Corn

Highlights US labor-market disappointments notwithstanding, the global recovery being propelled by real GDP growth in the world's major economies is on track to be the strongest in 80 years. This growth will fuel commodity demand, which increasingly confronts tighter supply.  Higher commodity prices will ensue, and feed through to realized and expected inflation.  Manufacturers will continue to see higher input and output prices. Our modeling suggests the USD will weaken to end-2023; however, most of the move already has occurred.  Real US rates will remain subdued, as the Fed looks through PCE inflation rates above its 2% target and continues to focus on its full-employment mandate (Chart of the Week). Given these supportive inflation fundamentals, we remain long gold with a price target of $2,000/oz for this year.  We are upgrading silver to a strategic position, expecting a $30/oz price by year-end.  We remain long the S&P GSCI Dynamic Roll Index ETF (COMT) and the S&P GSCI, expecting tight supply-demand balances to steepen backwardations in forward curves, and long the Global Metals & Mining Producers ETF (PICK). Global economic policy uncertainty will remain elevated until broader vaccine distributions reduce lockdown risks. Feature The recovery of the global economy catalyzed by massive monetary accommodation and fiscal stimulus is on track to be the strongest in the past 80 years, according to the World Bank.1 The Bank revised its growth expectation for real GDP this year sharply higher – to 5.6% from its January estimate of 4.1%. For 2022, the rate of global real GDP growth is expected to slow to 4.3%, which is still significantly higher than the average 3% growth of 2018-19. DM economies are expected to grow at a 4% rate this year – double the average 2018-19 rate – while EM growth is expected to come in at 6% this year vs a 4.2% average for 2018-19. The big drivers of growth this year will be China, where the Bank expects an unleashing of pent-up demand to push real GDP up by 8.5%, and the US, where massive fiscal and monetary support will lift real GDP 6.8%. The Bank expects other DM economies will contribute to this growth, as well. Growth in EM economies will be supported by stronger demand and higher commodity prices, in the Bank's forecast. Commodity demand is recovering faster than commodity supply in the wake of this big-economy GDP recovery. As a result, manufacturers globally are seeing significant increases in input and output prices (Chart 2). Chart of the WeekUS Real Rates Continue To Languish Gold, Silver, Indexes Favored As Inflation Looms Gold, Silver, Indexes Favored As Inflation Looms Chart 2Global Manufacturers' Prices Moving Higher Gold, Silver, Indexes Favored As Inflation Looms Gold, Silver, Indexes Favored As Inflation Looms These price increases at the manufacturing level reflect the higher-price environment in global commodity markets, particularly in industrial commodities – i.e., bulks like iron ore and steel; base metals like copper and aluminum; and oil prices, which touch most processes involved in getting materials out of the ground and into factories before they make their way to consumers, who then drive to stores to pick up goods or have them delivered. Chart 3Commodity Price Increases Reflected in CPI Inflation Expectations Commodity Price Increases Reflected in CPI Inflation Expectations Commodity Price Increases Reflected in CPI Inflation Expectations These price pressures are being picked up in 5y5y CPI swaps markets, which are cointegrated with commodity prices (Chart 3). This also is showing up in shorter-tenor inflation gauges – monthly CPI and 2y CPI swaps. Oil prices, in particular, will be critical to the evolution of 5-year/5-year (5y5y) CPI swap rates, which are closely followed by fixed-income markets (Chart 4). Chart 4Oil Prices Are Key To 5Y5Y CPI Swap Rates Oil Prices Are Key To 5Y5Y CPI Swap Rates Oil Prices Are Key To 5Y5Y CPI Swap Rates Higher Gold Prices Expected CPI inflation expectations drive 5-year and 10-year real rates, which are important explanatory variables for gold prices (Chart 5).2 In addition, the massive monetary and fiscal policy out of the US also is driving expectations for a lower USD: Currency debasement fears are higher than they otherwise would be, given all the liquidity and stimulus sloshing around global markets, which also is bullish for gold (Chart 6). Chart 5Weaker Real Rates Bullish For Gold Weaker Real Rates Bullish For Gold Weaker Real Rates Bullish For Gold Chart 6Weaker USD Supports Gold Weaker USD Supports Gold Weaker USD Supports Gold All of these effects, particularly the inflationary impacts, are summarized in our fair-value gold model (Chart 7). At the beginning of 2021, our fair-value gold model indicated price would be closer to $2,005/oz, which was well above the actual gold price in January. Gold prices have remained below the fair value model since the beginning of 2021. The model explains gold prices using real rates, TWIB, US CPI and global economic policy uncertainty. Based on our modeling, we expect these variables to continue to be supportive of gold, bolstering our view the yellow metal will reach $2000/ oz this year. Unlike industrial commodities, gold prices are sensitive to speculative positioning and technical indicators. Our gold composite indicator shows that gold prices may be reflecting bullish sentiment. This sentiment likely reflects increasing inflation expectations, which we use as an explanatory variable for gold prices. The fact that gold is moving higher on sentiment is corroborated by the latest data point from Marketvane’s gold bullish consensus, which reported 72% of the traders expect prices to rise further (Chart 8). Chart 7BCAs Gold Fair-Value Model Supports 00/oz View BCAs Gold Fair-Value Model Supports $2000/oz View BCAs Gold Fair-Value Model Supports $2000/oz View Chart 8Sentiment Supports Oil Prices Sentiment Supports Oil Prices Sentiment Supports Oil Prices Investment Implications The massive monetary and fiscal stimulus that saw the global economy through the worst of the economic devastation of the COVID-19 pandemic is now bubbling through the real economy, and will, if the World Bank's assessment proves out, result in the strongest real GDP growth in 80 years. Liquidity remains abundant and interest rates – real and nominal – remain low. In its latest Global Economic Prospects, the Bank notes, " The literature generally suggests that monetary easing, both conventional and unconventional, typically boosts aggregate demand and inflation with a lag of 1-3 years …" The evidence for this is stronger for DM economies than EM; however, as the experience in China shows, scale matters. If the Bank's assessment is correct, the inflationary impulse from this stimulus should be apparent now – and it is – and will endure for another year or two. This stimulus has catalyzed organic growth and will continue to do so for years, particularly in economies pouring massive resources into renewable-energy generation and the infrastructure required to support it, a topic we have been writing about for some time.3 We remain long gold with a price target of $2,000/oz for this year. We are long silver on a tactical basis, but given our growth expectations, are upgrading this to a strategic position, expecting a $30/oz price by year-end. As we have noted in the past, silver is sensitive to all of the financial factors we consider when assessing gold markets, and it has a strong industrial component that accounts for more than half of its demand.4 Supportive fundamentals remain in place, with total supply (mine output and recycling) falling, demand rising and balances tightening (Chart 9). Worth noting is silver's supply is constrained because of underinvestment in copper production at the mine level, where silver is a by-product. On the demand side, continued recovery of industrial and consumer demand will keep silver prices well supported. In terms of broad commodity exposure, we remain long the S&P GSCI Dynamic Roll Index ETF (COMT) and the S&P GSCI, expecting tight supply-demand balances to continue to draw down inventories – particularly in energy and metals markets – which will lead to steeper backwardations in forward curves. Backwardation is the source of roll-yields for long commodity index investments. Investors initially have a long exposure in deferred commodity futures contracts, which are then liquidated and re-established when these contracts become more prompt (i.e., closer to delivery). If the futures' forward curves are backwardated, investors essentially are buying the deferred contracts at a lower price than the price at which the position likely is liquidated. We also remain long the Global Metals & Mining Producers ETF (PICK), an equity vehicle that spans miners and traders; the longer discounting horizon of equity markets suits our view on metals. Chart 9Upgrading Silver To Strategic Position Gold, Silver, Indexes Favored As Inflation Looms Gold, Silver, Indexes Favored As Inflation Looms Chart 10Wider Vaccine Distribution Will Support Gold Demand Gold, Silver, Indexes Favored As Inflation Looms Gold, Silver, Indexes Favored As Inflation Looms Global economic policy uncertainty will remain elevated until broader vaccine distributions reduce lockdown risks. We expect the wider distribution of vaccines will become increasingly apparent during 2H21 and in 2022. This will be bullish for physical gold demand – particularly in China and India – which will add support for our gold position (Chart 10).       Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish The US EIA expects Brent crude oil prices to fall to $60/bbl next year, given its call higher production from OPEC 2.0 and the US shales will outpace demand growth. The EIA expects global oil demand will average just under 98mm this year, or 5.4mm b/d above 2020 levels. For next year, the EIA is forecasting demand will grow 3.6mm b/d, averaging 101.3mm b/d. This is slightly less than the demand growth we expect next year – 101.65mm b/d. We are expecting 2022 Brent prices to average $73/bbl, and $78/bbl in 2023. We will be updating our oil balances and price forecasts in next week's publication. Base Metals: Bullish Pedro Castillo, the socialist candidate in Peru's presidential election, held on to a razor-thin lead in balloting as we went to press. Markets have been focused on the outcome of this election, as Castillo has campaigned on increasing taxes and royalties for mining companies operating in Peru, which accounts for ~10% of global copper production. The election results are likely to be contested by opposition candidate rival Keiko Fujimori, who has made unsubstantiated claims of fraud, according to reuters.com. Copper prices traded on either side of $4.50/lb on the CME/COMEX market as the election drama was unfolding (Chart 11). Precious Metals: Bullish As economies around the world reopen and growth rebounds, car manufacturing will revive. Stricter emissions regulations mean the demand for autocatalysts – hence platinum and palladium – will rise with the recovery in automobile production. Platinum is also used in the production of green hydrogen, making it an important metal for the shift to renewable energy. On the supply side, most platinum shafts in South Africa are back to pre-COVID-19 levels, according to Johnson Matthey, the metals refiner. As a result, supply from the world’s largest platinum producer will rebound by 40%, resulting in a surplus. South Africa accounts for ~ 70% of global platinum supply. The fact that an overwhelming majority of platinum comes from a nation which has had periodic electricity outages – the most recent one occurring a little more than a week ago – could pose a supply-side risk to this metal. This could introduce upside volatility to prices (Chart 12). Ags/Softs: Neutral As of 6 June, 90% of the US corn crop had emerged vs a five-year average of 82%; 72% of the crop was reported to be in good to excellent condition vs 75% at this time last year. Chart 11 Political Risk in Chile and Peru Could Bolster Copper Prices Political Risk in Chile and Peru Could Bolster Copper Prices Chart 12 Platinum Prices Going Up Platinum Prices Going Up Footnotes 1     Please see World Bank's Global Economic Prospects update, published June 8, 2021. 2     In fact, US Treasury Inflation-Indexed securities include the CPI-U as a factor in yield determination.  3    For our latest installment of this epic evolution, please see A Perfect Energy Storm On The Way, which we published last week.  It is available at ces.bcareserch.com. 4    Please see Higher Inflation Expectations Battle Lower Risk Premia In Gold Markets, which we published February 4, 2021. It is available at ces.bcareserch.com.     Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights Political and corporate climate activism will increase the cost of developing the resources required to produce and deliver energy going forward – e.g., oil and gas wells; pipelines; copper mines, and refineries. Over the short run, the fastest way for investor-owned companies (IOCs) to address accelerated reductions in CO2 emissions imposed by courts and boards is to walk away from the assets producing them, which could be disruptive over the medium term. Longer term, state-owned companies (SOCs) not facing the constraints of IOCs likely will be required to provide an increasing share of the resources needed to produce and distribute energy. The real difficulty will come in the medium term. Capex for critical metals like copper languishes, just as the call on these metals steadily increases over the next 30 years (Chart of the Week). The evolution to a low-carbon future has not been thought through at the global policy level. A real strategy must address underinvestment in base metals and incentivize the development of technology via a carbon tax – not emissions trading schemes – so firms can innovate to avoid it. We remain long energy and metals exposures.1 Feature And you may ask yourself, "Well … how did I get here?" David Byrne, Once In A Lifetime Energy markets – broadly defined – are radically transforming from week to week. The latest iteration of these markets' evolution is catalyzed by climate activists, who are finding increasing success in court and on corporate boards – sometimes backed by major institutional investors – and forcing oil and gas producers to accelerate CO2 emission-reduction programs.2 Climate activists' arguments are finding increasing purchase because they have merit: Years of stiff-arming investors seeking clarity on the oil and gas producers' decarbonization agendas, coupled with a pronounced failure to provide returns in excess of their cost of capital, have given activists all of the ammo needed to argue their points. Chart of the WeekCall On Metals For Energy Will Increase A Perfect Energy Storm On The Way A Perfect Energy Storm On The Way This activism is not limited to the courts or boardrooms. Voters in democratic societies with contested elections also are seeking redress for failures of their governments to effectively channel mineral wealth back