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                                    Risk.net February 2017

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Axpo - commodity risk management & trading REPRINTED FROM
Commitment wins out
     Energy Risk’s latest commodity rankings show that committed dealers, such as Societe Generale and UBS, have reaped the benefits
     of increased interest in hedging and investing. By Pauline McCallion

    W
                         hile 2016 saw many corporate                                                            over the course of last year as a result.
                         players re-engage with price                                                              “With very low prices, many industrials and
                         risk management, increased                                                              other big companies decided to hedge power
                         interest from investors also                                                            forwards medium to long term and, on the
    bolstered business for the top-ranked organisa-                                                              other side, when we had a period in which
    tions in the latest Energy Risk commodity                                                                    power prices went up again, producers were
    rankings. As the industry settled following                                                                  then very interested in hedging. So this gave us
    several years of headline-grabbing exits by major                                                            opportunities on the demand side and on the
    participants, those that remained have reaped                                                                production side,” De Luca says.
    the benefits of the surge in trading activity across
    the global commodities markets.                                                                              The return of investor interest
       Commodity producers in particular were                                                                    In addition to demand from physical market
    reminded of the importance of price risk                                                                     participants, investor interest also played a part
    management in 2016, according to François              “With very low prices, many                           in driving commodity market activity, particu-
    Combes, deputy global head of commodities              industrials and other big companies                   larly in the first half of 2016. In relation to
    markets and global head of metals markets at           decided to hedge power forwards                       industrial commodities, Robin Bhar, metals
    Societe Generale. This resulted in increased                                                                 analyst at Societe Generale, attributes this to
    demand for hedging tools among participants in
                                                           medium to long term and, on the                       China’s rebound and hopes for a stronger US
    markets such as metals, he says: “2016 was the         other side, when we had a period                      economy under president Donald Trump,
    comeback year for producer hedging business as         in which power prices went up                         combined with significant cutbacks in supply.
    a consequence of prices reaching levels that are       again, producers were then very                          “In the year through to October 2016, we saw
    above production costs, but also following on                                                                around $65 billion return to the commodities
    from a period where prices were generally low,
                                                           interested in hedging. So this gave                   markets after four years of constant outflows
    forcing some producers to shut down mines or           us opportunities on the demand                        – this was investment money on the long-only
    sell assets.”                                          side and on the production side”                      side in various commodity products, as well as
       The jolt of falling prices in recent years          Domenico De Luca, Axpo                                long/short exposure in other commodity
    prompted many producers to refocus on                                                                        derivatives. That was a key feature of the markets
    managing price risk, even in 2016 as prices            much more serious and rigorous approach to            in 2016,” Bhar says.
    started to rise again. In the oil market, for          risk management [after that],” Whitehead says,           But the reduction or exit from commodities
    example, the price of West Texas Intermediate          pointing out that this was not just the case in the   by numerous banks in recent years – including
    (WTI) reached peaks of more than $100/barrel           oil sector, but across the board in commodities.      Deutsche Bank, Morgan Stanley, JP Morgan and
    in 2013 and 2014, but had halved by 2015.                 Significant volatility in the European power       Barclays – means these investors have returned
       “One of the problems [the market] had back          markets also lead to greater volumes for dealers      to a smaller group of liquidity providers. While
    in 2013 and the first half of 2014 was that            in 2016. Consumers tried to lock in lower prices      UBS exited the commodities business in 2012, it
    producers had become a little bit too relaxed          in the early part of the year, according to Axpo      held onto its long-running precious metals
    about risk management. When oil is at $100/            Group head of trading and sales Domenico De           business and has continued to serve clients in
    barrel, [producers are] making a huge fortune          Luca, while producers started to hedge as prices      these markets without interruption.
    and if it drops to $90, they make slightly less of     went up towards the end of the year in response          “In 2015, a lot of banks eliminated or
    a fortune, but they are still making a fortune,”       to nuclear power plant outages and maintenance        reduced their precious metals arms, while 2016
    says Societe Generale’s global head of commodi-        schedules in France and Germany respectively.         saw a major return of client interest, particularly
    ties markets, Jonathan Whitehead.                      The Swiss power market dealer, which was              in gold and particularly in the first six months of
       Falling prices led many producers to reassess       ranked number one in the European power               the year. But this wasn’t across the entire client
    their risk management strategies. “In 2016, we         markets in the 2017 Energy Risk commodity             spectrum, it was far more focused on the
    started to see a lot of defaults amongst the           rankings, saw increased demand for hedging            investor side of the gold market,” confirms Edel
    producer community... So we definitely saw a           tools from both power producers and consumers         Tully, London-based global head of precious

