Goldman Sachs Commodity Enhanced Curve Strategy...Instead of buying the physical commodity, a...
Transcript of Goldman Sachs Commodity Enhanced Curve Strategy...Instead of buying the physical commodity, a...
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Confidential
Equity Derivatives Structuring
SECURITIES DIVISION
Goldman Sachs Commodity
Enhanced Curve Strategy
Private and Confidential
For Institutional Investors Only
For Discussion Purposes Only
Not for Onward Distribution
Q4 2019
Prepared by a Goldman Sachs sales and trading desk, which may have a
position in the products mentioned that is inconsistent with the views expressed
in this material. In evaluating this material, you should know that it could have
been previously provided to other clients and/or internal Goldman Sachs
personnel, who could have already acted on it.
This material is not independent advice and is not a product of
Global Investment Research.
This material is a solicitation of derivatives
business generally, only for the purposes of,
and to the extent it would otherwise be subject
to, CFTC Regulations 1.71 and 23.605.
The views or ideas expressed here are those of the desk and/or
author only and are not an “official view” of Goldman Sachs; others
at Goldman Sachs may have opinions or may express views that
are contrary to those herein.
References to ‘we’ refer to those of the desk only and does not represent the official view of GS.
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Investing in Commodities
Confidential
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Investing in Commodities Introduction to Commodities
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
Basic economic principles of supply and demand typically drive the
commodities markets: lower supply drives up demand,
which results in higher prices, and vice versa.
Investing in commodities is potentially a way to diversify a
traditional equity & bond portfolio, and could also potentially
protect against inflation.
Instead of buying the physical commodity, a popular way to invest in
commodities is through a futures contract, which is an agreement to buy
or sell a specific quantity of a commodity at a set price at a later time.
There are typically two types of investors in commodities:
(1) Hedgers (e.g. producers or consumers that want to reduce the risk of change in price);
and
(2) Speculators (e.g. investors that would like to profit from changes in price of
commodities)
Trading commodities is an old profession dating back further than trading stocks and
bonds. Commodities can generally be divided into five categories:
(1) Energy (e.g. Crude Oil, Natural Gas); (2) Precious Metals (e.g. Gold, Silver);
(3) Industrial Metals (e.g. Aluminum, Copper);
(4) Agriculture (e.g. Corn, Sugar); (5) Livestock (e.g. Live Cattle, Hogs)
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Investing in Commodities Overview
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
When investing in commodities, it is not possible to invest in commodity
“spot prices”. Rather investors could invest by:
i.e. a barrel of oil, a bushel of corn
Due to storage and transportation costs, most investors cannot purchase
physical commodities.
Buying the physical commodity
This is an agreement to buy or sell a commodity at a predetermined price at a
specified time in the future
Buying a futures contract on the commodity
Investors wishing to access the commodity market can invest in Commodity
Indices that replicate futures. There are many traded commodity indices.
Investing in a commodity index
S&P GSCITM Commodity Index BCOM Commodity Index
Energy 34%
Industrial Metals
17%
Precious Metals
15%
Agriculture 28%
Livestock 6%
Energy 65%
Industrial Metals
10%
Precious Metals
4%
Agriculture 15%
Livestock 6%
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Commodity index investors will roll their commodity future investment before the contract
could take physical delivery; simply buying the second nearby contract and holding it until it
becomes the first, at which point it will be sold and the next nearby will be bought. As a result;
index investors never partake in the physical underlying market – neither consuming nor
storing the commodities
Commodity Index investments generate returns from:
Commodity price movement
Shape of the forward curve
Contango
when longer-dated prices are higher than
shorter-dated prices (“upward sloping”),
reflects high inventory levels and / or low
demand. Commodity indices suffer a loss
(“negative roll yield”) from selling the existing
contracts at a low price, and buying the new
contracts at a higher price.
Backwardation
when longer-dated prices are lower than
shorter-dated prices (“downward sloping”),
reflects low inventory levels and / or high
demand. Commodity indices generate a
gain (“positive roll yield”) from selling the
existing contracts at a high price, and buying
the new contracts at a low price.
