1914. The market flattened out. Things drifted from bad to worse. I
not only lost all I had but got into debt again. There was no money to be made.”
Jesse Livermore, Reminiscences of a Stock Operator(Lefevre)
POSSIBLE SOLUTION
19Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
“In some seasons trend following is good; in others, reversing is good.
The problem is how to differentiate the two seasons in advance.”
Victor Niederhoffer, The Education of a Speculator
CALCULATE AND PLOT THE HIGH/LOW MOMENTUM RATIO
In an attempt to qualify what kind of environment we are in
•a RISING ratio indicates POSITIVE feedback (MOM beats MR): use TF
•a DECLINING ratio indicates NEGATIVE feedback (MR beats MOM): be a “contrarian”
S&P EW vs High/Low Momentum Ratio
20Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
In a bull market we can see the alternation between MOM phases (bullish ratio) and
MR phases (bearish ratio) regardless of countertrend moves in the main trend
S&P EW vs High/Low Momentum Ratio
21Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
Bull markets start with “junk” rallies
Bear markets start with the sale of recently bought laggards – weak hands
S&P EW vs High/Low Momentum Ratio
22Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
Bull markets alternate MR vs MOM for long periods of time
Bear markets are mostly MOM (bearish) affairs with MR rallies
Alternative: MTUM (Hi Mom Long) / SPY ratio
23Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
DJ Stoxx 600: EU MOM vs SXXR (TR)
24Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
MSCI Europe Momentum Net EUR Index: MAEUMMT Index on Bloomberg
DJ Stoxx 600 Total Return: SXXR Index on Bloomberg
Problem nr 2: Optimization (choice of parameters)
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 25
No commissions, no taxes, no reinvestment when in cash
10
100
1000
10000
100000
01/09/1928
01/06/1931
01/03/1934
01/12/1936
01/09/1939
01/06/1942
01/03/1945
01/12/1947
01/09/1950
01/06/1953
01/03/1956
01/12/1958
01/09/1961
01/06/1964
01/03/1967
01/12/1969
01/09/1972
01/06/1975
01/03/1978
01/12/1980
01/09/1983
01/06/1986
01/03/1989
01/12/1991
01/09/1994
01/06/1997
01/03/2000
01/12/2002
01/09/2005
01/06/2008
01/03/2011
01/12/2013
S&P 500 MA
B&H
Trade them all! (and play with weights)
Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 26
No commissions, no taxes, no reinvestment when in cash
From Bullish/Bearish to How MUCH Bullish...
27Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
No commissions, no taxes, no reinvestment when in cash
ROBUST TF: Multi-Average + Reinvesting
28Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
No commissions, no taxes, YES reinvestment
100
1000
01/11/1992
01/08/1993
01/05/1994
01/02/1995
01/11/1995
01/08/1996
01/05/1997
01/02/1998
01/11/1998
01/08/1999
01/05/2000
01/02/2001
01/11/2001
01/08/2002
01/05/2003
01/02/2004
01/11/2004
01/08/2005
01/05/2006
01/02/2007
01/11/2007
01/08/2008
01/05/2009
01/02/2010
01/11/2010
01/08/2011
01/05/2012
01/02/2013
01/11/2013
01/08/2014
01/05/2015
B&H
12M
9M
6M
3M
ALL
Invested in SPY if above 3, 6, 9, 12 or all averages (25% each) or in IEF (US 10-year)
Pfolio CAGR%
B&H 8.9%
12 M 12%
9 M 13.13%
6 M 12.50%
3 M 9.28%
ALL M 11.92%
Problem nr 3: Reducing Risk in Bear Markets
29Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
No commissions, no taxes, NO reinvestment when in cash
Going Global with Large Cap: 100 stocks
30Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
Running 10-month MA on FTSE 100 (long only)
31Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
10-month filter on stocks AND Index (at entry)
32Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
Bibliography
16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 33
Gary Edwin Anderson – The Janus Factor: Trend Follower’s Guide to Market Dialectics
Andreas Clenow - Following the Trend: Diversified Managed Futures
Andreas Clenow – Stocks on the Move: Beating the Market with Hedge Fund Momentum Strategies
A. Greyserman, K. Kaminski – Trend Following with Managed Future: the search for crisis alpha
Gary Antonacci – Dual Momentum Investing
Nick Radge – Unholy Grails: A New Road to Wealth
Michael W. Covel - Trend Following: Learn to Make Millions in Up or Down Markets
Curtis Faith - Way of the Turtle: The Secret Methods that Turned Ordinary People into Legendary Traders
Mebane T. Faber - The Ivy Portfolio: How to Invest Like the Top Endowments and Avoid Bear Markets
Anthony Garner - A Practical Guide to ETF Trading Systems: A Systematic Approach to Trading Exchange
Traded Funds
Van K. Tharp - Trade Your Way to Financial Freedom
Edwin Lefevre – Reminiscences of a Stock Operator
Legenda
16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 34
Every week, for several different countries and asset, classes a given set of technical indicators is calculated on specific Equity, Equity sector and Commodity indices. First, we
calculate our proprietary momentum indicator; we then rank the industry groups from best to worst, showing the results for the last six weeks (Friday’s closing prices are used in
our calculations). We use the blue color for “Overweight,” the red color for “Underweight,” and no color for “Neutral.”