2                risk.net February 2017
metals sales at UBS, which was ranked number                                                                                     many banks, too much supply,” says Societe
one for precious metals and number two for best                                                                                  Generale’s Whitehead.
overall dealer in this year’s poll.                                                                                                 While newer players, such as Chinese banks,
   Tully links the success of UBS in the latest                                                                                  have gradually entered the market in recent
rankings to its continued commitment to the                                                                                      years, he does not predict a wholesale return by
market. The dealer’s precious metals business                                                                                    western banks. And while these new players
model is also particularly well suited to adapting                                                                               tend to have an established commodity finance
to swings between the various pockets of                                                                                         business, they are generally “playing catchup”
demand in the market, she adds.                                                                                                  when it comes to derivatives, Whitehead argues.
   “You have to be able to tweak your business                                                                                   As a result, while liquidity is high at the short
model to adapt to such market changes and,                                                                                       end of the commodity markets, in plain vanilla
with a relatively broad-based model like ours, we                                                                                transactions, he believes fewer dealers can satisfy
have the resources to be able to do that                                                                                         the demand for more complex transactions.
appropriately,” Tully says.                                                                                                         “If an airline wants to hedge summer 2017, a
   “We probably have a smaller team than other
                                                                 “The players that remained through                              significant number of banks are willing to
banks, but because we have that specialist                       the cycle are now more important                                provide that – it’s easy to do. But if a client
knowledge due to our long history in the                         and command a higher recognition                                wants a five-year natural gas options structure,
market, we have clients across the spectrum and                  than before, when the market was                                not as many banks are capable of offering that
in every region. While our US client base is very                                                                                any more,” he explains.
much geared towards institutional investor
                                                                 oversupplied”                                                      Certainly, the rankings support the argument
clients, Asia-Pacific is more centred on the                     François Combes, Societe Generale                               that the dealers and brokers that have shown an
physical markets, particularly China,” she tells                                                                                 unwavering commitment to the commodities
Energy Risk.                                                     Increased complexity                                            market through boom, bust and everything in
   Societe Generale’s Combes agrees that, while                  Market participants say these demand trends                     between continue to be the most highly rated by
the market changed, work came back to those                      have lead to a steady flow of business, rather                  market participants.
that remained committed to commodities once                      than the avalanche seen in previous upcycles,                      “UBS has been in precious metals for close to
demand from hedgers and investors increased in                   which only encouraged an oversupply of                          a century, and so that is one thing that separates
2016: “The players that remained through the                     liquidity providers in some markets. As such,                   us from the crowd: our commitment to this
cycle are now more important and command a                       those organisations that exited commodities                     market,” says Tully. And as the top dealer in the
higher recognition than before, when the market                  before 2016 are generally viewed as unlikely to                 2017 Energy Risk commodity rankings celebrates
was oversupplied. Liquidity was definitely lower                 return, at least not with the same intensity.                   30 years in the commodities business this year,
in precious metals options, and therefore... there                  “The retrenchment that took place in 2013                    Societe Generale’s Whitehead agrees that
was an increased reliance on a smaller number of                 and 2014 [reduced] the excess supply that                       maintaining this level of commitment is the key
providers to offer that service.”                                existed in this business. There were simply too                 to success in the global market. ■