Investing in Commodities Commodity Index Investing: How Returns Are Derived
1. Simplified example, for illustrative purposes only.
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
Commodity Index Investing
Price
Time to Delivery
Forward
Curve
Second Nearby Contract
First Nearby
Contract
Index investor buys the 2nd nearby contract and holds it until
it becomes the 1st nearby contract. Index investor then sells
the contract and buys the current 2nd nearby contract. This
is called “rolling” the futures position
Rolling Futures in Backwardation¹
The most backwardated contract
potentially gains the most from
rolling up the curve
Price
Futures contracts 1st 2nd Nearby
The contract with the largest
contango potentially suffers the
largest losses when the contracts
roll down the curve
Price
Futures contracts
Rolling Futures in Contango¹
1st 2nd Nearby
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Goldman Sachs Commodity
Enhanced Curve Strategy
Modifying the rolls of the commodity futures
Index Overview
Realized and Backtested Performance
Confidential
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GS Commodity Enhanced Curve Strategy Modifying the roll (1/2)
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
Modifying the Roll
The Benchmark Roll happens at the same
time of the month and with the same
frequency, independently of whether the
roll yield is positive or negative, hence
not accounting for commodity
fundamentals.
Price
Now Future
Enhanced Roll
Benchmark Roll Enhanced Roll
The Enhanced Roll will choose the time
and frequency of the roll according to the
commodities’ fundamentals in order to
achieve the highest roll yield possible
Price
Now Future
Regular Roll
In some commodities, market participants such as producers need to hedge their production
for the coming year. This puts downward pressure on longer dated prices.
The GS Commodity Enhanced Curve Strategy takes advantage of the shape of the curve by
buying the longer dated contract.
Example: Aluminum, Nickel, Zinc
Static Roll
Regular Roll
Enhanced Roll
Now 1 2 3 4
Consumer
Buying
Product
Selling
Price
Months
1
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Some commodities exhibit seasonality due to the seasonality of supply and demand. The
strategy adjusts when the contracts are rolled in order to capture value from the shape of the
forward curves and higher risk reward associated with low inventory levels.
The GS Commodity Enhanced Curve Strategy will apply a seasonal roll (e.g. Natural Gas will
roll from January to January)
Example: Natural Gas, Heating Oil, Corn, Cotton, Coffee
GS Commodity Enhanced Curve Strategy Modifying the roll (2/2)
1. Simplified example, for illustrative purposes only.
Source: Goldman Sachs Securities Division, as of September, 2019. For illustrative purposes only.
The GS Commodity Enhanced Curve Strategy is designed to go long the shorter (longer)
dated contract when its Roll Yield is expected to be greater than that of the longer (shorter)
dated contract.
Example: WTI and Brent
Dynamic Roll 3
Seasonal Roll 2
Natural Gas Forward Curve Price
Time
Backwardation1 Environment Contango1 Environment
LONG the front end
Greater positive Roll Yield
Price
Expiry Expiry
Price
LONG the back end
Smaller negative Roll Yield
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GS Commodity Enhanced Curve Strategy GS Enhanced Commodity Beta
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
Example of Modified Rolls for the Goldman Sachs Enhanced Roll Strategy
2
Seasonal Roll:
Heating Oil
1
Static Roll:
Aluminium
3
Dynamic Roll:
Brent
Benchmark Roll
(BCOM Index)
Goldman Sachs
Enhanced Roll
(ENHG266P Index)
In January and February,
BCOM will buy March’s futures
contract;
In March and April, BCOM will
buy May’s futures contract;
in May and June, BCOM will
buy July’s futures contract;
and so on.
In January, GS Index will buy
July’s futures contract;
In February, GS Index will buy
August’s futures contract;
In March, GS Index will buy
September's futures contract;
and so on.
In January and February,
BCOM will buy March’s futures
contract;
In March and April, BCOM will
buy May’s futures contract;
in May and June, BCOM will
buy July’s futures contract;
and so on.