into society on an equitable basis, and to protect their environments and the habitats of indigenous populations. This voter activism is especially apparent in Chile and Peru, where elections and constitutional conventions likely will result in higher taxes and royalties on metals IOCs operating in these states, which will increase production costs and ultimately be passed on to consumers.3 These states account for ~ 40% of world copper output. IOCs Walk Away Earlier this week, Exxon walked away from an early-stage offshore oil development project in Ghana.4 This followed the unfavorable court rulings and boardroom setbacks experienced by Royal Dutch Shell, Chevron and Exxon recently (referenced in fn. 2). While the company had no comment on its abrupt departure, its action shows how IOCs can exercise their option to put a project back to its host government, thus illustrating one of the most readily available alternatives for energy IOCs to meet court- or board-mandated CO2 emissions targets. If these investments qualify as write-offs, the burden will be borne by taxpayers. As climate activism increases, state-owned companies (SOCs) not facing the constraints of IOCs likely will be required to provide an increasing share of the resources – particularly oil and gas – needed to produce and distribute energy going forward. This is not an unalloyed benefit, as the SOCs still face stranded-asset risks, if they invest in longer-lived assets that are obviated by a successful renewables + grid buildout globally. That is a cost that will have to be compensated, when the SOCs work up their capex allocations. Still, if legal and investor activism significantly accelerates IOCs' capex reductions in oil and gas projects, the SOCs – particularly those in OPEC 2.0 – will be able to expand their position as the dominant supplier in the global oil market, and could perhaps increase their influence on price levels and forward-curve dynamics (Chart 2).5 Chart 2OPEC 2.0s Could Expand If Investor Activism Increases OPEC 2.0s Could Expand If Investor Activism Increases OPEC 2.0s Could Expand If Investor Activism Increases Higher Call On Metals At present, there is a lot of talk about the need to invest in renewable electricity generation and the grid structure supporting it, but very little in the way of planning for this transition. Other than repeated assertions of its necessity, little is being said regarding how exactly this strategy will be executed given the magnitude of the supply increase in metals required. Nowhere is this more apparent than in the refined copper market, which has been in a physical deficit – i.e., production minus consumption is negative – for the last 6 years (Chart 3). Physical copper markets in China, which consumes more than 50% of refined output, remain extremely tight, as can be seen in the ongoing weakness of treating charges and refining charges (TC/RC) for the past year (Chart 4). These charges are inversely correlated to prices – when TC/RCs are low, it means there is surplus refining capacity for copper – unrefined metal is scarce, which drives down demand for these services. Chart 3Coppers Physical Deficit Likely Persist Coppers Physical Deficit Likely Persist Coppers Physical Deficit Likely Persist Chart 4Chinas Refined Copper Supply Remains Tight Chinas Refined Copper Supply Remains Tight Chinas Refined Copper Supply Remains Tight Theoretically, high prices will incentivize higher levels of production. However, after the last decade’s ill-timed investment in new mine discoveries and expansions, mining companies have become more wary with their investments, and are using earnings to pay dividends and reduce debt. This leads us to believe that mining companies will not invest in new mine discoveries but will use capital expenditure to expand brownfield projects to meet rising demand. In the last decade, as copper demand rose, capex for copper rose from 2010-2012, and fell from 2013-2016 (Chart 5). During this time, the copper ore grade was on a declining trend. This implies that the new copper brought online was being mined from lower-grade ore, due to the expansion of existing projects(Chart 6). Chart 5Copper Capex Growth Remains Weak A Perfect Energy Storm On The Way A Perfect Energy Storm On The Way Chart 6Copper Ore-Quality Declines Persist Through Capex Cycle A Perfect Energy Storm On The Way A Perfect Energy Storm On The Way Capex directed at keeping ore production above consumption will not be sufficient to avoid major depletions of ore supplies beginning in 2024, according to Wood Mackenzie. The consultancy foresees a cumulative deficit of ~ 16mm MT by 2040. Plugging this gap will require $325-$500 billion of investment in the copper mining sector.6 The Case For A Carbon Tax The low-carbon future remains something of a will-o'-the-wisp – seen off in the future but not really developed in the present. Most striking in discussions of the low-carbon transition is the assumption of resource availability – particularly bases metals –in, e.g., the IEA's Net Zero by 2050, A Roadmap for the Global Energy Sector, published last month. In the IEA's document, further investment in hydrocarbons is not required beyond 2025. The copper, aluminum, steel, etc., required to build the generation and supporting grid infrastructure will be available and callable as needed to build all the renewable generation the world requires. The document is agnostic between carbon trading and carbon taxes as a way to price carbon and incentivize the technology that would allow firms and households to avoid a direct cost on carbon. A real strategy must address the fact that most of the world will continue to rely on fossil fuels for decades, as development goals are pursued. Underinvestment in base metals and its implications for the buildout of generation and grids has to be a priority if these assets are to be built. Given the 5-10-year lead times base metals mines require to come online, it is obvious that beyond the middle of this decade, the physical reality of demand exceeding supply will assert itself. A good start would be a global effort to impose and collect carbon taxes uniformly across states.7 This would need to be augmented with a carbon club, which restricts admission and trading privileges  to those states adopting such a scheme. Harmonizing the multiple emissions trading schemes worldwide will be a decades-long effort that is unlikely to succeed. Such schemes also can be gamed by larger players, producing pricing distortions. A hard and fast tax that is enforced in all of the members of such a carbon club would immediately focus attention on the technology required to avoid paying it – mobilizing capital, innovation and entrepreneurial drive to make it a reality. This would support carbon-capture, use and storage technologies as well, thus extending the life of existing energy resources as the next generation of metals-based resources is built out. In addition, a carbon tax raises revenue for governments, which can be used for a variety of public policies, including reducing other taxes to reduce the overall burden of taxation. Lastly, a tax eliminates the potential for short-term price volatility in the pricing of carbon – as long as households and firms know what confronts them they can plan around it.  Tax revenues also can be used to reduce the regressive nature of such levies. Investment Implications The lack of a coherent policy framework that addresses the very real constraints on the transition to a low-carbon economy makes the likelihood of a volatile, years-long evolution foreordained. We believe this will create numerous investment opportunities as underinvestment in hydrocarbons and base metals production predisposes oil, natural gas and base metals prices to move higher in the face of strong and rising demand. We remain long commodity index exposure – the S&P GSCI and GSCI Commodity Dynamic Roll Strategy ETF (COMT), which is optimized to take advantage of the most backwardated commodity forward curves in the index. These positions were up 5.3% and 7.2% since inception on December 7, 2017 and March 12, 2021, respectively, at Tuesday's close. We also remain long the MSCI Global Metals & Mining Producers ETF (PICK), which is up 33.9% since it was put on December 10, 2020. Expecting continued volatility in metals – copper in particular – we will look for opportunities to re-establish positions in COMEX/CME Copper after being stopped out with gains. A trailing stop was elected on our long Dec21 copper position established September 10, 2020, which was closed out with a 48.2% gain on May 21, 2021. Our long calendar 2022 vs short calendar 2023 COMEX copper backwardation trade established April 22, 2021, was closed out on May 20, 2021, leaving us with a return of 305%.   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish OPEC 2.0 offered no surprises to markets this week, as it remained committed to returning just over 2mm b/d of production to the market over the May-July period, 70% of which comes from the Kingdom of Saudi Arabia (KSA), according to Platts. While Iran's return to the market is not a given in OPEC 2.0's geometry, we have given better than even odds it will return to the market beginning in 3Q21 and restore most of the 1.4mm b/d not being produced at present to the market over the course of the following year. OPEC itself expects demand to increase 6mm b/d this year, somewhat above our expectation of 5.3mm b/d. Stronger demand could raise Brent prices above our average $63/bbl forecast for this year (Chart 7). Brent was trading above $71/bbl as we went to press. Base Metals: Bullish BHP declared operations at its Escondida and Spence mines were running at normal rates despite a strike by some 200 operations specialists. BHP is employing so-called substitute workers to conduct operation, according to reuters.com, which also reported separate unions at both mines are considering strike actions in the near future. Precious Metals: Bullish The Fed’s reluctance to increase nominal interest rates despite indications of higher inflation will reduce real rates, which will support higher gold prices (Chart 8). We agree with our colleagues at BCA Research's US Bond Strategy that the Fed is waiting for the US labor market to reach levels consistent with its assessment of maximum employment before it makes its initial rate hike in this interest-rate cycle. Subsequent rate changes, however, will be based on realized inflation and inflation expectations. In our opinion, the Fed is following this ultra-accommodative monetary policy approach to break the US liquidity trap, brought about by a rise in precautionary savings due to the pandemic. In addition, we continue to expect USD weakness, which also will support gold and precious metals prices. We remain long gold, expecting prices to clear $2,000/oz this year. Ags/Softs: Neutral Corn prices fell more than 2% Wednesday, following the release of USDA estimates showing 95% of the corn crop was planted by 31 May 2021, well over the 87% five-year average. This was in line with expectations. However, the Department's assessment that 76% of the crop was in good-to-excellent condition exceeded market expectations. Chart 7 By 2023 Brent Trades to $80/bbl By 2023 Brent Trades to $80/bbl Chart 8 Gold Prices Going Up Gold Prices Going Up Footnotes 1     Please see Trade Tables below. 2     Please see OPEC, Russia seen gaining more power with Shell Dutch ruling and EXCLUSIVE BlackRock backs 3 dissidents to shake up Exxon board -sources published by reuters.com June 1, 2021 and May 25, 2021. 3    Please see Chile's govt in shock loss as voters pick independents to draft constitution published by reuters.com May 17, 2021, and Peru’s elite in panic at prospect of hard-left victory in presidential election published by ft.com June 1, 2021.  Peru has seen significant capital flight on the back of these fears.  See also Results from Chile’s May 2021 elections published by IHS Markit May 21, 2021 re a higher likelihood of tax increases for the mining sector.  The risk of nationalization is de minimis, according to IHS. 4    Please see Exxon walks away from stake in deepwater Ghana block published by worldoil.com June 1, 2021. 5    Please see OPEC 2.0's Production Strategy In Focus, which we published on May 20, 2021, for a recap our how we model OPEC 2.0's strategy.  It is available at ces.bcaresearch.com. 6    Please see Will a lack of supply growth come back to bite the copper industry?, published by Wood Mackenzie on March 23, 2021. 7     Please see The Challenges and Prospects for Carbon Pricing in Europe published by the Oxford Institute for Energy Studies last month for a discussion of carbon taxes vs. emissions trading schemes.     Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights China's high-profile jawboning draws attention to tightness in metals markets, and raises the odds the State Reserve Board (SRB) will release some of its massive copper and aluminum stockpiles in the near future. Over the medium- to long-term, the lack of major new greenfield capex raises red flags for the IEA's ambitious low-carbon pathway released last week, which foresees the need for a dramatic increase in renewable energy output and a halt in future oil and gas investment to achieve net-zero emissions by 2050. Copper demand is expected to exceed mined supply by 2028, according to an analysis by S&P, which, in line with our view, also sees refined-copper consumption exceeding production this year (Chart of the Week). A constitution re-write in Chile and elections in Peru threaten to usher in higher taxes and royalties on mining in these metals producers, placing future capex at risk. Chile's state-owned Codelco, the largest copper producer in the world, fears a bill to limit mining near glaciers could put as much as 40% of its copper production at risk. We remain bullish copper and look to get long on politically induced sell-offs as the USD weakens. Feature Politicians are inserting themselves in the metals markets' supply-demand evolutions to a greater degree than in the past, which is complicating the short- and medium-term analysis of prices. This adds to an already-difficult process of assessing markets, given the opacity of metals fundamentals – particularly inventories, which are notoriously difficult to assess. Chinese Communist Party (CCP) jawboning of market participants in iron ore, steel, copper and aluminum markets over the past two weeks has weakened prices, but, with the exception of steel rebar futures in Shanghai – down ~ 17% from recent highs, and now trading at ~ 4911 RMB/MT –  the other markets remain close to records.  