   How the poll was conducted

   Between November 1 and December 16, 2016, re-                  any market. Instead, respondents vote according to a          if they do not trade in the market in which they have
   spondents to the Energy Risk commodity rankings sur-           range of criteria including reliability, pricing, liquidity   cast a vote. In addition, categories that do not attract
   vey were asked to vote for their top three dealers and         provision and speed of execution.                             enough votes are excluded from the final results.
   brokers in any markets in which they had been active               The rankings are also not designed to present the
   over the previous year.                                        views of a representative share of the commodity              The methodology
      The traders that participated were mostly concen-           trading community, since the poll is open to any mar-         In order to create the final list of rankings, Energy Risk
   trated in the precious metals (26.8%) and natural              ket participants, and the results could be influenced         aggregates the results, weighting them by awarding
   gas (26.1%) markets, as well as crude oil (23.3%),             by the efforts of dealers and brokers to canvass their        three points for first-place entrants, two points for
   refined products (23.1%), base metals (21.9%) and              clients for votes.                                            second place and one point for third. The top firms in
   power (20.5%). A number of other categories were                   However, the Energy Risk team makes every effort          each market are then listed according to the percent-
   also included in the poll, such as coal, freight, iron ore,    to ensure that invalid votes are excluded from the fi-        age of votes they have accrued, with the winners in
   emissions and soft commodities.                                nal results. This includes instances where the same IP        each category based on the total percentage of votes
      The rankings poll is designed to reflect market             address is used to cast multiple votes, when groups of        per firm.
   participants’ perception of a dealer or broker based           employees from the same desk vote for the same firm,             The overall rankings (Best overall dealer and Best
   on the overall quality of service they offer their cli-        or when one voter chooses the same firm indiscrimi-           overall broker) are calculated by aggregating the
   ents. It does not take into account volumes traded in          nately throughout the poll. Voters are also excluded          votes cast in the individual categories.

                                                                                                                                                                      risk.net               3
Best overall dealer                              Best overall broker
    2017   2016	Dealer                               2017   2016   Broker
    1      1     Societe Generale                    1      3      Tullett Prebon
    2      –     UBS                                 2      2      Tradition
    3      5     JP Morgan                           3      4      GFI Group
    4      3=    BNP Paribas                         4      1      Icap
    5      2     Bank of America Merrill Lynch       5      8      Marex Spectron
    6      3=    Goldman Sachs                       6      6      Starsupply Commodity Brokers
    7      10    Engie Global Markets                7      –      Greenea
    8      –         Axpo Group                      8      9      PVM
    9      6         Citi                            9      7      BGC Partners
    10     –         TD Securities                   10     –      Freight Information Service

    Energy ­– dealers                                Energy ­– brokers
    2017   2016	Dealer                               2017   2016   Broker
    1      1     Societe Generale                    1      4      Tullett Prebon
    2      6     Engie Global Markets                2      2      Tradition
    3      4=    BNP Paribas                         3      1      Icap
    4      –         Axpo Group                      4      3      GFI Group
    5      4=        Goldman Sachs                   5      6      Starsupply Commodity Brokers
    6      9         JP Morgan                       6      8      Marex Spectron
    7      2         Bank of America Merrill Lynch   7      –      Greenea
    8      8         EDF Energy                      8      7      PVM
    9      10        Morgan Stanley                  9      –      Griffin Markets
    10     7         Citi                            10     9      BGC Partners

    Oil and products – dealers                       Oil and products – brokers
    2017   2016	Dealer                               2017   2016   Broker
    1      1     Societe Generale                    1      1      PVM
    2      6     JP Morgan                           2      4      Tradition
    3      3     Goldman Sachs                       3      3      Tullett Prebon
    4      4     BNP Paribas                         4      6      BGC Partners
    5      2     Bank of America Merrill Lynch       5      –      Ginga Petroleum
    6      7     Morgan Stanley                      6      –      Oil Brokerage
    7      5     Citi                                7      –      LCM Commodities
    8      8     BP                                  8      9      Marex Spectron
    9      –     Engie Global Markets                9      2      Icap
    10     –     UBS                                 10     –      Freight Information Service

    Natural gas – dealers                            Natural gas – brokers
    2017   2016	Dealer                               2017   2016   Broker
    1      1     Societe Generale                    1      2      Tradition
    2      4     Engie Global Markets                2      1      Icap
    3      5     BNP Paribas                         3=     3      GFI Group
    4      3         Axpo Group                      3=     5      Tullett Prebon
    5      2         BP                              5      –      Marex Spectron
    6      9=        Goldman Sachs
    7      –         JP Morgan
    8      –         Gazprom Energy
    9      7         EDF Energy
    10     6         Bank of America Merrill Lynch

4           risk.net February 2017
Power – European market dealers        Power – European market brokers
2017   2016	Dealer                     2017   2016   Broker
1      1        Axpo Group             1      4      Tullett Prebon
2      3        EDF Energy             2      3      Icap
3      2        Engie Global Markets   3      2      GFI Group
4      9        GEN-I                  4      1      Tradition
5      8        Alpiq                  5      5      Marex Spectron
6      6        RWE Group
7      4        Enel
8      –        Societe Generale
9      –        Edison Power Group
10     –        Goldman Sachs