It will always buy December’s
futures contract, which is the
month where the spot price is
the highest, and benefit from
the difference between the
buying and selling price
Before expiry, it will sell
December’s contract of the
current year and will buy the
one of the following year.
In January and February,
BCOM will buy March’s futures
contract;
In March and April, BCOM will
buy May’s futures contract;
in May and June, BCOM will
buy July’s futures contract;
and so on.
If the curve is in Contango, in
January and February GS
Index will buy September’s
futures contract;
If the curve is in Backwardation,
in January and February GS
Index will buy May’s futures
contract;
and so on.
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GS Commodity Enhanced Curve Strategy Index Overview
Index Sponsor Goldman Sachs International
Calculation Agent Goldman Sachs International
Index Currency USD
Bloomberg Ticker ABGS1099 Index
Launch Date for the long leg 3 March 2009
History Available Since 17 January 1995
Type Excess Return
GS Commodity Enhanced Curve Strategy
The GS Commodity Enhanced Curve Strategy is a long short strategy which:
buys the Goldman Sachs Commodity Enhanced Curve Long Only Strategy (ENHG266P Index),
which applies static, seasonal and dynamic enhanced rolling futures; and
sells the commodity Benchmark Index (BCOM Index)
Source: Goldman Sachs Securities Division, as of September 30, 2019. For illustrative purposes only.
Key Considerations
The benchmark
commodity index
Benchmark Index
(BCOM Index)
GS
Commodity
Enhanced
Curve
Strategy
(ABGS1099
Index)
GS Commodity Enhanced
Curve Long Only Strategy
(ENHG266P Index)
The Index applies
static, seasonal and
dynamic modifications
on the rolls of the
futures contracts
Sell
Buy
It is a fully rules-based strategy with the aim at extracting the alpha generated by the Roll
Enhancements of commodity futures while aiming to neutralize the commodities market beta to
minimize directional exposure.
Both ENHG266P and BCOM indices have
a live track record, as the ENHG266P
index is live since March 2009 with
currently over $2bn AUM.
It has historically exhibited:
Positive Returns
Low Volatility
Low correlation to traditional asset
classes
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GS Commodity Enhanced Curve Strategy Realized and Backtested Performance
GS Securities Division as of September 30, 2019. Data ranging from 3Mar09 to 30Sep19. Performance data is backtested. Performance figures
are gross of transaction costs. Backtesting analysis/simulated results are for illustrative purposes only. GS provides no assurance or guarantee
that the strategy will operate or would have operated in the past in a manner consistent with the above backtesting analysis. Backtested
performance Mai use slightly different data sources, approximation and limited differences in methodology to those prescribed in the strategy
disclosure document. Backtested and/or past performance figures are not a reliable indicator of future result
Realized and Backtested Performance
GS Commodity Enhanced Curve Long Short Strategy (ABGS1099 Index)
Since 03-Mar-2009
(03Mar09 – 30Sep19)
Last 5y
(30Sep14 – 30Sep19)
Last 3y
(30Sep16 – 30Sep19)
Last 1y
(30Sep18 – 30Sep19)
Annualized Return 2.2% 2.8% 2.3% 3.8%
Annualized Volatility 2.2% 2.2% 2.0% 2.8%
Sharpe Ratio 1.01 1.31 1.12 1.34
Max Drawdown -3.5% -1.6% -1.6% -1.2%
Worst Month -1.6% -1.0% -0.5% -0.5%
Best Month 4.3% 4.3% 4.3% 4.3%
Realized and Backtested Monthly Returns
Year Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Return Vol Sharpe
2009 0.9% 1.1% -1.1% 0.2% 0.5% 0.5% -0.3% 0.1% 0.7% -0.7% 1.9% 3.1% 0.75
2010 0.7% 0.1% 1.2% 0.4% 0.2% -0.8% -1.2% 1.4% -0.6% 0.2% 0.2% -0.6% 1.0% 2.3% 0.42
2011 0.5% 1.4% -0.1% 0.2% 0.2% 0.6% 0.0% 0.3% 0.3% 0.0% -0.1% 0.6% 3.9% 1.7% 2.28
2012 0.3% 0.2% 1.2% -0.4% 0.9% -1.6% -1.2% 0.7% 0.3% 0.0% 0.4% 0.8% 1.5% 2.3% 0.65
2013 -0.2% -0.1% -0.3% 0.2% 0.1% -0.3% 0.4% 0.1% 0.3% 0.1% 0.0% -0.4% 0.0% 1.5% Neg.