We prefer to find buy ideas in the top third results of our ranking model, while short ideas are better suited for those indices in the bottom third. This table provide a quick, yet
effective, way to see the dynamics of relative performances in these indices, showing investors’ preferences in the medium term. From an absolute performance point of view,
we need to calculate instead the weekly MACD (Moving Average Convergence/Divergence) indicator and its nine-week moving average (the “signal line”).
We technically define a bullish swing as one when the MACD is above its moving average and a bearish swing as one when the MACD is below its moving average. On
the “Time” column, we count the number of weeks from one swing to the next to gauge the maturity of the current move. When comparing the MACD with its moving average
and with the zero line, however, we can define four phases (Up, Advancing, Down, and Terminating).
The idea is to divide price oscillations into clearly identifiable phases (as inspired by the work of Ian S. Notley) and adjust our risk/reward expectations according to these
indications (see column “Action”, representing the number of weeks a particular index has spent in its bullish or bearish swing phase).
The bullish swing includes the Up and Advancing phases.
Up: The index has bottomed (possibly after showing positive divergences) and is breaking resistance levels. Investors should have a low-risk entry point here. The weekly
MACD is below the zero line but above its signal line. Size should be small at the beginning, and the investor should allow prices to prove themselves.
Advancing: Prices are trending nicely higher with moderate volatility. Approaching the top, we usually see volatility picking up and weekly (daily) ranges increasing. The
weekly MACD is above both the zero line and its signal line. Buying dips can be a rewarding strategy.
The bearish swing includes the Down and Terminating phases.
Down (Declining): The index has built a top (or a congestion phase), and the weekly MACD has crossed from above its signal line. The MACD itself is still above the zero
line here, and the implication is to lighten the position and to use each short-term pullback to reduce/sell the exposure (sell on rallies).
Terminating: Prices are accelerating to the downside, and the weekly MACD is now below both zero and its signal line. Sharp rallies could be confusing, but sticking to the
trend is the best strategy, and investors should generally avoid buying dips here. Volatility is sharply increasing.
EM: Emerging Market.
Information about technical analysis
16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 35
This trading idea is based upon technical analysis, which involves the study of historical price and volume trading patterns and the potential direction of future trading based
upon such information. There is no direct or implied guarantee of any particular outcome. This analysis is different from fundamental analysis and the conclusions reached may
differ. Technical research does not represent a rating or coverage of any discussed issuer(s).
Our daily charts for European and U.S. equities try to highlight in a quick and easy way information about the trend, the relative performance against its benchmark, price
momentum and accumulation/distribution using volume. Our conviction is clearly a function of these elements and of the time frame used.
To determine the trend we use the classic combination of two moving averages based on a 50 and 200 day length. The trend of the stock will move above and below these
moving averages and we will look for buy (sell) ideas when price will be above (below) both of them or during mild pullbacks affecting only the 50-day moving averages.
Given two or more signals on stocks in uptrend we use the relative strength versus its benchmark (usually the Eurostoxx 600 for European names and the S&P 500 for U.S.
names) to discriminate which one offers the best opportunity for a given signal. Again we like stocks in uptrend with a bullish relative strength as buy candidates.
Momentum (we use the classic MACD Moving Average Convergence Divergence Indicator) tells us where we are in the current phase of the trend. The MACD indicator
represents the difference between two moving averages of 12 and 26 days. If this indicator is widening, it confirms the trend in prices is healthy and accelerating. A possible
indication to reduce exposure in a stock that is in uptrend and outperforming is provided either by a short-term trend reversal toward the zero line of this indicator or by a
negative divergence between prices and the MACD indicator. New highs in price that are not confirmed by new highs in the MACD, are leading indications that the pace of the
trend is slowing down and a possible reversal is in the offing.
Finally we consider volume in our work in two forms: raw volume represented by a vertical histogram (red for negative trading sessions, blue for positive ones) and the OBV
indicator. Raw volume can indicate the underlying structure of buying and selling in the short-term: we like higher price on higher volume and lower prices on lower volume,
indicating a positive feedback in investors’ mentality. Spikes in volume are usually associated with climaxes and a short-term reversal is usually the norm. The OBV indicator tries
to help to answer the question whether the stock is under accumulation or distribution. The OBV indicator follows prices 95% of the time: we add (subtract) the volume of the day
if the close is positive (or negative) to a running total. A stock that has been for 2-3 months in a tight trading range with an OBV indicator that is breaking higher (lower)
provides a leading indication of accumulation (distribution) and helps the investor/trader to be prepare ahead of the breakout in prices.