Benchmark 62% Fe iron ore at the port of Tianjin was trading ~ 4% lower at $211/MT, while copper and aluminum were trading ~ 5.5% and 6.5% off their recent records at $4.535/lb and $2,350/MT, respectively. In addition to copper, aluminum markets are particularly tight (Chart 2). Jawboning aside, if fundamentals continue to keep prices elevated – or if we see a new leg up – China's high-profile jawboning could presage a release by the State Reserve Board (SRB) of some of its massive copper and aluminum stockpiles in the near term. In the case of copper, market guesses on the size of this stockpile are ~ 2mm to 2.7mm MT. On the aluminum side, Bloomberg reported CCP officials were considering the release of 500k MT to quell the market's demand for the metal. Chart of the WeekContinue Tightening In Copper Expected Continue Tightening In Copper Expected Continue Tightening In Copper Expected Chart 2Aluminum Remains Tight Aluminum Remains Tight Aluminum Remains Tight Brownfield Development Not Sufficient Our balances assessments continue to indicate key base metals markets are tight and will remain so over the short term (2-3 years). Economies ex-China are entering their post-COVID-19 recovery phase. This will be followed by higher demand from renewable generation and grid build-outs that will put them in direct competition with China for scarce metals supplies for decades to come. Markets will continue to tighten. In the bellwether copper market, we expect this tightness to remain a persistent feature of the market over the medium term – 3 to 5 years out – given the dearth of new supply coming to market. Copper prices are highly correlated with the other base metals (Chart 3) – the coefficient of correlation with the other base metals making up the LME's metals index is ~ 0.86 post-GFC – and provide a useful indicator of systematic trends in these markets. Chart 3Copper Correlation With LME Index Ex-Copper Less Metal, More Jawboning Less Metal, More Jawboning Copper ore quality has been falling for years, as miners focused on brownfield development to extend the life of mines (Chart 4). In Chart 5, we show the ratio of capex (in billion USD) to ore quality increases when capex growth is expanding faster than ore quality, and decreases when capex weakens and/or ore quality degradation is increasing. Chart 4Copper Capex, Ore Quality Declines Less Metal, More Jawboning Less Metal, More Jawboning Chart 5Capex-to-Ore-Quality Decline Set Market Up For Higher Prices Less Metal, More Jawboning Less Metal, More Jawboning Falling prices over the 2012-19 interval coincide with copper ore quality remaining on a downward trend, likely the result of previous higher prices that set off the capex boom pre-GFC. The lower prices favored brownfield over greenfield development. Goehring and Rozencwajg found in their analysis of 24 mines, about 80% of gross new reserves booked between 2001-2014 were due not to new mine discoveries but to companies reclassifying what was once considered to be waste-rock into minable reserves, lowering the cut-off grade for development.1 This is consistent with the most recent datapoints in Chart 5, due to falling ore grade values, as companies inject less capex into their operations and use it to expand on brownfield projects. Higher prices will be needed to incentivize more greenfield projects. A new report from S&P Global Market Intelligence shows copper reserves in the ground are falling along with new discoveries.2 According to the S&P analysts, copper demand is expected to exceed mined supply by 2028, which, in line with our view, sees refined-copper consumption exceeding production this year. Renewables Push At Risk Just last week, the IEA produced an ambitious and narrow path for governments to collectively reach a net-zero emissions (NZE) goal by 2050.3 Among its many recommendations, the IEA singled out the overhaul of the global electric grid, which will be required to accommodate the massive renewable-generation buildout the agency forecasts will be needed to achieve its NZE goals. The IEA forecasts annual investment in transmission and distribution grids will need to increase from $260 billion to $820 billion p.a. by 2030. This is easier said than done. Consider the build-out of China's grid, which is the largest grid in the world. To become carbon neutral by 2060, per its stated goals, investment in China’s grid and associated infrastructure is expected to approach ~ $900 billion, maybe more, over the next 5 years.4 The world’s largest fossil-fuel importer is looking to pivot away from coal and plans to more than double solar and wind power capacity to 1200 GW by 2030. Weening China off coal and rebuilding its grid to achieve these goals will be a herculean lift. It comes as no surprise that IEA member states have pushed back on the agency's NZE-by-2050 plan. This primarily is because of its requirement to completely halt fossil-fuel exploration and spending on new projects. Japan and Australia have pushed back against this plan, citing energy security concerns. Officials from both countries have stated that they will continue developing fossil fuel projects, as a back-up to renewables. Japan has been falling behind on renewable electricity generation (Chart 6). Expensive renewables and the unpopularity of nuclear fuel could make it harder for the world’s fifth largest fossil fuels consumer to move away from fossil fuels. Around the same time the IEA released its report, Australia committed $464 million to build a new gas-fired power station as a backup to renewables. Chart 6Japan Will Continue Building Fossil-Fuel Back-Up Generation Japan Will Continue Building Fossil-Fuel Back-Up Generation Japan Will Continue Building Fossil-Fuel Back-Up Generation Just days after the IEA report was published, the G7 nations agreed to stop overseas coal financing. This could have devastating effects for emerging and developing nations‘ electricity grids which are highly dependent on coal. In 2020 70% and 60% of India and China’s electricity respectively were produced by coal (Chart 7).5 Chart 7EM Economies Remain Reliant On Coal-Fired Generation Less Metal, More Jawboning Less Metal, More Jawboning Near-Term Copper Supply Risks Rise Even though inventories appear to be rebuilding, mounting political risks keep us bullish copper (Chart 8). Lawmakers in Chile and Peru are in the process of re-writing their constitutions to, among other things, raise royalties and taxes on mining activities in their respective countries. This could usher in higher taxes and royalties on mining for these metals producers, placing future capex at risk. In addition, Chile's state-owned Codelco, the largest copper producer in the world, fears a bill to limit mining near glaciers could put as much as 40% of its copper production at risk.6 None of these events is certain to occur. Peruvian elections, for one thing, are too close to call at this point, and Chile has a history of pro-business government. However, these are non-trivial odds – i.e., greater than Russian roulette odds of 1:6 – and if any or all of these outcomes are realized, higher costs in copper and lithium prices would result, and miners would have to pass those costs on to buyers. Bottom Line: We remain bullish base metals, especially copper. Another leg up in copper would pull base metals higher with it. We would look to get long on politically induced sell-offs, particularly with the USD weakening, as expected Chart 8Global Copper Inventories Rebuilding But Still Down Y/Y Global Copper Inventories Rebuilding But Still Down Y/Y Global Copper Inventories Rebuilding But Still Down Y/Y   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com     Commodities Round-Up Energy: Bullish Next Tuesday's OPEC 2.0 meeting appears to be a fairly staid affair, with little of the drama attending previous gatherings. Russian minister Novak observed the coalition would be jointly "calculating the balances" when it meets, taking into account the likely official return of Iran as an exporter, according to reuters.com. We expect a mid-year deal on allowing Iran to return to resume exports under the nuclear deal abrogated by the Trump administration in 2019, and reckon Iran has ~ 1.5mm b/d of production it can bring back on line, which likely would return its crude oil production to something above 3.8mm b/d by year-end. We are maintaining our forecast for Brent to average $64.45/bbl in 2H21; $75 and $78/bbl, in 2022 and 2023, respectively. By end 2023, prices trade to $80/bbl. Our forecast is premised on a wider global recovery going into 2H21, and continued production discipline from OPEC 2.0 (Chart 9). Base Metals: Bullish Our stop-losses was elected on our long Dec21 copper position on May 21, which means we closed the position with 48.2% return. The stop loss on our long 2022 vs short 2023 COMEX copper futures backwardation recommendation also was elected on May 20, leaving us with a return of 305%. We will be looking for an opportunity to re-establish these positions. Precious Metals: Bullish We expect the collapse in bitcoin prices, the US Fed’s decision to not raise interest rates, and a weakening US dollar to keep gold prices well bid (Chart 10). China’s ban on cryptocurrency services and Musk’s acknowledgment of the energy intensity of Bitcoin mining sent Bitcoin prices crashing. The Fed’s decision to keep interest rates constant, despite rising inflation and inflation expectations will reduce the opportunity cost of holding gold. According to our colleagues at USBS, the Fed will make its first interest rate hike only after the US economy has reached "maximum employment". The Job Openings and Labor Turnover Survey reported that job openings rose nearly 8% in March to 8.1 million jobs, however, overall hiring was little changed, rising by less than 4% to 6 million. As prices in the US rise and the dollar depreciates, gold will be favored as a store of value. On the back of these factors, we expect gold to hit $2,000/oz. Ags/Softs: Neutral Corn futures were trading close to 20% below recent highs earlier in the week at ~ $6.27/bu, on the back of much faster-than-expected plantings. Chart 9 Brent Prices Going Up Brent Prices Going Up Chart 10 US Dollar To Keep Gold Prices Well Bid US Dollar To Keep Gold Prices Well Bid     Footnotes 1     Please refer to Goehring & Rozencwajg’s Q1 2021 market commentary. 2     Please see Copper cupboard remains bare as discoveries dwindle — S&P study published by mining.com 20 May 2021. 3    Please see Net Zero by 2050 – A Roadmap for the Global Energy Sector, published by the IEA. 4    Please see China’s climate goal: Overhauling its electricity grid, published by Aljazeera.  5    We discuss this in detail in Surging Metals Prices And The Case For Carbon-Capture published 13 May 2021, and Renewables ESG Risks Grow With Demand, which was published 29 April 2021.  Both are available at ces.bcaresearch.com. 6    Please see A game of chicken is clouding tax debate in top copper nation, Fujimori looks to speed up projects to tap copper riches in Peru and Codelco says 40% of its copper output at risk if glacier bill passes published by mining.com 24, 23 and 20 May 2021, respectively.    Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights Global oil markets will remain balanced this year with OPEC 2.0's production-management strategy geared toward maintaining the level of supply just below demand.  This will keep inventories on a downward trajectory, despite short-term upticks due to COVID-19-induced demand hits in EM economies and marginal supply additions from Iran and Libya over the near term. Our 2021 oil demand growth is lower – ~ 5.3mm b/d y/y, down ~ 800k from last month's estimate – given persistent weakness in realized consumption.  We have lifted our demand expectation for 2022 and 2023, however, expecting wider global vaccine distribution and increased travel toward year-end. The next few months are critical for OPEC 2.0: The trajectory for EM demand recovery will remain uncertain until vaccines are more widely distributed, and supply from Iran and Libya likely will increase this year.  This will lead to a slight bump in inventories this year, incentivizing KSA and Russia to maintain the status quo on the supply side. We are raising our 2021 Brent forecast back to $63/bbl from $60/bbl, and lifting our 2022 and 2023 forecasts to $75 and $78/bbl, respectively, given our expectation for a wider global recovery (Chart of the Week). Feature A number of evolving fundamental factors on both sides of the oil market – i.e., lingering uncertainty over the return of Iranian and Libyan exports and the strength of the global demand recovery – will test what we believe to be OPEC 2.0's production-management strategy in the next few months. Briefly, our maintained hypothesis views OPEC 2.0 as the dominant supplier in the global oil market. This is due to the low-cost production of its core members (i.e., those states able to attract capital and grow production), and its overwhelming advantage in spare capacity, which we reckon will average in excess of 7mm b/d this year, owing to the massive production cuts undertaken to drain inventories during the COVID-19 pandemic. Formidable storage assets globally – positioned in or near refining centers – and well-developed transportation infrastructures also support this position. We estimate core OPEC 2.0 production will average 26.58mm b/d this year and 29.43mm b/d in 2022 (Chart 2). Chart of the WeekBrent Prices Likely Correct Then Move Higher in 2022-23 Brent Prices Likely Correct Then Move Higher in 2022-23 Brent Prices Likely Correct Then Move Higher in 2022-23 Chart 2OPEC 2.0 Will Maintain Status Quo OPEC 2.0 Will Maintain Status Quo OPEC 2.0 Will Maintain Status Quo The putative leaders of the OPEC 2.0 coalition – the Kingdom of Saudi Arabia (KSA) and Russia – have distinctly different goals. KSA's preference is for higher prices – ~ $70-$75/bbl (basis Brent) to the end of 2022. Higher prices are needed to fund the Kingdom's diversification away from oil. Russia's goal is to keep prices closer to the marginal cost of the US shale-oil producers, who we characterize as the exemplar of the price-taking cohort outside OPEC 2.0, which produces whatever the market allows. This range is ~ $50-$55/bbl. The sweet spot that accommodates these divergent goals is on either side of $65/bbl for this year. OPEC 2.0 June 1 Meeting Will Maintain Status Quo With Brent trading close to $70/bbl, discussions in the run-up to OPEC 2.0's June 1 meeting likely are focused on the necessity to increase the 2.1mm b/d being returned to the market over the May-July period. At present, we do not believe this will be necessary: Iran likely will be returning to the market beginning in 3Q21, and will top up its production from ~ 2.4mm b/d in April to ~ 3.85mm b/d by year-end, in our estimation. Any volumes returned to the market by core OPEC 2.0 in excess of what's already been agreed going into the June 1 meeting likely will come out of storage on an as-needed basis. Libya will likely lift its current production of ~ 1.3mm b/d close to 1.5mm b/d by year end as well. We are expecting the price-taking cohort ex-OPEC 2.0 to increase production from 53.78mm b/d in April to 53.86mm b/d in December, led by a 860k b/d increase in US output, which will take average Lower 48 output in the US (ex-GOM) to 9.15mm b/d by the end of this year (Chart 3). When we model shale output, our expectation is driven by the level of prompt WTI prices and the shape of the forward curve. The backwardation in the WTI forward curve will limit hedged revenues at the margin, which will limit the volume growth of the marginal producer. We expect global production to slowly increase next year, and the year after that, with supply averaging 101.07mm b/d in 2022 and 103mm b/d in 2023.  