Precious metals – dealers              Precious metals – brokers
2017   2016	Dealer                     2017   2016   Broker
1      1     UBS                       1      6      GFI Group
2      2     Societe Generale          2      4      Tradition
3      3     JP Morgan                 3      1      Icap
4      –     TD Securities             4      –      Phoenix
5      5     HSBC                      5      –      Premex
6      4     Credit Suisse             6      –      Mint Partners
7      –     Scotiabank                7      2      BGC Partners
8=     –     BNP Paribas               8      9      Sunrise Brokers
8=     6     Citi                      9=     –      Scotiabank
10     –     Morgan Stanley            9=     –      Amalgamated Metal Trading
                                       10     5      INTL FC Stone

Base metals – dealers/brokers          Research – overall
2017   2016	Dealer/broker              2017   2016   Institution
1      1     Societe Generale          1      1      Societe Generale
2      3     JP Morgan                 2      7      Macquarie Group
3      4     BNP Paribas               3      10     JP Morgan
4      8=    INTL FC Stone             4      4      Goldman Sachs
5      5     Goldman Sachs             5      –      INTL FC Stone
6      8=    Marex Spectron            6      5      Citi
7      7     Citi                      7      6      BNP Paribas
8      6     Macquarie Group           8      2=     Bank of America Merrill Lynch
9      –     TD Securities             9      –      Standard Chartered
10     –     Triland Metals            10     –      Marex Spectron

                                                                                     risk.net   5
Oil – North America
    WTI – dealers                                WTI – brokers
    2017   2016	Dealer                           2017   2016     Broker
    1      1     Societe Generale                1      3        PVM
    2      4     JP Morgan                       2      –        Marex Spectron
    3      2     Bank of America Merrill Lynch   3=     2        BGC Partners
                                                 3=     –        Tradition

    Other North American crudes – dealers        Refined products – dealers
    2017   2016	Dealer                           2017   2016     Broker
    1      3     Goldman Sachs                   1      1        Societe Generale
    2      4     Societe Generale                2      5        JP Morgan
    3      5     BP                              3      3=       Goldman Sachs

    Oil – Europe
    Brent – dealers                              Brent – brokers
    2017   2016	Dealer                           2017   2016     Broker
    1      2     BNP Paribas                     1      1        PVM
    2      1     Societe Generale                2      3        Tullett Prebon
    3      –     JP Morgan                       3      –        BGC Partners

    Refined products – dealers                   Refined products – brokers
    2017   2016	Dealer                           2017   2016     Broker
    1      1     Societe Generale                1      1        PVM
    2      2     BNP Paribas                     2      2        Tullett Prebon
    3=     5     Goldman Sachs                   3      –        Tradition
    3=     4     Morgan Stanley

    Oil – Rest of World
    Crudes – dealers                             Crudes – brokers
    2017   2016	Dealer                           2017   2016     Broker
    1      –     Societe Generale                1      –        PVM
    2      –     JP Morgan                       2      –        Tradition
    3      –     Goldman Sachs                   3      –        Tullett Prebon

    Refined products – dealers                   Refined products – brokers
    2017   2016	Dealer                           2017   2016     Broker
    1      –     Societe Generale                1      –        Ginga Petroleum
    2=     –     BNP Paribas                     2      –        Oil Brokerage
    2=     –     JP Morgan                       3      –        BGC Partners

6           risk.net February 2017
Biofuels
Biofuels – dealers                           Biofuels – brokers
2017   2016	Dealer                           2017   2016     Broker
1      2     Gunvor                          1      1        Starsupply Commodity Brokers
2      1     Cargill                         2      2        Greenea
3=     –     Starsupply Commodity Brokers    3      –        STX Commodities
3=     –     Saipol
3=     5     ADM

Natural gas – North America
Henry Hub – dealers                          Henry Hub – brokers
2017   2016	Dealer                           2017   2016     Broker
1      3     Bank of America Merrill Lynch   1      3        Amerex Brokers
2      2     Societe Generale                2=     2        Icap
3      5=    JP Morgan                       2=     –        Tradition

Eastern US & Canada natural gas – dealers    Eastern US & Canada natural gas – brokers
2017   2016	Dealer                           2017   2016     Broker
1      1     BP                              1=     –        Icap
2      2     Societe Generale                1=     3        Tullett Prebon
3      5     BNP Paribas                     3      –        GFI Group