Aviate Global’s technical rating system has seven categories to differentiate short-, medium-, and long-term time horizons. If there is no rating listed for a stock, Aviate Global is
neutral and has no opinion on the stock.
Speculative Buy: A short-term buying opportunity lasting up to one month with projected upside of 10% or more.
Buy: A medium-term buying opportunity lasting up to six months with projected upside of 25% or more.
Strong Buy: A long-term buying opportunity lasting more than one year with return potential of 50% or more.
Sell Short: A short-term selling opportunity lasting up to one month with projected downside of 10% or more.
Take Profit: Immediate closing out of existing position at a profit.
Sell/Reduce: Used for a stock with a deteriorating long-term technical outlook that is expected to have a very limited or negative return over the medium to long term.
Stop Loss: Immediate closing out of existing position at a loss.
Aviate Global’s technical ratings use specific return targets; returns are not guaranteed and are used for illustrative purposes only.
Chart sources: Bloomberg and Aviate Global LLP.
16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 36
Global Disclaimer
Aviate Global LLP is authorised and regulated by the Financial Conduct Authority and is a member of the London Stock Exchange. Aviate Global LLP is registered in England and Wales No.
OC324323. Aviate Global (US) LLP is a broker dealer registered with the U.S. Securities and Exchange Commission, is a member of the Financial Industry Regulatory Authority (FINRA), and the
Securities Investor Protection Corporation (SIPC). Aviate Global (Asia) Limited (CE no. 1950254and BBY489) is licensed by the Securities and Futures Commission (SFC) of Hong Kong.
This note is circulated to you as a client of Aviate Global LLP. Please note that the views contained within may have been disclosed earlier today to some clients via Bloomberg. If you would like
to receive our earlier Bloomberg message, please contact Paul Moran on +44 20 7233 3218. Aviate Global LLP generates high conviction trading and investment ideas for its clients. It does not
carry out any proprietary trading or corporate advisory activities. Aviate Global’s publications are for the sole benefit of its clients. Unauthorised copying or distribution is prohibited.
This report is a marketing communication, issued and approved for distribution in the United Kingdom by Aviate Global LLP. It has been prepared by Aviate Global LLP solely for the purpose of
supplying information to the clients of Aviate Global LLP and/or its affiliate(s) to whom it is distributed and has not been prepared in accordance with the legal requirements designed to promote
the independence of investment research. The report is not subject to any prohibition on dealing ahead of the dissemination of investment research, however it is company policy to prevent
personal account dealing by employees until such time that the research has been disseminated. Aviate Global LLP does not deal with, or for Retail Clients (i.e. those who are not Per Se
Professional Clients or an Eligible Counterparty as defined in the European Parliament and Council Directive on Markets in Financial Instruments). Aviate Global LLP is not covered by the Financial
Services Compensation Scheme (FSCS). This report is not, and should not be construed as, a recommendation, solicitation or offer to buy or sell any securities or related financial products. This
report does not constitute investment advice, does not constitute a personal recommendation and has been prepared without regard to the individual financial circumstances, needs or
objectives of persons who receive it.
NOTICE TO U.S. INVESTORS
This report has not been prepared, reviewed or approved by Aviate Global (US) LLP, Aviate Global LLP’s affiliated U.S.-registered broker-dealer and a member of FINRA. This report is intended to
be distributed by Aviate Global LLP in the United States solely to “major U.S. institutional investors” as defined by Rule 15a-6 of the Securities Exchange Act of 1934, as amended. For the
avoidance of doubt, this report is not intended for individual or non-institutional investors and should not be distributed to any such individual or entity. Interested “major U.S. institutional
investors” should contact Aviate Global, (US) LLP, our U.S. registered broker-dealer affiliate, or another U.S.-registered broker-dealer, to effect transactions in the securities that are the subject of
this report.
NOTICE TO HONG KONG INVESTORS
This report may be delivered to you by Aviate Global (Asia) Limited (Company Registry no. 1950254) (Aviate Global (Asia)) but has not been prepared, reviewed or approved by Aviate Global
(Asia). Aviate Global (Asia) is incorporated in Hong Kong and is licensed by the Securities and Futures Commission (SFC) of Hong Kong to conduct Type 1 (dealing in securities) and Type 4 (advising
on securities) regulated activities pursuant to the Securities and Futures Ordnance of Hong Kong. Aviate Global (Asia) only deals with 'professional persons' (as defined by the SFO and its
subsidiary legislation) and does not hold any client assets. In addition, conditions of Aviate Global (Asia)'s licence limit its dealing in securities activities in Hong Kong to communicating offers to
effect the dealings in securities to Aviate Global LLP, in the name of the person from whom those offers are received.