2014 -1.3% 0.1% 0.4% 0.0% 0.3% 0.6% 0.7% 0.3% 0.1% 0.2% 0.7% 1.6% 3.8% 2.4% 1.59
2015 0.2% -0.2% 0.4% -1.0% -0.1% -0.1% 0.8% -0.2% 0.1% 0.4% 0.8% 0.6% 1.8% 2.3% 0.78
2016 0.6% 1.4% 0.3% -0.5% 0.2% 0.0% 0.9% 0.1% 0.2% 0.2% 0.0% -0.5% 2.7% 2.5% 1.08
2017 1.1% 0.4% 0.0% 0.3% 0.0% 0.0% 0.2% 0.1% 0.4% -0.2% 0.4% -0.2% 2.4% 1.4% 1.73
2018 0.2% 0.6% 0.3% -0.5% 0.0% 0.1% 0.4% 0.3% -0.3% 0.0% -0.5% 4.3% 4.8% 2.5% 1.94
2019 0.0% 0.3% 0.0% 0.0% -0.3% 0.0% 0.1% -0.1% -0.1% 0.0% 1.9% Neg.
95
100
105
110
115
120
125
130
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Goldman Sachs Commodity Enhanced Curve Long Short (ABGS1099 Index)
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Equity Derivatives Structuring
SECURITIES DIVISION – EMEA
Confidential
Appendix
Confidential
Appendix
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Appendix Market Environment Analysis
Backtested 6m Correlation
Percentile Distribution
US Fixed
Income
Percentile
Distribution
US Equity
Percentile
Distribution
Below is a percentile distribution of 21 business day return of the GS Commodity Enhanced Curve Strategy versus (1) US
Fixed Income; and (2) US Equity. It shows the average 21 business day return within each decile of US Fixed Income and
US Fixed Income.
Goldman Sachs Securities Division, as of September 30, 2019. Data ranging from 3Mar09 to 30Sep19. Correlation is calculated on 5b returns.
Backtesting analysis/simulated results are for illustrative purposes only. GS provides no assurance or guarantee that the strategy will operate or
would have operated in the past in a manner consistent with the above backtesting analysis. Backtested and/or past performance figures are
not a reliable indicator of future results. US Equity: S&P 500 TR (SPXT) is a live index published by S&P Dow Jones Indices. US Fixed Income:
Bloomberg Barclays US Treasury 7-10y (LT09TRUU) is a live index published by Bloomberg. Commodities: Bloomberg Commodity Index
(BCOM) is a live index published by Bloomberg. Hedge Funds: HFRX Global Hedge Fund index (HFRXGL) is a live index published by Hedge
Fund Research, Inc. The indices are made Excess Return by subtracting Fed Funds to make it comparable.