Chart 3US Crude Output Recovers, Then Tapers in 2023 US Crude Output Recovers, Then Tapers in 2023 US Crude Output Recovers, Then Tapers in 2023 Demand Should Lift, But Uncertainties Persist We expect the slowdown in realized DM demand to reverse in 2H21, and for oil demand to continue to recover in 2H21 as the US and EU re-open and travel picks up. This can be seen in our expectation for DM demand, which we proxy with OECD oil consumption (Chart 4). EM demand – proxied by non-OECD oil consumption – is expected to revive over 2022-23 as vaccine distribution globally picks up. As a result, demand growth shifts to EM, while DM levels off. China's refinery throughput in April came within 100k b/d of the record 14.2mm b/d posted in November 2020 (Chart 5). The marginal draw in April stockpiles could also signify that as crude prices have risen higher, the world’s largest oil importer may have hit the brakes on bringing oil in. In the chart, oil stored or drawn is calculated as the difference between what is imported and produced with what is processed in refineries. With refinery maintenance in high gear until the end of this month, we expect product-stock draws to remain strong on the back of domestic and export demand. This will draw inventories while maintenance continues. Chart 4EM Demand Will Recovery Accelerates in 2022-23 EM Demand Will Recovery Accelerates in 2022-23 EM Demand Will Recovery Accelerates in 2022-23 Chart 8China Refinery Runs Remain Strong China Refinery Runs Remain Strong China Refinery Runs Remain Strong COVID-19-induced demand destruction remains a persistent risk, particularly in India, Brazil and Japan. This is visible in the continued shortfall in realized demand vs our expectation so far this year. We lowered our 2021 oil demand growth estimate to ~ 5.3mm b/d y/y, which is down ~ 800k from last month's estimate, given persistent weakness in realized consumption. Our demand forecast for 2022 and 2023 is higher, however, based on our expectation for stronger GDP growth in EM economies, following the DM's outperformance this year, on the back of wider global vaccine distribution year-end (Table 1). Table 1BCA Global Oil Supply - Demand Balances (MMb/d, Base Case Balances) OPEC 2.0's Production Strategy In Focus OPEC 2.0's Production Strategy In Focus Our supply-demand estimates continue to point to a balanced market this year and into 2022-23 (Chart 6). Given our expectation OPEC 2.0's production-management strategy will remain effective, we expect inventories to continue to draw (Chart 7). Chart 6Markets Remained Balanced Markets Remained Balanced Markets Remained Balanced Chart 7Inventories Continue To Draw Inventories Continue To Draw Inventories Continue To Draw CAPEX Cuts Bite In 2023 In 2023, we are expecting Brent to end the year closer to $80/bbl than not, which will put prices outside the current range we believe OPEC 2.0 is managing its production around (Chart 8). We have noted in the past continued weakness in capex over the 2015-2022 period threatens to leave the global market exposed to higher prices (Chart 9). Over time, a reluctance to invest in oil and gas exploration and production prices in 2024 and beyond could begin to take off as demand – which does not have to grow more than 1% p.a. – continues to expand and supply remains flat or declines. Chart 8By 2023 Brent Trades to /bbl By 2023 Brent Trades to $80/bbl By 2023 Brent Trades to $80/bbl Chart 9Low Capex Likely Results In Higher Prices After 2023 OPEC 2.0's Production Strategy In Focus OPEC 2.0's Production Strategy In Focus Bottom Line: We are raising our 2021 forecast back to an average of $63/bbl, and our forecasts for 2022 and 2023 to $75 and $78/bbl. We expect DM demand to lead the recovery this year, and for EM to take over next year, and resume its role as the growth engine for oil demand. Longer term, parsimonious capex allocations likely result in tighter supply meeting slowly growing demand. At present, markets appear to be placing a large bet on the buildout of renewable electricity generation and electric vehicles (EVs). If this does not occur along the trajectory of rapid expansion apparently being priced by markets – i.e., the demand for oil continues to expand, however slowly – oil prices likely would push through $80/bbl in 2024 and beyond.   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish The Colonial Pipeline outage pushed average retail gasoline prices in the US to $3.03/gal earlier this week, according to the EIA. This was the highest level for regular-grade gasoline in the US since 27 October 2014. According to reuters.com, the cyberattack that shut down the 5,500-mile pipeline was the most disruptive on record, shutting down thousands of retail service stations in the US southeast. Millions of barrels of refined products – gasoline, diesel and jet fuel – were unable to flow between the US Gulf and the NY Harbor because of the attack, which was launched 7 May 2021 (Chart 10). While most of the system is up and running, problems with the pipeline's scheduling system earlier this week prevented a return to full operation. Base Metals: Bullish Spot copper prices remained on either side of $4.55/lb (~ $10,000/MT) by mid-week following a dip from the $4.80/lb level (Chart 11). We remain bullish copper, particularly as political risk in Chile rises going into a constitutional convention. According to press reports, the country's constitution will be re-written, a process that likely will pave the way for higher taxes and royalties on copper producers.1 In addition, unions in BHP mines rejected a proposed labor agreement, with close to 100% of members voting to strike. In Peru, a socialist presidential candidate is campaigning on a platform to raise taxes and royalties. Precious Metals: Bullish According to the World Platinum Investment Council, platinum is expected to run a deficit for the third consecutive year in 2021, which will amount to 158k oz, on the back of strong demand. Refined production is projected to increase this year, with South Africa driving this growth as mines return to full operational capacity after COVID-19 related shutdowns. Automotive demand is leading the charge in higher metal consumption, as car makers switch out more expensive palladium for platinum to make autocatalysts in internal-combustion vehicles. Ags/Softs: Neutral Corn prices continued to be better-offered following last week's WASDE report, which contained the department's first look at the 2021-22 crop year. Corn production is expected to be up close to 6% over the 2020-21 crop year, at just under 15 billion bushels. On the week, corn prices are down ~ 15.3%. Chart 10 RBOB Gasoline at a High RBOB Gasoline at a High Chart 11 Political Risk in Chile and Peru Could Bolster Copper Prices Political Risk in Chile and Peru Could Bolster Copper Prices     Footnotes 1     Please see Copper price rises as Chile fuels long-term supply concerns published 18 May 2021 by mining.com. Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights US natural gas prices will remain well supported over the April-October injection season, as the global economic expansion gains traction, particularly in Europe, which also is refilling depleted storage levels. China's natgas demand is expected to rise more than 8% yoy, and EM Asia consumption also will be robust, which will revive US liquified natural gas (LNG) exports. Exports of US light-sweet crude into the North Sea Brent pricing pool – currently accounting for close to half the physical supply underpinning the global oil-price benchmark – also will increase over the course of the year, particularly in the summer, when maintenance will markedly reduce the physical supply of crudes making up the Brent index. At the margin, coal demand will increase in the US, as industrial natgas demand and LNG exports incentivize electric generators to favor coal. Higher-than-expected summer temperatures in the US also would boost coal demand.  This will be tempered somewhat in Europe, where carbon-emissions rights traded through €50/MT for the first time this week on the EU's Emission Trading System (ETA). We expect US LNG and oil exports to revive this year (Chart of the Week) and remain long natgas in 1Q22. Feature The importance of US LNG and crude oil exports out of the US Gulf to the global economy is only now becoming apparent. As demand for these fossil fuels grows and the supply side continues to confront a highly uncertain risk-reward tradeoff, their importance will only grow. In natgas markets, US LNG cargoes out of the US Gulf balanced demand coming from Asia and Europe this past winter, which was sharply colder than expected and stretched supply chains globally. As a widening economic recovery from the COVID-19 pandemic spurs industrial, residential and commercial demand, and inventories in Europe and Asia are re-built in preparation for next winter, US LNG exports will be called upon to meet increasing demand, particularly since they are priced attractively vs regional importing benchmarks, with differentials vs the US presently $4+/MMBtu vs Europe and $5+/MMBtu vs Asia (Chart 2).1 Chart of the WeekUS LNG, Oil Export Growth Will Rebound US LNG, Oil Export Growth Will Rebound US LNG, Oil Export Growth Will Rebound Chart 2Lower US Natgas Prices Encourage LNG Exports Importance Of US Gas, Oil Exports Increases Daily Importance Of US Gas, Oil Exports Increases Daily In oil markets, an ongoing kerfuffle in the pricing of Brent Blend brought about by falling North Sea crude oil production makes American light-sweet crude oil exports from the Gulf (i.e., WTI produced mostly in the Permian Basin) account for almost half of the physical supplies in this critical benchmark-pricing market.2 US LNG Exports Will Increase US natural gas prices will remain well supported as the global economic expansion gains traction, and the US and Europe open the April-October injection season well bid (Chart 3). US inventories are expected to end the Apr-Oct injection season at just over 3.7 TCF according to the EIA, very close to where they ended the 2020 injection season. Chart 3US, Europe Rebuild Storage Importance Of US Gas, Oil Exports Increases Daily Importance Of US Gas, Oil Exports Increases Daily Higher US LNG exports, industrial, commercial and residential demand will be offset by lower consumption from electric generators this year, netting to a slight decline in overall demand. The EIA expects generators to take advantage of lower generating costs to be had burning coal to produce electricity, a view we share given the current differentials in the forward curves for each fuel (Chart 4).3 On the supply side, the EIA's expecting output to remain unchanged from last year at just under 91.5 BCF/d in 2021. Higher LNG exports, even as generator demand is falling, pushes prices higher this year – averaging $3.04/MMBtu this year – which leads to a slight increase in output in 2022. For our part, we continue to expect higher prices during the November-March heating season than currently are clearing the market and remain long 1Q22 $3.50/MMBtu calls vs. short $3.75/MMbtu calls. As of Tuesday night, when we mark to market, this position was up 20.8% since inception on 8 April 2021. Chart 4Lower Prices Will Favour Increased Coal Demand Lower Prices Will Favour Increased Coal Demand Lower Prices Will Favour Increased Coal Demand Natgas demand could surprise on the upside during the injection season if air-conditioning demand comes in stronger than expected and production remains essentially unchanged this year. This could reduce LNG exports and slow the rate of inventory refill in the US, which could further advantage coal as a burner fuel for generators in the US. The US National Weather Service's Climate Prediction Center expects above-average temperatures for most of the US population centers this summer (Chart 5). This could become a semi-permanent feature of the market if current temperature trends persist (Chart 6). Based on analyses’ run by the NOAA's National Centers for Environmental Information, 2021 "is very likely to rank among the ten warmest years on record," with lower (6%) odds of ranking in the top five hottest years on record.4 Chart 5Odds Of Hotter Summer Rising Importance Of US Gas, Oil Exports Increases Daily Importance Of US Gas, Oil Exports Increases Daily Chart 6Higher Global Temperatures Could Become A Recurring Phenomenon Importance Of US Gas, Oil Exports Increases Daily Importance Of US Gas, Oil Exports Increases Daily The Crude Kerfuffle As the Chart of the Week shows, US exports of light-sweet crude oil peaked at ~ 3.7mm b/d in February 2020, just before the COVID-19 pandemic hit the world full force. Exports out of the US Gulf – i.e., WTI priced against the Midland, TX, gathering hub – accounted for ~ 95% of these volumes. With exports currently running ~ 2.5mm b/d, more than 1mm b/d of readily available export capacity remains in place. Additional volumes will be developed as dredging of the Corpus Christi, TX, progresses. While the surge in US crude oil production has subsided in the wake of the pandemic, it most likely will revive as the markets return to normal operating procedure, additional dredging operations are completed, and storage facilities are built out.5 Existing and additional export capacity of the US's light-sweet crude could not arrive at a more opportune time for the Brent market, which remains in a state of uncertainty as to whether markets will have to adjust to CIF contracts or a work-around to the existing FOB pricing regime, which can be augmented to accommodate increasing WTI volumes.6 This will have to be sorted, as this is the future of the market's most important pricing index (Chart 7). The buildout in crude-oil exporting capacity – and natgas LNG exporting capacity, for that matter – ideally accommodates shale-oil- and -gas assets, which can be ramped up quickly to meet demand, and ramped down quickly as demand falters. The quick payback – 2 to 3 years – on these investments allow the producers to expand and contract output without the massive risks longer-lived conventional assets impose. As OPEC 2.0's spare capacity is returned to the market, this will be a welcome feature of a market that most likely will require oil and gas supplies for decades, despite the uncertainty attending oil-and-gas capex during the transition to a low-carbon energy future. Chart 7Permian Replaces North Sea Losses Permian Replaces North Sea Losses Permian Replaces North Sea Losses Bottom Line: As the future of hydrocarbons evolves, the LNG and crude oil exported from the US Gulf will occupy an increasingly important role in these markets. Oil and gas producers are making capex decisions under increasingly uncertain conditions, which favor exactly the type of resources that have propelled the US to the position of the world's largest producer of these fuels – i.e., shale-oil and -gas. Production from these resources can be ramped up and down quickly as prices dictate, and have quick paybacks (2-3 years), which means capital is not tied up for decades as a return is earned.7   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish OPEC 2.0 begins returning 2mm b/d to the market this month, expecting to be done by July. Half of these volumes are accounted for by Saudi Arabia, which voluntarily cut output by 1mm b/d earlier in the year to help balance the market. In line with our maintained hypothesis that OPEC 2.0 prefers prices inside the $60-$70/bbl price band, we expect the return of curtailed production to be front-loaded so as to bring prices down from current levels approaching $70/bbl for Brent (Chart 8). If, as we expect, demand recovers sooner than expected as Europe leans into its vaccination program, additional barrels will be returned to the market to get prices closer to a $60-$65/bbl range. Base Metals: Bullish The International Copper Study Group (ICSG) forecast copper mine production will increase by ~ 3.5% in 2021 and 3.7% in 2022, after adjusting for historical disruption factors. This forecasted increase – after three years of flat mined production growth – is due to a ramp-up of recently commissioned and new copper mines becoming operational in 2021. An improvement in the pandemic situation by 2022 will also boost mined copper production, according to the ICSG. 2020 production remained flat as recoveries in production in some countries due to constrained output in 2019 balanced the negative impacts of the pandemic in others. In Chile, the largest copper producer, state-owned Codelco and Collahuasi reported strong results in March. However, this was countered by a continued downturn at BHP’s Escondida. The world’s largest copper mine saw a drop in production for the eighth consecutive month. This mixed output resulted in a decline in total production of 1.2% year-on-year in March. Precious Metals: Bullish COMEX palladium touched a record high during intraday trading on Tuesday, reaching $3,019/oz due to continued tight market conditions (Chart 9). On the supply side, Nornickel is recovering from flooded mines, which occurred in February. By mid-April, one of the two affected mines was operating at 60% capacity; however, the company's other mine is only expected to come back online by early June. On the demand side, strength in US vehicle sales and a global economic recovery from the pandemic buoyed the metal used in catalytic converters. Palladium prices closed at $2,981.60/oz on Tuesday. Ags/Softs: Neutral Corn again traded above $7/bu earlier in the week on the back of drought-like dry weather conditions in Brazil's principal growing regions and surging US exports, according to Farm Futures. Chart 8 Brent Prices Going Up Brent Prices Going Up Chart 9 Palladium Prices Going Up Palladium Prices Going Up   Footnotes 1     Stronger demand from China – where consumption is expected to rise more than 8% yoy – and EM Asia will continue to support LNG demand through the year.  S&P Global Platts Analytics expects Chinese natural gas demand to reach 12,713 Bcf in 2021, up 8.4% from the previous year.  Chinese national oil company Sinopec is slightly more conservative in its outlook, expecting gas demand of ~ 12,006-12,184 Bcf in 2021, up 6-8% from 2020.  China’s average annual increase in natural gas demand is expected to exceed 716 Bcf in the 14th FYP and reach 15,185 Bcf in 2025. 2     Please see CIF Brent Benchmark? published 3 March 2021 by the Oxford Institute for Energy Studies for a discussion. 3    In Chart 3, we plot a rough measure of coal- vs natgas-fired generation economics for these fuels based on their average operating heat rates published by the EIA. We would note that a carbon tax would erase much of the benefit accruing to coal at this point in time. 4    Please see NOAA's Global Climate Report - March 2021. 5    Please see Low Rider - Corpus Christi's Ship Channel Dredging Will Streamline Crude Oil Exports published by RBN Energy 3 May 2021. 6    The OIES analysis cited above concludes, "… the volumes of the FOB deliverable crudes are diminishing and some change, bolstering the contract is certainly needed. The most likely compromise is to retain the existing FOB Brent with an inclusion of CIF WTI Midland assessment, netted back to an FOB equivalent North Sea value."  We agree with this assessment.  Please see CIF Brent Benchmark? published 3 March 2021 by the Oxford Institute for Energy Studies, p. 8. 7     Please see Is shale activity actually profitable? Size matters, says Rystad published 7 February 2019.   Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights Rising CO2 emissions on the back of stronger global energy growth this year will keep energy markets focused on expanding ESG risks in the buildout of renewable generation via metals mining (Chart of the Week).   EM energy demand is expected to grow 3.4% this year vs. 2019 levels and will account for ~ 70% of global energy demand growth.  Demand in DM economies will fall 3% this year vs 2019 levels.  Overall, global demand is expected to recover all the ground lost to the COVID-19 pandemic, according to the IEA.  Rising energy demand will be met by higher fossil-fuel use, with coal demand increasing by more than total renewables generation this year and accounting for more than half of global energy demand growth. Demand for renewable power will increase by 8,300 TWh (8%) this year, the largest y/y increase recorded by the IEA.  As renewables generation is built out, demand for bulks (iron ore and steel) and base metals will increase.1  Building that new energy supply will contribute to rising CO2, particularly in the renewables' supply chains. Feature Energy demand will recover much of the ground lost to the COVID-19 pandemic last year, according to the IEA.2 Most of this is down to successful rollouts of vaccination programs in systemically important economies – e.g., China, the US and the UK – and the massive fiscal and monetary stimulus deployed to carry the global economy through the pandemic. The risk of further lockdowns and uncontrolled spread of variants of the virus remains high, but, at present, progress continues to be made and wider vaccine distribution can be expected. The IEA expects a global recovery in energy demand of 4.6% this year, which will put total demand at ~ 0.5% above 2019 levels. The global rebound will be led by EM economies, where demand is expected to grow 3.4% this year vs. 2019 levels and will account for ~ 70% of global energy demand growth. Energy demand in DM economies will fall 3% this year vs 2019 levels. Overall, global demand is expected to recover all the ground lost to the COVID-19 pandemic, according to the IEA. Chart of the WeekGlobal CO2 Emissions Will Rebound Post-COVID-19 Global CO2 Emissions Will Rebound Post-COVID-19 Global CO2 Emissions Will Rebound Post-COVID-19 Coal demand will lead the rebound in fossil-fuel use, which is expected to account for more than total renewables demand globally this year, covering more than half of global energy demand growth. This will push CO2 emissions up by 5% this year. Asia coal demand – led by China's and India's world-leading coal-plant buildout over the past 20 years – will account for 80% of world demand (Chart 2). Chart 2China, India Lead Coal-Fired Generation Buildout China, India Lead Coal-Fired Generation Buildout China, India Lead Coal-Fired Generation Buildout Demand for renewable power will post its biggest year-on-year gain on record, increasing by 8,300 TWh (8%) this year. This increase comes at the back of roughly a decade of an increasing share of electricity from renewables globally (Chart 3). As renewables generation is built out, demand for bulks (iron ore and steel) and base metals will increase.3 Building that new energy supply will contribute to rising CO2, particularly in the renewables' supply chains. Chart 3Share of Electricity From Renewables Has Been Increasing Share of Electricity From Renewables Has Been Increasing Share of Electricity From Renewables Has Been Increasing ESG Risks Increase With Renewables Buildout Governments have pledged to invest vast sums of money into the green energy transition, to reduce fossil fuels consumption and deforestation, thus curbing temperature increases. In addition, banks have pledged trillions will be made available to support the buildout of renewable technologies over the coming years. The World Bank, under the most ambitious scenarios considered (IEA ETP B2DS and IRENA REmap), projects that renewables, will make up approximately 90% of the installed electricity generation capacity up to 2050. This analysis excludes oil, biomass and tidal energy. (Chart 4). Building these renewable energy sources will be extremely mineral intensive (Chart 5). Chart 4Renewables Potential Is Huge … Renewables ESG Risks Grow With Demand Renewables ESG Risks Grow With Demand While we have highlighted issues such as a lack of mining capex and decreasing ore grades in past research – both of which can be addressed by higher metals and minerals prices – the environmental, social and governance (ESG) risks posed by mining are equally important factors for investors, policymakers and mining companies to consider.4 The mining industry generally uses three principal sources of energy for its operations – diesel fuel (mostly in moving mined ore down the supply chain for processing), grid electricity and explosives. Of these three, diesel and electricity consumption contributes substantially to mining’s GHG emissions. In the mining stage, land clearing, drilling, blasting, crushing and hauling require a considerable amount of energy, and hence emit the highest amounts of greenhouse gases (GHGs). Chart 5… As Are Its Mineral Requirements Renewables ESG Risks Grow With Demand Renewables ESG Risks Grow With Demand The Environmental Impact Of Mining Under the scenarios depicted in Chart 5, copper suppliers could be called on to produce approximately 21mm MT of the red metal annually between now and 2050, which is equivalent to a 7% annual increase of supplies vs. the 2017 reference year shown in the chart. Mining sufficient amounts of copper, a metal which is critical to the renewable energy buildout, both in terms of quantity and versatility, will test miners' and governments' ability to extract sufficient amounts of ore for further processing without massively damaging the environment or indigenous populations' habitats (Chart 6). Chart 6Copper Spans All Renewables Technologies Renewables ESG Risks Grow With Demand Renewables ESG Risks Grow With Demand A recent risk analysis of 308 undeveloped copper orebodies found that for 180 of the orebodies – roughly equivalent to 570mm MT of copper – ore-grade risk was characterized as moderate-to-high risk.5 High risk implies a lower concentration of metal in the ore deposits. Mining in ore bodies with lower copper grades will be more energy intensive, and thus will emit more greenhouse gases. Table 1 is a risk matrix of the 40 mines that have the most amount of copper tonnage in this analysis: 27 of these mines displayed in the matrix have a medium-to-high grade risk. Table 1Mining Risk Matrix Renewables ESG Risks Grow With Demand Renewables ESG Risks Grow With Demand Another analysis established a negative relationship between the ore-grade quality and energy consumption across mines for different metals and minerals.6 This paper found that, as ore grade depletes, the energy needed to extract it and send it along the supply chain for further processing is exponentially higher (Chart 7). Lastly, a recent examination found that in 2018, primary metals and mining accounted for approximately 10% of the total greenhouse gases. Using a case study of Chile, the world’s largest producer of the red metal, the researchers found that fuel consumption increased by 130% and electricity consumption per unit of mined copper increased by 32% from 2001 to 2017. This increase was primarily due to decreasing ore grades.7 As ore grades continue to fall, these exponential relationships likely will persist or become more significant. Chart 7Energy Use Rises As Ore Quality Falls Renewables ESG Risks Grow With Demand Renewables ESG Risks Grow With Demand Bottom Line: While technology can improve extraction, it cannot reduce the minimum energy required for the mining process. This increased energy use will contribute to the total amount of CO2 and other GHGs emitted in the process of extracting the ores required to realize a low-carbon future. Trade-Off Between CO2 Emissions And Economic Development A recent Reuters analysis highlights the gap between EM and DM from the perspective of their renewable energy transition priorities.8 Of the 17 UN Sustainable Development Goals (SDGs), “Taking action to combat climate change” takes precedence over the rest for DM economies. This is largely because they have already dealt with other energy and income intensive SDGs such as improvements in healthcare and poverty reduction. The large scale of unmet energy demand in developing countries poses a huge challenge to controlling CO2 emissions. The populations of these countries are growing fast and are projected to continue increasing over the next three decades. Rising populations, make the issue of a "green-energy transition" extremely dynamic – i.e., not only do EM economies need to replace existing fossil fuels, but they also need to add enough extra zero-emission fuel sources to meet the growth in energy demand. Bottom Line: Coupled with the increased amount of energy required to mine the same amount of metal (due to lower ore grades), rising energy demand resulting from a burgeoning population in EM economies - which use fossil fuels to meet their primary needs - will require more metals to be mined for the renewable energy transition. This will further increase the amount of carbon dioxide and other greenhouse gas emissions from mine activity, and increase the risk to indigenous populations living close-by to the sources of this new metals supply. ESG risks will increase as a result, presenting greater challenges to attracting funding to these efforts.   Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com   Commodities Round-Up Energy: Bullish OPEC 2.0 was expected to stick with its decision to return ~ 2mm b/d of supply to the market at its ministerial meeting Wednesday. Markets remain wary of demand slowing as COVID-19-induced lockdowns persist and case counts increase globally. The production being returned to market includes 1mm b/d of voluntary cuts by Saudi Arabia, which could, if needs be, keep barrels off the market if demand weakens. Base Metals: Bullish Front-month COMEX copper is holding above $4.50/lb, after breaching its 11-year high earlier this week. The proximate cause of the initial lift above that level was news of a strike by Chilean port workers on Monday protesting restrictions on early pension-fund drawdowns, according to mining.com. After a slight breather, prices returned to trading north of $4.50/lb by mid-week. Last week, we raised our Dec21 COMEX copper price forecast to $5.00/lb from $4.50/lb. Separately, high-grade iron ore (65% Fe) hit record highs, while the benchmark grade (62% Fe) traded above $190/MT earlier in the week on the back of lower-than-expected production by major suppliers and USD weakness. Steel futures on the Shanghai Futures Exchange hit another record as well, as strong demand and threats of mandated reductions in Chinese steel output to reduce pollution loom (Chart 8). Precious Metals: Bullish Rising COVID cases, especially in India, Brazil and Japan are increasing gold’s safe-haven appeal (Chart 9). The US CFTC, in its Commitment of Traders (COT) report for the week ending April 20, stated that speculators raised their COMEX gold bullish positions. At the end of the two-day FOMC meeting, the Fed decided against lifting interest rates and withdrawing support for the US economy. However, officials sounded more optimistic about the economy than they did in March. The decision did not give any sign interest rates would be lifted, or asset purchases would be tapered against the backdrop of a steadily improving economy.  Net, this could increase demand for gold, as inflationary pressures rise. As of Tuesday’s close, COMEX gold was trading at $1778/oz. Ags/Softs: Neutral Corn and bean futures settled down by mid-week after a sharp rally earlier. After rising to a new eight-year high just below $7/bushel due to cold weather in the US, and fears a lower harvest in Brazil will reduce global grain supplies, corn settled down to ~ $6.85/bu at mid-week trading. Beans traded above $15.50/bu earlier in the week, their highest since June 2014, and settled down to ~ $15.36/bu by mid-week. Attention remains focused on global supplies. The uptrend in grains and beans remains intact. Chart 8 OCTOBER HRC FUTURES HIT A HIGH ON THE SHFE OCTOBER HRC FUTURES HIT A HIGH ON THE SHFE Chart 9 Covid Uncertainty Could Push Up Gold Demand Covid Uncertainty Could Push Up Gold Demand   Footnotes 1     Please see Renewables, China's FYP Underpin Metals Demand, published 26 November 2020, for further discussion.  It is available at ces.bcaresearch.com. 2     Please see Global Energy Review 2021, the IEA's Flagship report for April 2021. 3    Please see Renewables, China's FYP Underpin Metals Demand, published 26 November 2020, for further discussion.  It is available at ces.bcaresearch.com. 4    We discussed these capex issues in last week's research, Copper Headed Higher On Surge In Steel Prices, which is available at ces.bcaresearch.com. 5    Please see Valenta et al.’s ‘Re-thinking complex orebodies: Consequences for the future world supply of copper’ published in 2019 for this analysis. 6    Please see Calvo et. al.’s ‘Decreasing Ore Grades in Global Metallic Mining: A Theoretical Issue or a Global Reality?’ published in 2016 for this analysis. 7     Please see Azadi et. al.’s ‘Transparency on greenhouse gas emissions from mining to enable climate change mitigation’ published in 2020 for this analysis. 8    Please see John Kemp's Column: CO2 emission limits and economic development published 19 April 2021 by reuters.com.   Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights Stronger global growth in the wake of continued and expected fiscal and monetary stimulus, and progress against COVID-19 are boosting oil demand assumptions by the major data suppliers for this year.  We lifted our 2021 global demand estimate by 640k b/d to 98.25mm b/d, and assume OPEC 2.0 will make the necessary adjustments to keep Brent prices closer to $60/bbl than not, so as not to disrupt a fragile recovery. We are maintaining our 2022 and 2023 Brent forecasts at $65/bbl and $75/bbl. Commodity markets are ignoring the rising odds of armed conflict involving the US, Russia and China and their clients and allies.  Russia has massed troops on Ukraine’s border and warned the US not to interfere.  China has massed warships off the coast of the Philippines, and continues its incursions in Taiwan’s air-defense zone, keeping US forces on alert.  Intentional or accidental engagement would spike oil prices.  Two-way price risk abounds.  In addition to the risk of armed hostilities, faster distribution of vaccines would accelerate recovery and boost prices above our forecasts.  Downside risk of a resurgence in COVID-19-induced lockdowns remains, as rising death and hospitalization rates in Brazil, India and Europe attest (Chart of the Week). Feature Oil-demand estimates – ours included – are reviving in the wake of measurable progress in combating the COVID-19 pandemic in major economies, and an abundance of fiscal and monetary stimulus, particularly out of the US.1 On the back of higher IMF GDP projections, we lifted our 2021 global demand estimate by 640k b/d to 98.25mm b/d in this month’s balances. In our modeling, we assume OPEC 2.0 will make the necessary adjustments to keep Brent prices closer to $60/bbl than not, so as not to disrupt a fragile recovery. In an unusual turn of events, the early stages of the recovery in oil demand will be led by DM markets, which we proxy using OECD oil consumption (Chart 2). Thereafter, EM economies, re-take the growth lead next year and into 2023. Chart of the WeekCOVID-19 Deaths, Hospitalizations Threaten Global Recovery Upside Oil Price Risks Are Increasing Upside Oil Price Risks Are Increasing Chart 2DM Demand Surges This Year DM Demand Surges This Year DM Demand Surges This Year Absorbing OPEC 2.0 Spare Capacity We continue to model OPEC 2.0, the producer coalition led by the Kingdom of Saudi Arabia (KSA) and Russia, as the dominant producer in the market. The growth we are expecting this year will absorb a significant share of OPEC 2.0’s spare capacity, most of which – ~ 6mm b/d of the ~ 8mm b/d – is to be found in KSA (Chart 3). The core producers’ spare capacity allows them to meet recovering demand faster than the US shale producers can mobilize rigs and crews and get new supply into gathering lines and on to main lines. We model the US shale producers as a price-taking cohort, who will produce whatever the market allows them to produce. After falling to 9.22mm b/d in 2020, we expect US production to recover to 9.56mm b/d this year, 10.65mm b/d in 2022, and 11.18mm in 2023 (Chart 4). Lower 48 production growth in the US will be led by the shales, which will account for ~ 80% of total US output each year. Chart 3Core OPEC 2.0 Spare Capacity Will Respond First To Higher Demand Core OPEC 2.0 Spare Capacity Will Respond First To Higher Demand Core OPEC 2.0 Spare Capacity Will Respond First To Higher Demand Chart 4Shale Is The Marginal Barrel In The Price Taking Cohort Shale Is The Marginal Barrel In The Price Taking Cohort Shale Is The Marginal Barrel In The Price Taking Cohort OPEC 2.0’s dominant position on the supply side allows it to capture economic rents before non-coalition producers, which will remain a disincentive to them until the spare capacity is exhausted. Thereafter, the price-taking cohort likely will fund much of its E+P activities out of retained earnings, given their limited ability to attract capital. Equity investors will continue to demand dividends that can be maintained and grown, or return of capital via share buybacks. This will restrain production growth to those firms that are profitable. We expect the OPEC 2.0 coalition’s production discipline will keep supply levels just below demand so that inventories continue to fall, just as they have done during the COVID-19 pandemic, despite the demand destruction it caused (Chart 5). These modeling assumptions lead us to continue to expect supply and demand will continue to move toward balance into 2023 (Table 1). Chart 5Supply-Demand Balances in 2021 Supply-Demand Balances in 2021 Supply-Demand Balances in 2021 Table 1BCA Global Oil Supply - Demand Balances (MMb/d, Base Case Balances) Upside Oil Price Risks Are Increasing Upside Oil Price Risks Are Increasing We continue to expect this balancing to induce persistent physical deficits, which will keep inventories falling into 2023 (Chart 6). As inventories are drawn, OPEC 2.0’s dominant-producer position will allow it to will keep the Brent and WTI forward curves backwardated (Chart 7).2 We are maintaining our 2022 and 2023 Brent forecasts at $65/bbl and $75/bbl (Chart 8). Chart 6OPEC 2.0 Policy Continues To Keep Supply Below Demand... OPEC 2.0 Policy Continues To Keep Supply Below Demand... OPEC 2.0 Policy Continues To Keep Supply Below Demand... Chart 7OECD Inventories Fall to 2023 OECD Inventories Fall to 2023 OECD Inventories Fall to 2023 Chart 8Brent Forecasts Rise As Global Economy Recovers Brent Forecasts Rise As Global Economy Recovers Brent Forecasts Rise As Global Economy Recovers Two-Way Price Risk Abounds Risks to our views abound on the upside and the downside. To the upside, the example of the UK and the US in mobilizing its distribution of vaccines is instructive. Both states got off to a rough start, particularly the US, which did not seem to have a strategy in place as recently as January. After the US kicked its procurement and distribution into high gear its vaccination rates soared and now appear to be on track to deliver a “normal” Fourth of July holiday in the US. The UK has begun its reopening this week. Both states are expected to achieve herd immunity in 3Q21.3 The EU, which mishandled its procurement and distribution likely benefits from lessons learned in the UK and US and achieves herd immunity in 4Q21, according to McKinsey’s research. Any acceleration in this timetable likely would lead to stronger growth and higher oil prices. The next big task for the global community will be making vaccines available to EM economies, particularly those in which the pandemic is accelerating and providing the ideal setting for mutations and the spread of variants that could become difficult to contain. The risk of a resurgence in large-scale COVID-19-induced lockdowns remains, as rising death and hospitalization rates in Brazil, India and Europe attest. Cry Havoc The other big upside risk we see is armed conflict involving the US, Russia, China and their clients and allies. Commodity markets are ignoring these risks at present. Even though they do not rise to the level of war, the odds of kinetic engagement – planes being shot down or ships engaging in battle in the South China Sea – are rising on a daily basis. This is not unexpected, as our colleagues in BCA Research’s Geopolitical Strategy pointed out recently.4 Indeed, our GPS service, led by Matt Gertken, warned the Biden administration would be tested in this manner by Russia and China from the get-go. Russia has massed troops on Ukraine’s border and warned the US not to interfere. China has massed warships off the coast of the Philippines, and continues its incursions in Taiwan’s air-defense zone, keeping US forces on alert. Political dialogue between the US and Russia and the US and China is increasingly vitriolic, with no sign of any leavening in the near future. Intentional or accidental engagement could let slip the dogs of war and spike oil prices briefly. Finally, OPEC 2.0 is going to have to accommodate the “official” return of Iran as a bona fide oil exporter, if, as we expect, it is able to reinstate its nuclear deal – i.e., the Joint Comprehensive Plan of Action (JCPOA) – with Western states, which was abrogated by then-President Donald Trump in 2018. This may prove difficult, given our view that the oil-price collapse of 2014-16 was the result of the Saudis engineering a market-share war to tank prices, in an effort to deny Iran $100+ per-barrel prices that had prevailed between end-2010 and mid-2014. OPEC 2.0, particularly KSA, has not publicly involved itself in the US-Iran negotiations. However, it is worthwhile recalling that following the disastrous market-share war launched in 2014, KSA and the rest of OPEC 2.0 did accommodate Iran’s return to markets post-JCPOA.   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish Brent and WTI prices rallied sharply following the release of the EIA’s Weekly Petroleum Status Report showing a 9.1mm-barrel decline in US crude and product stocks for the week ended 9 April 2021. This was led by a huge draw in commercial crude and distillate inventories (5.9mm barrels and 2.1mm barrels, respectively). These draws came on the back of generally bullish global demand upgrades by the major data services (EIA, IEA and OPEC) over the past week. These assessments were supported by EIA data showing refined-product demand – i.e., “product supplied” – jumped 1.1mm b/d for the week ended 9 April. With vaccine distributions picking up steam, despite setbacks on the Johnson & Johnson jab, the storage draws and improved demand appear to have catalyze the move higher. Continued weakness in the USD also provided a tailwind, as did falling real interest rates in the US. Base Metals: Bullish Nickel prices fell earlier this week, as China’s official Xinhua news agency reported that Chinese Premier, Li Keqiang stressed the need to strengthen raw materials’ market regulation, amidst rising commodities prices, which been pressuring corporate financial performance (Chart 9). This statement came after China’s top economic advisor, Liu He also called for authorities to track commodities prices last week. Nickel prices fell by around $500/ ton earlier this week on this news, and were trading at $16,114.5/MT on the London Metals exchange as of Tuesday’s close. Other base metals were not affected by this news. Precious Metals: Bullish The US dollar and 10-year treasury yields fell after March US inflation data was released earlier this week. US consumer prices rose by the most in nearly nine years. The demand for an inflation hedge, coupled with the falling US dollar and treasury yields, which reduce the opportunity cost of purchasing gold, caused gold prices to rise (Chart 10). This uncertainty, coupled with the increasing inflationary pressures due to the US fiscal stimulus will increase demand for gold. Spot COMEX gold prices were trading at $1,746.20/oz as of Tuesday’s close. Ags/Softs: Neutral The USDA reported ending stocks of corn in the US stood at 1.35 billion bushels, well below market estimates of 1.39 billion and the 1.50 billion-bushel estimate by the Department last month, according to agriculture.com’s tally.  Global corn stocks ended at 283.9mm MT vs a market estimate of 284.5mm MT and a Department estimate of 287.6mm MT.  Chart 9Base Metals Are Being Bullish Base Metals Are Being Bullish Base Metals Are Being Bullish Chart 10Gold Prices To Rise Gold Prices To Rise Gold Prices To Rise   Footnotes 1     Please see US-Russia Pipeline Standoff Could Push LNG Prices Higher, which we published on 8 April 2021 re the IMF’s latest forecast for global growth.  Briefly, the Fund raised its growth expectations for this year and next to 6% and 4.4%, respectively, nearly a full percentage-point increase versus its January forecast update for 2021 2     A backwardated forward curve – prompt prices trading in excess of deferred prices – is the market’s way of signaling tightness.  It means refiners of crude oil value crude availability right now over availability a year from now.  This is exactly the same dynamic that drives an investor to pay $1 today for a dollar bill delivered tomorrow than for that same dollar bill delivered a year from now (that might only fetch 98 cents today, e.g.). 3    Please see When will the COVID-19 pandemic end?, published 26 March 2021 by McKinsey & Co. 4    Please see The Arsenal Of Democracy, a prescient analysis published 2 April 2021 by BCA’s Geopolitical Strategy.  The report notes the Biden administration “still faces early stress-tests on China/Taiwan, Russia, Iran, and even North Korea.  Game theory helps explain why financial markets cannot ignore the 60% chance of a crisis in the Taiwan Strait. A full-fledged war is still low-probability, but Taiwan remains the world’s preeminent geopolitical risk.”   Investment Views and Themes Recommendations Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades Higher Inflation On The Way Higher Inflation On The Way