This report is not a recommendation, solicitation or offer from Aviate Global (Asia) to buy or sell any securities or related financial products. It was prepared by Aviate Global LLP solely for the
purpose of supplying information without regard to the individual financial circumstances, needs or objectives of persons who receive it.
NOTICE TO AUSTRALIAN INVESTORS
Aviate Global LLP is registered as a foreign company in Australia (ARBN 165 830 937) under the Corporations Act 2001. Aviate Global LLP is relying on the Australian Securities and Investment
Commission (ASIC) Class Order CO 03/1099 (Class Order) exemption for UK Financial Conduct Authority (FCA) regulated firms which exempts it from the requirement to hold an Australian
financial services license under the Corporations Act 2001. To ensure compliance with the Class Order, Aviate Global LLP does not deal with, or for any clients who are not a “wholesale client”
within the meaning by section 761G of the Corporations Act. Aviate Global LLP are authorised and regulated by the Financial Conduct Authority (FCA) under the laws and regulatory requirements
of the United Kingdom which are different to Australia. Consequently any offer or other documentation that you receive from us in the course of us providing financial services to you will be
prepared in accordance with those laws and regulatory requirements. The UK regulatory requirements refer to legislation, rules enacted pursuant to the legislation and any other relevant
policies or documents issued by the FCA.
This report has been prepared by Aviate Global LLP solely for the purpose of supplying information to the clients of Aviate Global LLP and/or its affiliate(s) to whom it is distributed. This report is
not, and should not be construed as, a recommendation, solicitation or offer to buy or sell any securities or related financial products. This report does not constitute investment advice, does not
constitute a personal recommendation and has been prepared without regard to the individual financial circumstances, needs or objectives of persons who receive it.

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MTA 2015 October London FINAL

  • 1. TREND FOLLOWING Problems (and possible solutions) for application to equities October 2015 – London Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
  • 2. Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 2 Risk Warning CMC Markets is an execution only service provider, offering Spread bets and Contracts for Difference. When trading these products you do not own or have any interest in the underlying assets. Spread bets and Contracts for Difference ("CFDs") are leveraged products and carry a high level of risk to your capital as prices may move rapidly against you. Losses can exceed your deposits and you may be required to make further payments. Binary products (including Countdowns) carry a level of risk to your capital as you could lose all of your investment. Invest only what you can afford to lose. These products may not be suitable for all clients therefore ensure you understand the risks and seek independent advice. CMC Markets UK plc and CMC Spreadbet plc are authorised and regulated by the Financial Conduct Authority in the United Kingdom in relation to the provision of CFDs and Spreadbetting. In relation to binary products (including Countdowns) CMC Markets is licensed and regulated by the Gambling Commission, reference number 42013. CMC Markets supports responsible gambling, for information and advice please visit www.gambleaware.co.uk. Market Technicians Association (“MTA”) , Aviate Global and any representatives thereof are not employees, agents or representatives of CMC Markets. As such, they are not in a position to answer any questions that relate to CMC Markets, its products or its Platforms. Any discussions held, views and opinions expressed and materials provided during this session are the views, opinions and materials of Riccardo Ronco alone and do not represent the views or opinions of CMC Markets. All information and materials provided are not independent investment research and are provided for general information purposes only and does not take into account your personal circumstances or objectives. These sessions or any materials provided are not and shall not be construed as financial promotion, nor are they (or should be construed to be) financial, investment or other advice upon which reliance should be placed. Nothing in any material provided or in any views and opinions expressed constitutes a recommendation by CMC Markets that any particular investment or investment strategy is suitable for any specific person. CMC Markets does not endorse or offer opinion on the trading strategies used by Riccardo Ronco. The trading strategies do not guarantee any return and CMC Markets shall not be held responsible for any loss that you may incur, either directly or indirectly, arising from any investment based on any information contained herein.
  • 3. Riccardo Ronco, CFTe Biography Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 3 Riccardo Ronco is the head of technical analysis at Aviate Global in London. Mr. Ronco follows large- and mid-cap European and U.S. equities, paying attention to domestic and foreign equity indices, currencies, commodities, and interest rates. As a medium-term trend follower, his approach is strongly quantitative in nature; particular attention, however, is devoted to identifying reversal patterns characterized by excessive consensus among investors. Mr. Ronco brings more than 15 years of experience in trading, quantitative analysis, and teaching technical analysis in the United Kingdom and Ialy. Prior to joining Aviate Global in April 2010, Mr. Ronco worked for Credit Agricole Indosuez, Banca Intesa Group, and Banca AntonVeneta (MontePaschi Group) and FBR Capital Markets. He is a frequent guest on CNBC Europe and other European media outlets. A member of the Society of Technical Analysts (STA) from 2000 to 2015 and the Market Technicians Association (MTA), Mr. Ronco was a speaker at the International Federation of Technical Analysts (IFTA) 1998 conference in Rome, in Beijing (2011) and in New York for the MTA 2015 Symposium. His work is mentioned in the book Capital Market Revolution: The Future of Markets in an Online World by Patrick Young. Mr. Ronco received his degree (with honors) in economics from the University of Turin. He currently holds Chartered Market Technician (CMT) Level 1 and 2 diplomas.