(100)%
(75)%
(50)%
(25)%
0%
25%
50%
75%
100%
09 10 11 12 13 14 15 16 17 18 19
6m correlation vs. US Equity
6m Rolling Correlation Average = -6.6%
+/- 1 Standard Deviation Current = 7.0% (100)%
(75)%
(50)%
(25)%
0%
25%
50%
75%
100%
09 10 11 12 13 14 15 16 17 18 19
6m correlation vs. US Fixed Income
6m Rolling Correlation Average = 5.3%
+/- 1 Standard Deviation Current = 8.3%
(100)%
(75)%
(50)%
(25)%
0%
25%
50%
75%
100%
09 10 11 12 13 14 15 16 17 18 19
6m correlation vs. Commodities
6m Rolling Correlation Average = -51.5%
+/- 1 Standard Deviation Current = -47.5%(100)%
(75)%
(50)%
(25)%
0%
25%
50%
75%
100%
09 10 11 12 13 14 15 16 17 18 19
6m correlation vs. Hedge Funds
6m Rolling Correlation Average = -8.8%
+/- 1 Standard Deviation Current = 6.2%
90%-100%80%-90%70%-80%60%-70%50%-60%40%-50%30%-40%20%-30%10%-20%0%-10%
-0.5%
-0.4%
-0.3%
-0.2%
-0.1%
0.0%
0.1%
0.2%
0.3%
0.4%
0.5%
-8%
-6%
-4%
-2%
0%
2%
4%
6%
8%
GS
Co
mm
od
ity S
trate
gy
US
Eq
uit
y
Ações dos Estados Unidos
Goldman Sachs Commodity Enhanced Curve Long Short (ABGS1099 Index)
90%-100%80%-90%70%-80%60%-70%50%-60%40%-50%30%-40%20%-30%10%-20%0%-10%
-0.5%
-0.4%
-0.3%
-0.2%
-0.1%
0.0%
0.1%
0.2%
0.3%
0.4%
0.5%
-8%
-6%
-4%
-2%
0%
2%
4%
6%
8%
GS
Co
mm
od
ity S
trate
gy
US
Fix
ed
In
co
me
Renda Fixa dos Estados Unidos
Goldman Sachs Commodity Enhanced Curve Long Short (ABGS1099 Index)
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Appendix Long & Short Legs - Realized and Backtested Performance
GS Securities Division as of September 30, 2019. Data ranging from 17Jan95 to 30Sep19. Performance data is backtested until 3Mar09,
realized thereafter. Performance figures are gross of transaction costs. Backtesting analysis/simulated results are for illustrative purposes only.
GS provides no assurance or guarantee that the strategy will operate or would have operated in the past in a manner consistent with the above
backtesting analysis. Backtested performance Mai use slightly different data sources, approximation and limited differences in methodology to
those prescribed in the strategy disclosure document. Backtested and/or past performance figures are not a reliable indicator of future result
Realized and Backtested Performance
Full Period
(17Jan95 – 30Aug19)
Live Period
(3Mar09 – 30Aug19)
In USD
GS Commodity Enhanced
Curve Long Only
(ENHG266P Index)
Bloomberg
Commodity Index
(BCOM Index)
GS Commodity Enhanced
Curve Long Only
(ENHG266P Index)
Bloomberg
Commodity Index
(BCOM Index)
Annualized Return 3.2% -0.9% -0.3% -2.6%
Annualized Volatility 13.7% 15.2% 13.6% 14.7%
Sharpe Ratio 0.23 -0.06 -0.02 -0.18
Max Drawdown -61.4% -69.4% -53.8% -58.5%
Worst Month -20.4% -21.3% -14.4% -14.7%
Best Month 12.1% 13.0% 11.9% 13.0%
50
100
150
200
250
300
350
400
450
500
550
95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19
Live Period
Goldman Sachs Commodity Enhanced Curve Long Only (ENHG266P Index)
Bloomberg Commodity Index (BCOM Index)
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Appendix Rolling Schedule
Roll out contracts at period begin (exception: Crude oil, see ** note below)
* Denotes expiration in the following year
** Shorter Dated Contract/Longer Dated Contract. Denotes the Roll in contracts.
Source: Goldman Sachs Securities Division, as of September 30, 2019. The table indicates the contract expirations out of which both the
Bloomberg Commodity Index and the Modified Strategy D266 on the Bloomberg Commodity Index rolls during the roll period related to the
indicated month starting with January.