Western US & Canada natural gas – dealers    Western US & Canada natural gas – brokers
2017   2016	Dealer                           2017   2016     Broker
1      4     Societe Generale                1      2        Amerex Brokers
2      1     BP                              2      3        Icap
3      –     Morgan Stanley                  3      –        Tullett Prebon

                                                                                       risk.net   7
Natural gas – Europe
    NBP (UK) – dealers                       NBP (UK) – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1=     2     Engie Global Markets        1      –         Marex Spectron
    1=     5     BNP Paribas                 2      1         Tullett Prebon
    3      4     Goldman Sachs               3      3         GFI Group

    TTF (Netherlands) – dealers              TTF (Netherlands) – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1      2     Engie Global Markets        1      –         Tradition
    2      1     Societe Generale            2      2         GFI Group
    3      4     BNP Paribas                 3      1         Icap

    Other European hubs – dealers            Other European hubs – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1      –     Engie Global Markets        1      –         Tradition
    2      –     Societe Generale            2      –         Icap
    3      –         Axpo Group              3      –         GFI Group

    Power – Europe
    UK – dealers                             UK – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1      1     EDF Energy                  1      –         Tullett Prebon
    2      2     Engie Global Markets        2      1         Icap
    3      –     SSE Energy Supply Limited   3      3         GFI Group

    Germany – dealers                        Germany – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1      1         Axpo Group              1      –         Tullett Prebon
    2      3=        EDF Energy              2      2         Tradition
    3      2         RWE Group               3      1         GFI Group

    France – dealers		                       France – brokers
    2017   2016	Dealer                       2017   2016      Broker
    1      1     EDF Energy                  1      –         Tullett Prebon
    2      2     Engie Global Markets        2      1         GFI Group
    3      3         Axpo Group              3      –         Marex Spectron

8           risk.net February 2017
Power – Europe continued
Italy – dealers                              Italy – brokers
2017   2016	Dealer                           2017   2016       Broker
1      2     Enel                            1      –          Tullett Prebon
2      1          Axpo Group                 2      1          Tradition
3=     3          Edison Power Group         3      3          Icap
3=     5          Engie Global Markets

Netherlands – dealers                        Netherlands – brokers
2017   2016	Dealer                           2017   2016       Broker
1      1          Axpo Group                 1      –          Tullett Prebon
2=     4          E.on Energy                2      –          Icap
2=     2          Engie Global Markets       3      –          GFI Group
2=     3          RWE Group

Belgium – dealers                            Belgium – brokers
2017   2016	Dealer                           2017   2016       Broker
1      1          Axpo Group                 1      –          Tullett Prebon
2      2          Engie Global Markets       2      –          GFI Group
3      3          EDF Energy                 3      –          Icap

Spain – dealers		                            Spain – brokers
2017   2016	Dealer                           2017   2016       Broker
1      1          Axpo Group                 1      2          Tullett Prebon
2      2          Endesa                     2      1          ICAP
3      4          Engie Global Markets       3      –          Grupo CIMD

Eastern Europe – dealers                     Eastern Europe – brokers
2017   2016	Dealer                           2017   2016       Broker
1      2     GEN-I                           1      1          Tradition
2      –     Engie Global Markets            2      –          Tullett Prebon
3      –     EDF Energy                      3      2=         GFI Group

Coal
Coal – dealers                               Coal – brokers
2017   2016	Dealer                           2017   2016       Broker
1      3     Bank of America Merrill Lynch   1      1          GFI Group
2=     1     BNP Paribas                     2      –          Tullett Prebon
2=     –     Goldman Sachs                   3      2          Icap

                                                                                risk.net   9
Weather
     Weather – dealers
     2017   2016	Dealer
     1      1     Endurance Re
     2      3     Swiss Re
     3      –     BNP Paribas

     Freight
     Freight – dealers                            Freight – brokers
     2017   2016	Dealer                           2017   2016     Broker
     1      1     Bank of America Merrill Lynch   1      –        Freight Investor Services
     2      3=    Citi                            2      1        Clarksons
     3      –     Goldman Sachs                   3      3=       SSY Futures

     Emissions
     Emissions – dealers                          Emissions – brokers
     2017   2016	Dealer                           2017   2016     Broker
     1      1     CF Partners                     1      1        Evolution Markets
     2      3     Vertis                          2      2        Tradition
     3      4     Commerzbank                     3      –        PVM