  • 4. Awards Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
  • 5. Behavioral Basis for Trends Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 5
  • 6. Behavioral Basis for Trends Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 6 “Demystifying Managed Futures”, Hurst Ooi Pedersen Fundamental Value Trend starts (anchoring + under-reaction) Trend continues (herding + over-reaction) Trend ends (back to fundamentals) People are prone to making SYSTEMATIC ERRORS in circumstances of uncertainty
  • 7. From David Ricardo (1772-1823) to Ed Seykota Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 7 “The Great Metropolis”, Vol II, 1838, James Grant
  • 8. Problem nr 1: FEEDBACK CHANGES Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 8 •Markets alternate phases of positive feedback with phases of negative feedback •Positive feedback: investors/traders BUY into STRENGTH and SELL into WEAKNESS •Negative feedback: investors/traders SELL into STRENGTH and BUY into WEAKNESS •Investors’ capital is always moving between LEADERS and LAGGARDS •Simple RELATIVE STRENGTH is a major tool to help spotting LEADERS and LAGGARDS •Ranking is another major tool to keep focus on these two sets of stocks Important paper : Asness, Moskowitz and Pedersen (2008), “Value and Momentum Everywhere” Important book : Gary Edwin Anderson (2012), “The Janus Factor”
  • 9. TREND + RS ---> LEADERS LAGGARDS Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 9
  • 10. Things are not so simple Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 10 Ideally, as a trend follower, all you want to do is: •...Buy BREAKOUTS in the strongest stocks in the strongest countries and •...Sell BREAKDOWNS in the weakest stocks in the weakest countries In REALITY, it depends on the CONTEXT, the environment IMPORTANT QUESTION “are we in a TREND FOLLOWING/HIGH MOMENTUM environment or in a MEAN- REVERSION/LOW MOMENTUM environment?”
  • 11. Momentum Crashes Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 11 •RANKING stocks on a 12 –month basis •Holding for one month (long only), no transaction costs •Creating 10 portfolios for each decile (10 best/winner – 1 worst/loser) •60-year period 1947-2006 comparing leaders, laggards, cash and B&H Important paper Daniel, Moskowitz (2013), “Momentum Crashes”
  • 12. LEADERS vs LAGGARDS Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 12 Momentum Components, 1947-2006 Over the 60-year period from 1947:01 through 2006:12 Cumulative returns for four assets: (1) the risk-free asset; (2) the CRSP value-weighted index; (3) the bottom decile “past loser” portfolio; and (4) the top decile “past winner” portfolio. Initial capital $1 in January 1947 Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
  • 13. Momentum Crashes Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 13 Momentum Components, 1947-2006 Result of a LONG WINNER SHORT LOSER portfolio Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
  • 14. Momentum Crashes 14Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com momentum strategy suffers its worst performance at “turning points,” following large market declines •June 1932, the market bottoms... •in July-August 1932, the market rose by 82% but... •... losers outperform winners by 206% (L +236%, W+30%) •March 9, 2009, S&P 500 bottoms @ 666.79... •In March-May 2009, the market has a violent rally of 40% •...losers outperform winners by 149% (L +156%, W +6.5%)
  • 15. Momentum Crashes: 1930s Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 15 Result of a LONG WINNER SHORT LOSER portfolio Source: Daniel, Moskowitz (2013), “Momentum Crashes” CRSP = Center for Research in Security Prices
  • 16. Momentum Crashes: March 2009 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 16 Comparing Winners / Losers / Stock Market Here we are using the Dow Jones U.S. Thematic Indices (Attention: RESULTS are DIFFERENT FROM CRSP data) https://www.djindexes.com/mdsidx/downloads/meth_info/Dow_Jones_US_Thematic_Neutral_Indices_Methodology.pdf
  • 17. Momentum Crashes: Nov 2002 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 17 Comparing Winners / Losers / Stock Market Using Dow Jones U.S. Thematic Indices (Attention: RESULTS are DIFFERENT FROM CRSP data) https://www.djindexes.com/mdsidx/downloads/meth_info/Dow_Jones_US_Thematic_Neutral_Indices_Methodology.pdf
  • 18. Point of View of a Trend Follower 18Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com “Those were the lean years, 1911-1914. The market flattened out. Things drifted from bad to worse. I not only lost all I had but got into debt again. There was no money to be made.” Jesse Livermore, Reminiscences of a Stock Operator(Lefevre)
  • 19. POSSIBLE SOLUTION 19Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com “In some seasons trend following is good; in others, reversing is good. The problem is how to differentiate the two seasons in advance.” Victor Niederhoffer, The Education of a Speculator CALCULATE AND PLOT THE HIGH/LOW MOMENTUM RATIO In an attempt to qualify what kind of environment we are in •a RISING ratio indicates POSITIVE feedback (MOM beats MR): use TF •a DECLINING ratio indicates NEGATIVE feedback (MR beats MOM): be a “contrarian”