Highlights Global shortages of medical equipment – including medicines – are frontloaded until emergency production kicks in. As the crisis abates, political recriminations between the US and China will surge. The US will seek to minimize medical supply exposure to China going forward, a boon for India and Mexico. China has escaped the COVID-19 crisis with minimal impact on food supply. Pork prices are surging due to African Swine Flu, but meat is a luxury. Still, the “Misery Index” is spiking and this will increase social instability. Food insecurity, inflation, and large current account deficits suggest that emerging market currencies will remain under pressure. Turkey and South Africa stand to suffer while we remain overweight Malaysia. Feature Chart 1Collapse In Economic Activity Collapse In Economic Activity Collapse In Economic Activity With a third of the world population under some form of lockdown, general activity in the world’s manufacturing powerhouses has collapsed (Chart 1). The breakdown is a double whammy on market fundamentals. On the supply side, government-mandated containment efforts force workers in non-essential services to stay home while, on the demand side, households confined to their homes are unable to spend. Acute demand for medical supplies is causing shortages, while supply disruptions threaten states that lack food security. While global monetary and fiscal stimulus will soften the blow (Chart 2), the economic shock is estimated to be a 2% contraction in real GDP for every month of strict isolation. If measures are extended beyond April, markets will sell and new stimulus will be applied. Already the US Congress is negotiating the $1-$2 trillion infrastructure package that we discussed in our March 4 report, and cash handouts will be ongoing. When the dust settles the political fallout will be massive. Authoritarian states like China and especially Iran will face greater challenges maintaining domestic stability. Democracies like Italy and the US, which lead the COVID-19 case count, are the most likely to experience a change in leadership (Chart 3). Initially the ruling parties of the democracies are receiving a bump in opinion polling, but this will fade as households will be worse off and will likely vent their grievances at the ballot box. Chart 2 Chart 3 Until a vaccine or treatment is discovered, medical equipment and social distancing are the only weapons against the pandemic. National production is (rightly) being redirected from clothing and cars to masks and ventilators to meet the spike in demand. Will the supply shock cause shortages in food and medicine – essential goods for humankind? In this report we address the impact of COVID-19 on global supply security and assess the market implications. Medical Equipment Shortages Will Spur Protectionism Chart Policymakers are fighting today’s crisis with the tools of the 2008 crisis, but a lasting rebound in financial markets will depend on surmounting the pandemic, which is prerequisite to economic recovery (Table 1). As the US faces the peak of its COVID-19 outbreak, public health officials and doctors are raising the alarm on the shortage of medical supplies. A recent US Conference of Mayors survey reveals that out of the 38% of mayors who say they have received supplies from their state, 84.6% say they are inadequate (Chart 4). Italy serves as a warning: A reported 8% of the COVID-19 cases there are doctors and health professionals, often treating patients without gloves or with compromised protective gear. These workers are irreplaceable and when they succumb the virus cannot be contained. In the US, doctors and nurses are re-using masks and sometimes treating patients behind a mere curtain, highlighting the supply shortage. While the shortages are mainly driven by a surge in demand from both medical institutions and households, they also come from the supply side, particularly China. Factory closures and transportation disruptions in China earlier this year, coupled with Beijing’s government-mandated export curbs, reduced Chinese exports, a major source of US and global supplies (Chart 5). Chart 4 Chart 5 Other countries have imposed restrictions on exports of products used in combating the spread of COVID-19. Following export restrictions by the French, German, and Czech governments in early March, the European Commission intervened on March 15 to ensure intra-EU trade. It also restricted exports of protective medical gear outside of the EU. At least 54 nations have imposed new export restrictions on medical supplies since the beginning of the year.1 Both European and Chinese measures will reduce supplies in the US, the top destination for most of these halted exports (Chart 6). Chart 6 Thus it is no wonder that the Trump administration has rushed to cut import duties and boost domestic production. The administration has released strategic stockpiles and cut tariffs on Chinese medical equipment used to treat COVID-19. With the whole nation mobilized, supply kinks should improve greatly in April. After a debacle in rolling out test kits (Chart 7), the US is rapidly increasing its testing capabilities to manage the crisis, with over a million tests completed as of the end of March (Chart 8). Meanwhile a coalition of companies is taking shape to make face masks. The president has invoked the defense production act to force companies to make ventilators. Chart 7 Chart 8 However, with the pandemic peaking in the US, the hardest-hit regions will continue experiencing shortages in the near term. Shortages are prompting public outcry against the US government for its failure to anticipate and redress supply chain vulnerabilities that were well known and warned against. A report in The New York Times tells how Mike Bowen, owner of Texas-based mask-maker Prestige Ameritech, has advised the past three presidents about the danger in the fact that the US imports 95% of its surgical masks. “Aside from sitting in front of the White House and lighting myself on fire, I feel like I’ve done everything I can,” he said. He is currently inundated with emergency orders from US hospitals. The same report tells of a company called Strong Manufacturers in North Carolina that had to cut production of masks because it depends on raw materials from Wuhan, China, where the virus originated.2 The Trump administration will suffer the initial public uproar, but the US government will also seek to reduce import dependency going forward, and it will likely deflect some of the blame by focusing on the supply risks posed by China. Beijing, for its part, is launching a propaganda campaign against the US to distract from its own failures at home (some officials have even blamed the US for the virus). Meanwhile it is cranking up production and shipping medical supplies to crisis hit areas like Italy to try to repair its global image after having given rise to the virus. In addition, the city of Shenzhen is sending 1.2 million N95 masks to the US on the New England Patriots’ team plane. Even Russia is sending small donations. But these moves work to propagandistic efforts in these countries and will ultimately shame the Americans into taking measures to improve self-sufficiency. Bottom Line: The most important supply shortage amid the global pandemic is that of medical equipment. While these shortages will abate sooner rather than later, the supply chain vulnerabilities they have exposed will trigger new policies of supply redundancy and import substitution. The US in particular will seek to reduce dependency on China. That COVID-19 is aggravating rather than reducing tensions between these states, despite China’s role as a key supplier in a time of need, highlights the secular nature of their rising tensions. The US-China Drug War Shortages of pharmaceuticals are also occurring, despite the fact that the primary pandemic response is necessarily “non-pharmaceutical” (e.g. social distancing). The US Food and Drug Administration (FDA) announced the first COVID-19 related drug shortage in the US on February 27. While the specific drug was not disclosed, the announcement notes that “the shortage is due to an issue with manufacturing of an active pharmaceutical ingredient used in the drug.”3 The FDA is monitoring 20 other (non-critical) drugs potentially at risk of shortages because the sole source is China. The global spread of the pandemic will increase these shortages. On March 3 India announced export restrictions on 26 drugs, including paracetamol and several antibiotics, due to supply disruptions caused by the Chinese shutdown. While Chinese economic activity has since picked up, India is now among the string of countries under a nationwide lockdown. Similar measures enforced across Europe will also hamper the production and transportation of these goods. The implication is that even if Chinese drugs return to market, supplies further down the chain and from alternative suppliers will take a hit. The risk that this will evolve into a drug shortage depends on the intensity of the outbreak. Drug companies generally hold 3-6 months’ worth of inventories. Consequently, while inventories are likely to draw as supplies are disrupted, consumers may not experience an outright shortage immediately. In the US, as with equipment and protective gear, the government’s strategic stockpile will buffer against shortfalls in supplies of critical drugs. COVID-19 is aggravating rather than reducing US-China tensions. Nevertheless the supply chain is getting caught up in the larger US-China strategic conflict. Even before the pandemic, the US-China trade war brought attention to the US’s vulnerabilities to China’s drug exports. This dispute is not limited to illicit drugs, as with China’s production of the opioid fentanyl, but also extends to mainstream medicines, as highlighted in the selection of public statements shown in Table 2. Chart Chart 9 How much does the US rely on China for medicine? According to FDA data, just over half of manufacturing facilities producing regulated drugs in finished dosage form for the US market are located abroad, with China’s share at 7% (Chart 9).4 The figures are higher for manufacturing facilities producing active pharmaceutical ingredients, though still not alarming – 72% of the facilities are located abroad, with 13% in China. Of course, high-level data understate China’s influence. The complex nature of global drug supply chains means that the source of finished dosage forms masks dependencies and dominance higher up the supply chain (Figure 1). Chart For instance, active pharmaceutical ingredients produced in Chinese facilities are used as intermediate goods by finished dosage facilities in India as well as China. The FDA reports that Indian finished dosage facilities rely on China for three-quarters of the active ingredients in their generic drug formulations, which are then exported to the US and the rest of the world. Any supply disruption in China – or any other major drug producer – will lead to shortages further down the supply chain. Chart 10 Chinese influence becomes more apparent when the sample is restricted to generic prescription drugs. These are especially relevant because nearly 70% of Americans are on at least one prescription drug, of which more than 90% are dispensed in the generic form. In this case, 87% of ingredient manufacturers and 60% of finished dosage manufacturers are located outside the US, with 17% of ingredient facilities and 8% of dosage facilities in China (Chart 10). Of all the facilities that manufacture active ingredients that are listed on the World Health Organization’s Essential Medicines List – a compilation of drugs that are considered critical to the health system – 71% are located aboard with 15% located in China (Chart 11). Moreover, manufacturers are relatively inflexible when adapting to market conditions and shortages. Drug manufacturing facilities generally operate at above 80% of their capacity and are thus left with little immediate capacity to ramp up production in reaction to shortages elsewhere. In addition, manufacturers face challenges in changing ingredient suppliers – there is no centralized source of information on them, and additional FDA approvals are required. The US will look to reduce its dependency on China for its drug supplies regardless of 2020 election outcome. China also has overwhelming dominance in specific categories. The Council on Foreign Relations reports that China makes up 97% of the US antibiotics market.5 Other common drugs that are highly dependent on China for supplies include ibuprofen, acetaminophen, hydrocortisone, penicillin, and heparin (Chart 12). Chart 11 Chart 12 Taking it all together, US vulnerability can be overstated. Consider the following: Of the 370 drugs on the Essential Medicines List that are marketed in the US, only three are produced solely in China. None of these three are used to treat top ten causes of death in the United States. Import substitution is uneconomical. Foreign companies, especially Chinese companies, are attractive due to their lower costs and lax regulations. While China’s influence extends higher up the supply chain, this is true for US markets as well as other consumer markets. While China can cut off the US from the finished dosages it supplies, it cannot do the same for the ingredients that are used by facilities in other countries and eventually make their way to the US in finished dosage form. Americans are demanding that drug prices be reduced and an obvious solution is looser controls on imports. The recent activation of the Defense Production Act shows that the US can take action to boost domestic production in emergencies. Nevertheless, China is growing conspicuous to the American public due to general trade tensions and COVID-19. As it moves up the value chain, it also threatens increasing competition for the US and its allies. Hence the US government will have a strategic reason to cap China’s influence that is also supported by corporate interests and popular opinion. This will lead to tense trade negotiations with China and meanwhile the US will seek alternative suppliers. China will not want to lose market share or leverage over the United States, so