     Soft commodities
     Soft commodities – dealers                   Soft commodities – brokers
     2017   2016	Dealer                           2017   2016     Broker
     1      1     Societe Generale                1      –        Newedge
     2      3     JP Morgan                       2      1        INTL FC Stone
     3      5     Bank of America Merrill Lynch   3=     3        Marex Spectron
                                                  3=     –        Volcap Trading

10           risk.net February 2017
Precious metals
Gold – dealers                                 Gold – brokers
2017     2016	Dealer                           2017   2016        Broker
1        1     UBS                             1      –           GFI Group
2        2     Societe Generale                2      2           Tradition
3        3     JP Morgan                       3      1           Icap

Silver – dealers                               Silver – brokers
2017     2016	Dealer                           2017   2016        Broker
1        1     UBS                             1      –           GFI Group
2        2     Societe Generale                2      3           Tradition
3        4     JP Morgan                       3=     1           Icap
                                               3=     –           Premex

Platinum and palladium – dealers               Platinum and palladium – brokers
2017     2016	Dealer                           2017   2016        Broker
1        1     UBS                             1      –           GFI Group
2        2     Societe Generale                2=     –           Premex
3        3     JP Morgan                       2=     –           Tradition

Iron ore
Iron ore – dealers                             Iron ore – brokers
2017     2016	Dealer                           2017   2016        Broker
1        –     Bank of America Merrill Lynch   1      –           Freight Investor Services
2        1     Goldman Sachs                   2      1           GFI Group
3        4=    Citi                            3      –           SSY Futures

Base metals
Copper                                         Aluminium
2017     2016	Dealer/broker                    2017   2016	Dealer/broker
1        1     Societe Generale                1      1     Societe Generale
2        4     JP Morgan                       2      3     JP Morgan
3        –     BNP Paribas                     3      4     BNP Paribas

Nickel
2017     2016	Dealer/broker                    Zinc
1        1     Societe Generale                2017   2016	Dealer/broker
2        4=    JP Morgan                       1      1     Societe Generale
3        4=    Goldman Sachs                   2      4     JP Morgan
                                               3      –     INTL FC Stone

Lead                                           Tin
2017     2016	Dealer/broker                    2017   2016	Dealer/broker
1        1     Societe Generale                1      1     Societe Generale
2        5=    JP Morgan                       2      –     JP Morgan
3        3     BNP Paribas                     3      –     INTL FC Stone

                                                                                              risk.net   11
Research
     Research in North American oil and products   Research in European oil and products
     2017   2016		                                 2017   2016
     1      1    Societe Generale                  1      1    Societe Generale
     2      2=   Goldman Sachs                     2      2    Goldman Sachs
     3      2=   Bank of America Merrill Lynch     3      –    BNP Paribas

     Research in biofuels                          Research in North American natural gas
     2017   2016		                                 2017   2016
     1      1    Prima Markets                     1      1    Societe Generale
     2      2    Greenea                           2      5=   JP Morgan
     3      –    Argus Media                       3      2    Bank of America Merrill Lynch

     Research in European natural gas              Research in European power
     2017   2016		                                 2017   2016
     1      1    Societe Generale                  1      1    Societe Generale
     2      2    Engie Global Markets              2      2         Axpo Group
     3=     4           Axpo Group                 3      3        Engie Global Markets
     3=     3           Goldman Sachs

     Research in coal                              Research in freight
     2017   2016		                                 2017   2016
     1      1    Societe Generale                  1      –    Clarksons
     2      3    Macquarie Group                   2      –    Bank of America Merrill Lynch
     3      –    Citi                              3      –    SSY Futures

     Research in emissions                         Research in soft commodities
     2017   2016		                                 2017   2016
     1      5    Vertis                            1      1    Societe Generale
     2      1    Societe Generale                  2      –    JP Morgan
     3      –    CF Partners                       3=     –    Citi
                                                   3=     –    Rabobank

     Research in precious metals                   Research in iron ore
     2017   2016		                                 2017   2016
     1      1    UBS                               1      –    Goldman Sachs
     2      2    Societe Generale                  2      –    Macquarie Group
     3      –    TD Securities                     3=     –    Bank of America Merrill Lynch
                                                   3=     –    Citi

     Research in base metals
     2017   2016
     1      1    Societe Generale
     2      3    Macquarie Group
     3      –    JP Morgan

12           risk.net February 2017
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