  • 20. S&P EW vs High/Low Momentum Ratio 20Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com In a bull market we can see the alternation between MOM phases (bullish ratio) and MR phases (bearish ratio) regardless of countertrend moves in the main trend
  • 21. S&P EW vs High/Low Momentum Ratio 21Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com Bull markets start with “junk” rallies Bear markets start with the sale of recently bought laggards – weak hands
  • 22. S&P EW vs High/Low Momentum Ratio 22Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com Bull markets alternate MR vs MOM for long periods of time Bear markets are mostly MOM (bearish) affairs with MR rallies
  • 23. Alternative: MTUM (Hi Mom Long) / SPY ratio 23Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com
  • 24. DJ Stoxx 600: EU MOM vs SXXR (TR) 24Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com MSCI Europe Momentum Net EUR Index: MAEUMMT Index on Bloomberg DJ Stoxx 600 Total Return: SXXR Index on Bloomberg
  • 25. Problem nr 2: Optimization (choice of parameters) Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 25 No commissions, no taxes, no reinvestment when in cash 10 100 1000 10000 100000 01/09/1928 01/06/1931 01/03/1934 01/12/1936 01/09/1939 01/06/1942 01/03/1945 01/12/1947 01/09/1950 01/06/1953 01/03/1956 01/12/1958 01/09/1961 01/06/1964 01/03/1967 01/12/1969 01/09/1972 01/06/1975 01/03/1978 01/12/1980 01/09/1983 01/06/1986 01/03/1989 01/12/1991 01/09/1994 01/06/1997 01/03/2000 01/12/2002 01/09/2005 01/06/2008 01/03/2011 01/12/2013 S&P 500 MA B&H
  • 26. Trade them all! (and play with weights) Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 26 No commissions, no taxes, no reinvestment when in cash
  • 27. From Bullish/Bearish to How MUCH Bullish... 27Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com No commissions, no taxes, no reinvestment when in cash
  • 28. ROBUST TF: Multi-Average + Reinvesting 28Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com No commissions, no taxes, YES reinvestment 100 1000 01/11/1992 01/08/1993 01/05/1994 01/02/1995 01/11/1995 01/08/1996 01/05/1997 01/02/1998 01/11/1998 01/08/1999 01/05/2000 01/02/2001 01/11/2001 01/08/2002 01/05/2003 01/02/2004 01/11/2004 01/08/2005 01/05/2006 01/02/2007 01/11/2007 01/08/2008 01/05/2009 01/02/2010 01/11/2010 01/08/2011 01/05/2012 01/02/2013 01/11/2013 01/08/2014 01/05/2015 B&H 12M 9M 6M 3M ALL Invested in SPY if above 3, 6, 9, 12 or all averages (25% each) or in IEF (US 10-year) Pfolio CAGR% B&H 8.9% 12 M 12% 9 M 13.13% 6 M 12.50% 3 M 9.28% ALL M 11.92%
  • 29. Problem nr 3: Reducing Risk in Bear Markets 29Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com No commissions, no taxes, NO reinvestment when in cash
  • 30. Going Global with Large Cap: 100 stocks 30Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
  • 31. Running 10-month MA on FTSE 100 (long only) 31Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
  • 32. 10-month filter on stocks AND Index (at entry) 32Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 10 MIO USD portfolio: 0.5% commissions, no taxes, no reinv. when in cash
  • 33. Bibliography 16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 33 Gary Edwin Anderson – The Janus Factor: Trend Follower’s Guide to Market Dialectics Andreas Clenow - Following the Trend: Diversified Managed Futures Andreas Clenow – Stocks on the Move: Beating the Market with Hedge Fund Momentum Strategies A. Greyserman, K. Kaminski – Trend Following with Managed Future: the search for crisis alpha Gary Antonacci – Dual Momentum Investing Nick Radge – Unholy Grails: A New Road to Wealth Michael W. Covel - Trend Following: Learn to Make Millions in Up or Down Markets Curtis Faith - Way of the Turtle: The Secret Methods that Turned Ordinary People into Legendary Traders Mebane T. Faber - The Ivy Portfolio: How to Invest Like the Top Endowments and Avoid Bear Markets Anthony Garner - A Practical Guide to ETF Trading Systems: A Systematic Approach to Trading Exchange Traded Funds Van K. Tharp - Trade Your Way to Financial Freedom Edwin Lefevre – Reminiscences of a Stock Operator
  • 34. Legenda 16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 34 Every week, for several different countries and asset, classes a given set of technical indicators is calculated on specific Equity, Equity sector and Commodity indices. First, we calculate our proprietary momentum indicator; we then rank the industry groups from best to worst, showing the results for the last six weeks (Friday’s closing prices are used in our calculations). We use the blue color for “Overweight,” the red color for “Underweight,” and no color for “Neutral.” We prefer to find buy ideas in the top third results of our ranking model, while short ideas are better suited for those indices in the bottom third. This table provide a quick, yet effective, way to see the dynamics of relative performances in these indices, showing investors’ preferences in the medium term. From an absolute performance point of view, we need to calculate instead the weekly MACD (Moving Average Convergence/Divergence) indicator and its nine-week moving average (the “signal line”). We technically