GS Commodity Enhanced Curve Long Only Strategy (ENHG266P Index)
Commodity Lead Future
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Static
Soybean Oil Mar Mar May May Jul Jul Dec Dec Dec Dec Jan* Jan*
Kansas Wheat Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Soybean Meal Mar Mar May May Jul Jul Dec Dec Dec Dec Jan* Jan*
Gasoil Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Gasoline Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Copper (COMEX) Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Aluminium Jul Aug Sep Oct Nov Dec Jan* Feb* Mar* Apr* May* Jun*
Nickel Jul Aug Sep Oct Nov Dec Jan* Feb* Mar* Apr* May* Jun*
Zinc Jul Aug Sep Oct Nov Dec Jan* Feb* Mar* Apr* May* Jun*
Gold Feb Apr Apr Jun Jun Aug Aug Dec Dec Dec Dec Feb*
Silver Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Seasonal
Corn Jul Jul Jul Jul Jul Jul* Jul* Jul* Jul* Jul* Jul* Jul*
Cotton Jul Jul Jul Jul Jul Jul Jul* Jul* Jul* Jul* Jul* Jul*
Coffee May May May May May* May* May* May* May* May* May* May*
Soybeans Jul Jul Jul Jul Jul Jul Jan* Jan* Jan* Jan* Jan* Jan*
Sugar Mar Mar Mar* Mar* Mar* Mar* Mar* Mar* Mar* Mar* Mar* Mar*
Wheat Sep Sep Sep Sep Sep Sep Sep Sep Dec Dec Dec Sep*
Heating Oil Dec Dec Dec Dec Dec Dec Dec Dec Dec Dec Dec Dec*
Natural Gas Jan* Jan* Jan* Jan* Jan* Jan* Jan* Jan* Jan* Jan* Jan* Jan*
Live Cattle Apr Apr Apr Oct Oct Oct Oct Oct Oct Apr* Apr* Apr*
Lean Hogs Apr Apr Apr Aug Aug Aug Aug Apr* Apr* Apr* Apr* Apr*
Dynamic Brent** May/Sep May/Sep Jul/Nov Jul/Nov Sep/Jan* Sep/Jan* Nov/Mar* Nov/Mar* Jan*/May* Jan*/May* Mar*/Jul* Mar*/Jul*
WTI** Mar/Jul May/Sep May/Sep Jul/Nov Jul/Nov Sep/Jan* Sep/Jan* Nov/Mar* Nov/Mar* Jan*/May* Jan*/May* Mar*/Jul*
Benchmark Index (BCOM Index)
Commodity Lead Future
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Soybean Oil Mar Mar May May Jul Jul Dec Dec Dec Dec Jan* Jan*
Kansas Wheat Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Soybean Meal Mar Mar May May Jul Jul Dec Dec Dec Dec Jan* Jan*
Gasoil Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Gasoline Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Copper (COMEX) Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Aluminium Mar Mar May May Jul Jul Sep Sep Dec Dec Jan* Jan*
Nickel Mar Mar May May Jul Jul Sep Sep Dec Dec Jan* Jan*
Zinc Mar Mar May May Jul Jul Sep Sep Dec Dec Jan* Jan*
Gold Feb Apr Apr Jun Jun Aug Aug Dec Dec Dec Dec Feb*
Silver Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Corn Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Cotton Mar Mar May May Jul Jul Dec Dec Dec Dec Dec Mar*
Coffee Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Soybeans Mar Mar May May Jul Jul Nov Nov Nov Nov Jan* Jan*
Sugar Mar Mar May May Jul Jul Oct Oct Oct Mar* Mar* Mar*
Wheat Mar Mar May May Jul Jul Sep Sep Dec Dec Dec Mar*
Heating Oil Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Natural Gas Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
Live Cattle Feb Apr Apr Jun Jun Aug Aug Oct Oct Dec Dec Feb*
Lean Hogs Feb Apr Apr Jun Jun Jul Aug Oct Oct Dec Dec Feb*
Brent Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan* Mar*
WTI Mar Mar May May Jul Jul Sep Sep Nov Nov Jan* Jan*
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Appendix
Confidential
Disclaimer
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Disclaimer
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Disclaimer
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Confidential
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Equity Derivatives Structuring
SECURITIES DIVISION - EMEA
Equity Derivatives Structuring
SECURITIES DIVISION – EMEA
Equity Derivatives Structuring
SECURITIES DIVISION