define a bullish swing as one when the MACD is above its moving average and a bearish swing as one when the MACD is below its moving average. On the “Time” column, we count the number of weeks from one swing to the next to gauge the maturity of the current move. When comparing the MACD with its moving average and with the zero line, however, we can define four phases (Up, Advancing, Down, and Terminating). The idea is to divide price oscillations into clearly identifiable phases (as inspired by the work of Ian S. Notley) and adjust our risk/reward expectations according to these indications (see column “Action”, representing the number of weeks a particular index has spent in its bullish or bearish swing phase). The bullish swing includes the Up and Advancing phases. Up: The index has bottomed (possibly after showing positive divergences) and is breaking resistance levels. Investors should have a low-risk entry point here. The weekly MACD is below the zero line but above its signal line. Size should be small at the beginning, and the investor should allow prices to prove themselves. Advancing: Prices are trending nicely higher with moderate volatility. Approaching the top, we usually see volatility picking up and weekly (daily) ranges increasing. The weekly MACD is above both the zero line and its signal line. Buying dips can be a rewarding strategy. The bearish swing includes the Down and Terminating phases. Down (Declining): The index has built a top (or a congestion phase), and the weekly MACD has crossed from above its signal line. The MACD itself is still above the zero line here, and the implication is to lighten the position and to use each short-term pullback to reduce/sell the exposure (sell on rallies). Terminating: Prices are accelerating to the downside, and the weekly MACD is now below both zero and its signal line. Sharp rallies could be confusing, but sticking to the trend is the best strategy, and investors should generally avoid buying dips here. Volatility is sharply increasing. EM: Emerging Market.
  • 35. Information about technical analysis 16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 35 This trading idea is based upon technical analysis, which involves the study of historical price and volume trading patterns and the potential direction of future trading based upon such information. There is no direct or implied guarantee of any particular outcome. This analysis is different from fundamental analysis and the conclusions reached may differ. Technical research does not represent a rating or coverage of any discussed issuer(s). Our daily charts for European and U.S. equities try to highlight in a quick and easy way information about the trend, the relative performance against its benchmark, price momentum and accumulation/distribution using volume. Our conviction is clearly a function of these elements and of the time frame used. To determine the trend we use the classic combination of two moving averages based on a 50 and 200 day length. The trend of the stock will move above and below these moving averages and we will look for buy (sell) ideas when price will be above (below) both of them or during mild pullbacks affecting only the 50-day moving averages. Given two or more signals on stocks in uptrend we use the relative strength versus its benchmark (usually the Eurostoxx 600 for European names and the S&P 500 for U.S. names) to discriminate which one offers the best opportunity for a given signal. Again we like stocks in uptrend with a bullish relative strength as buy candidates. Momentum (we use the classic MACD Moving Average Convergence Divergence Indicator) tells us where we are in the current phase of the trend. The MACD indicator represents the difference between two moving averages of 12 and 26 days. If this indicator is widening, it confirms the trend in prices is healthy and accelerating. A possible indication to reduce exposure in a stock that is in uptrend and outperforming is provided either by a short-term trend reversal toward the zero line of this indicator or by a negative divergence between prices and the MACD indicator. New highs in price that are not confirmed by new highs in the MACD, are leading indications that the pace of the trend is slowing down and a possible reversal is in the offing. Finally we consider volume in our work in two forms: raw volume represented by a vertical histogram (red for negative trading sessions, blue for positive ones) and the OBV indicator. Raw volume can indicate the underlying structure of buying and selling in the short-term: we like higher price on higher volume and lower prices on lower volume, indicating a positive feedback in investors’ mentality. Spikes in volume are usually associated with climaxes and a short-term reversal is usually the norm. The OBV indicator tries to help to answer the question whether the stock is under accumulation or distribution. The OBV indicator follows prices 95% of the time: we add (subtract) the volume of the day if the close is positive (or negative) to a running total. A stock that has been for 2-3 months in a tight trading range with an OBV indicator that is breaking higher (lower) provides a leading indication of accumulation (distribution) and helps the investor/trader to be prepare ahead of the breakout in prices. Aviate Global’s technical rating system has seven categories to differentiate short-, medium-, and long-term time horizons. If there is no rating listed for a stock, Aviate Global is neutral and has no opinion on the stock. Speculative Buy: A short-term buying opportunity lasting up to one month with projected upside of 10% or more. Buy: A medium-term buying opportunity lasting up to six months with projected upside of 25% or more. Strong Buy: A long-term buying opportunity lasting more than one year with return potential of 50% or more. Sell Short: A short-term selling opportunity lasting up to one month with projected downside of 10% or more. Take Profit: Immediate closing out of existing position at a profit. Sell/Reduce: Used for a stock with a deteriorating long-term technical outlook that is expected to have a very limited or negative return over the medium to long term. Stop Loss: Immediate closing out of existing position at a loss. Aviate Global’s technical ratings use specific return targets; returns are not guaranteed and are used for illustrative purposes only. Chart sources: Bloomberg and Aviate Global LLP.
  • 36. 16 October 2015 Riccardo Ronco +44 20 7233 3245 rronco@aviateglobal.com 36 Global Disclaimer Aviate Global LLP is authorised and regulated by the Financial Conduct Authority and is a member of the London Stock Exchange. Aviate Global LLP is registered in England and Wales No. OC324323. Aviate Global (US) LLP is a broker dealer registered with the U.S. Securities and Exchange Commission, is a member of the Financial Industry Regulatory Authority (FINRA), and the Securities Investor Protection Corporation (SIPC). Aviate Global (Asia) Limited (CE no. 1950254and BBY489) is licensed by the Securities and Futures Commission (SFC) of Hong Kong. This note is circulated to you as a client of Aviate Global LLP. Please note that the views contained within may have been disclosed earlier today to some clients via Bloomberg. If you would like to receive our earlier Bloomberg message, please contact Paul Moran on +44 20 7233 3218. Aviate Global LLP generates high conviction trading and investment ideas for its clients. It does not carry out any proprietary trading or corporate advisory activities. Aviate Global’s publications are for the sole benefit of its clients. Unauthorised copying or distribution is prohibited. This report is a marketing communication, issued and approved for distribution in the United Kingdom by Aviate Global LLP. It has been prepared by Aviate Global LLP solely for the purpose of supplying information to the clients of Aviate Global LLP and/or its affiliate(s) to whom it is distributed and has not been prepared in accordance with the legal requirements designed to promote the independence of investment research. The report is not subject to any prohibition on dealing ahead of the dissemination of investment research, however it is company policy to prevent personal account dealing by employees until such time that the research has been disseminated. Aviate Global LLP does not deal with, or for Retail Clients (i.e. those who are not Per Se Professional Clients or an Eligible Counterparty as defined in the European Parliament and Council Directive on Markets in Financial Instruments). Aviate Global LLP is not covered by the Financial Services Compensation Scheme (FSCS). This report is not, and should not be construed as, a recommendation, solicitation or offer to buy or sell any securities or related financial products. This report does not constitute investment advice, does not constitute a personal recommendation and has been prepared without regard to the individual financial circumstances, needs or objectives of persons who receive it. NOTICE TO U.S. INVESTORS This report has not been prepared, reviewed or approved by Aviate Global (US) LLP, Aviate Global LLP’s affiliated U.S.-registered broker-dealer and a member of FINRA. 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It was prepared by Aviate Global LLP solely for the purpose of supplying information without regard to the individual financial circumstances, needs or objectives of persons who receive it. NOTICE TO AUSTRALIAN INVESTORS Aviate Global LLP is registered as a foreign company in Australia (ARBN 165 830 937) under the Corporations Act 2001. Aviate Global LLP is relying on the Australian Securities and Investment Commission (ASIC) Class Order CO 03/1099 (Class Order) exemption for UK Financial Conduct Authority (FCA) regulated firms which exempts it from the requirement to hold an Australian financial services license under the Corporations Act 2001. To ensure compliance with the Class Order, Aviate Global LLP does not deal with, or for any clients who are not a “wholesale client” within the meaning by section 761G of the Corporations Act. 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This report does not constitute investment advice, does not constitute a personal recommendation and has been prepared without regard to the individual financial circumstances, needs or objectives of persons who receive it.