it may offer trade concessions at some point to keep the US engaged. Ultimately, however, strategic tensions will catalyze US policy moves to reduce the cost differential with China and promote its rivals. Pressure on China over its currency, regulatory standards, and scientific-technological acquisition will continue regardless of which party wins the White House in 2020. The Democrats would increase focus on China’s transparency and adherence to international standards, including labor and environmental standards. Both Republicans and Democrats will try to boost trade with allies. The key beneficiaries will be India, Southeast Asia, and the Americas. Taiwan’s importance will grow as a middle-man, but so will its vulnerability to strategic tensions. Bottom Line: The US and the rest of the world are suffering shortfalls of equipment necessary to combat COVID-19. There is also a risk of drug shortages stemming from supply disruptions and emergency protectionist policies. These shortages look to be manageable, but they have exposed national vulnerabilities that will be reduced in future via interventionist trade policies. While the US and Europe will ultimately manage the outbreak, the political fallout will be immense. The US will look to reduce its dependency on China. This will increase investment in non-China producers of active pharmaceutical ingredients, such as India and Mexico. The US tactics against China will vary according to the election result, but the strategic direction of diversifying away from China is clear and will have popular impetus in the wake of COVID-19. Food Security In addition to the challenges posed by COVID-19 on medical supplies, food – another essential good – also faces risk of shortages. China is a case in point. Food prices there were on the rise well before the COVID-19 outbreak, averaging 17.3% in the final quarter of 2019. However inflation was limited to pork and its substitutes – beef, lamb and poultry – and reflected a reduction in pork supplies on the back of the African Swine Flu outbreak. While year-on-year increases in the prices of pork and beef averaged 102.8% and 21.0%, respectively, grain, fresh vegetable, and fresh fruit prices averaged 0.6%, 1.5%, and -5.0% in Q42019 (Chart 13). Chart 13Chinese Inflation Has (Thus far) Been Contained To Pork Chinese Inflation Has (Thus far) Been Contained To Pork Chinese Inflation Has (Thus far) Been Contained To Pork Chart 14China's Misery Index Is Spiking - A Political Liability China's Misery Index Is Spiking - A Political Liability China's Misery Index Is Spiking - A Political Liability However China’s COVID-19 containment measures had a more broad-based impact on food supplies, threatening to push up China’s Misery Index (Chart 14). Travel restrictions, roadblocks, quarantined farm laborers, and risk-averse truck drivers introduced challenges not only in ensuring supplies were delivered to consumers, but also to daily farm activity and planting. The absence of farm inputs needed for planting such as seeds and fertilizer, and animal feed for livestock, was especially damaging in regions hardest hit by the pandemic. Livestock farmers already struggling with swine flu-related reductions in herd sizes were forced to prematurely cull starving animals, cutting the stock of chicken and hogs. Now as the country transitions out of its COVID-19 containment phase and moves toward normalizing activity (Chart 15), food security is top of the mind. Authorities are emphasizing the need to ensure sufficient food supplies and adopt policies to encourage production.6 This is especially important for crops due to be planted in the spring. Delayed or reduced plantings would weight on the quality and quantity of the crops, pushing prices up. Chart 15 With food estimated to account for 19.9% of China’s CPI basket – 12.8% of which goes towards pork (Chart 16) – a prolonged food shortage, or a full-blown food crisis, would be extremely damaging to Chinese families and their pocketbooks. Chart 16 However, apart from soybeans and to a lesser extent livestock, China’s inventories are well stocked (Chart 17) and are significantly higher than levels amid the 2006-2008 and 2010-2012 food crises. Inventories have been built up specifically to provide ammunition precisely in times of crisis. Corn and rice stocks are capable of covering consumption for nearly three quarters of a year, and wheat stocks exceeding a year’s worth of consumption. Thus, while not completely immune, China today is better able to weather a supply shock. Moreover, with the exception of soybeans, China is not overly dependent on imports for agricultural supplies (Chart 18). Chart 17   Chart 18 As the COVID-19 epicenter shifts to the US and Europe, farmers there are beginning to face the same challenges. Reports of delays in the arrival of shipments of inputs such as fertilizer and seeds have prompted American farmers to prepare for the worst and order these goods ahead of time. Chart 19 While these proactive measures will help reduce risks to supply, farmers in Europe and parts of the US who typically rely on migrant laborers will need to search for alternative laborers as the planting season nears. Just last week France’s agriculture minister asked hairdressers, waiters, florists, and others that find themselves unemployed to take up work in farms to ensure food security. As countries become increasingly aware of the risks to food supplies, some have already introduced protectionist measures, especially in the former Soviet Union: The Russian agriculture ministry proposed setting up a quota for Russian grain exports and has already announced that it is suspending exports of processed grains from March 20 for 10 days. Kazakhstan suspended exports of several agricultural goods including wheat flour and sugar until at least April 15. On March 27, Ukraine’s economy ministry announced that it was monitoring wheat export and would take measures necessary to ensure domestic supplies are adequate. Vietnam temporarily suspended rice contracts until March 28 as it checked if it had sufficient domestic supplies. The challenge is that, unlike China, inventories in the rest of the world are not any higher than during the previous food crisis and do not provide much of a buffer against supply shortfalls (Chart 19). Higher food prices would be especially painful to lower income countries where food makes up a larger share of household spending (Chart 20). In addition to using their strategic food stockpiles, governments will attempt to mitigate the impact of higher food prices by implementing a slew of policies: Chart 20 Trade policies: Producing countries will want to protect domestic supplies by restricting exports – either through complete bans or export quotas. Importing countries will attempt to reduce the burden of higher prices on consumers by cutting tariffs on the affected goods. Consumer-oriented policies: Importing countries will provide direct support to consumers in the form of food subsidies, social safety nets, tax reductions, and price controls. Producer-oriented policies: Governments will provide support to farmers to encourage greater production using measures such as input subsidies, producer price support, or tax exemptions on goods used in production. While these policies will help alleviate the pressure on consumers, they also result in greater government expenditures and lower revenues. Thus, subsidizing the import bill of a food price shock can weigh on public finances, debt levels, and FX reserves. Currencies already facing pressure due to the recessionary environment, such as Turkey, South Africa and Chile will come under even greater downward pressure. Food inventories ex-China are insufficient to protect against supply shortages. Bottom Line: COVID-19’s logistical disruptions are challenging farm output. This is especially true when transporting goods and individuals across borders rather than within countries. This will be especially challenging for food importing countries, as some producers have already started erecting protectionist measures and this will result in an added burden on government budgets that are already extended in efforts to contain the economic repercussions of the pandemic. Investment Implications Chart 21Ag Prices Inversely Correlated With USD Ag Prices Inversely Correlated With USD Ag Prices Inversely Correlated With USD China will continue trying to maximize its market share and move up the value chain in drug production. At the same time, the US is likely to diversify away from China and try to cap China’s market share. This will result in tense trade negotiations regardless of the outcome of the US election. The COVID-19 experience with medical shortages and newfound public awareness of potential medical supply chain vulnerabilities means that another round of the trade war is likely. Stay long USD-CNY. Regarding agriculture, demand for agricultural commodities is relatively inelastic. This inelasticity should prevent a complete collapse in prices even amid a weak demand environment. Thus given the risk on supplies, prices face upward pressure. However, not all crops are facing these same market dynamics. While wheat and rice prices have started to move in line with the dynamics described above, soybeans and to a greater extent corn prices have not reacted as such (Chart 21). In the case of soybeans, we expect demand to be relatively muted. China accounts for a third of the world’s soybean consumption. 80% of Chinese soybeans are crushed to produce meal to feed China’s massive pork industry. However, the 21% y/y decline in pork output in 2019 on the back of the African Swine Flu outbreak will weigh on demand and mute upward pressures on supplies. Demand for corn will also likely come in weak. The COVID-19 containment measures and the resulting halt in economic activity reduce demand for gasoline and, as a consequence, reduce demand for corn-based ethanol, which is blended with gasoline. In addition to the above fundamentals, ag prices have been weighed down by a strong USD which makes ex-US exporters relatively better off, incentivizing them to raise exports and increase global supplies. A weaker USD – which we do not see in the near term – would help support ag prices. It is worth noting that if there is broad enforcement of protectionist measures, then producers will not be able to benefit from a stronger dollar. In that case we may witness a breakdown in the relationship between ag prices and the dollar. In light of these supply/demand dynamics, we expect rice and wheat prices to be well supported going forward and to outperform corn and soybeans.   Roukaya Ibrahim Editor/Strategist Geopolitical Strategy RoukayaI@bcaresearch.com   Matt Gertken Vice President Geopolitical Strategist mattg@bcaresearch.com   Footnotes 1 See "Tackling COVID-19 Together: The Trade Policy Dimension," Global Trade Alert, University of St. Gallen, Switzerland, March 23, 2020. 2 See Rachel Abrams et al, "Governments and Companies Race to Make Masks Vital to Virus Fight," The New York Times, March 21, 2020. 3 The announcement also notes that there are other alternatives that can be used by patients. See "Coronavirus (COVID-19) Supply Chain Update," US FDA, February 27, 2020. 4 All regulated drugs include prescription (brand and generic), over the counter, and compounded drugs. 5 Please see Huang, Yanzhong, "The Coronavirus Outbreak Could Disrupt The US Drug Supply," Council on Foreign Relations, March 5, 2020. 6 The central government ordered local authorities to allow animal feed to pass through checkpoints amid the lockdowns. In addition, Beijing has relaxed import restrictions by lifting a ban on US poultry products and announcing that importers could apply for waivers on goods tariffed during the trade war such as pork and soybeans. The lifting of these restrictions also serves to help China meet its phase one trade deal commitments. Please see "Coronavirus hits China’s farms and food supply chain, with further spike in meat prices ahead," South China Morning Post, dated February 21, 2020.

Highlights Given that rising crop yields have been the main vehicle through which global supply of agricultural commodities grew to meet expanding demand, the risks posed to yields due to climate change are non-trivial. The impact of climate change will manifest itself in the form of two simultaneous trends: the gradual rise in temperatures alongside more frequent and severe weather events. While the latter will threaten immediate supply, the former is a slower moving process, and its net negative impact is unlikely to manifest before 2030. The implications of climate change on agriculture producers are non-uniform. Low-latitude countries with economies that are highly dependent on the agriculture sector will suffer most. Expect greater volatility in agriculture prices as the frequency of weather events will raise uncertainty. Feature The steady expansion of global population and rising per-capita calorie consumption has directly translated to growing demand for agricultural products of all types. However, these demand-side pressures increasingly will be met with disruptions to global supply of agricultural commodities, as the impact of climate change raises uncertainty. In any given year, the aggregate decisions of farmers all over the world – i.e., the choice of which crops to plant and how much acreage to dedicate to each crop – determine the supply and market prices of ags. In this competitive market, each farmer attempts to maximize his or her welfare by planting the crops that are expected to yield the greatest profit. Chart 12010/11 Shock Highlights Ag Vulnerability To Weather 2010/11 Shock Highlights Ag Vulnerability To Weather 2010/11 Shock Highlights Ag Vulnerability To Weather The collective action of these producers in reaction to perceived demand generally leads to stable prices, especially for staple commodities such as grains and oilseeds, which differ from industrial commodities in that they are not highly correlated with global business cycles. Demand trends are long-term and slow moving, and typically do not result in abrupt price pressures, as farmers have time to adjust and adapt to changing consumer preferences. Unforeseen, weather-induced supply-side shocks, therefore, are the main source of sudden price changes in ag markets. Such a shock was dramatically on display during the drought-induced crop failures in major grain and cereal producing regions in the most recent global food crisis of 2010/11. While this massive supply shock was not the first of its kind (Chart 1, on page 1), it highlighted the vulnerability of ag markets to weather risks and specifically the evolving environment under climate change. A 2019 study quantifies the impact of shifting weather patterns on the agricultural market, finding that year-to-year changes in climate factors during the growing season explain 20%-49% of change in corn, rice, soybean, and wheat yields, with climate extremes accounting for 18%-43% of this variation.1 In theory, the impact can manifest in several ways, sometimes contradictory: Extreme weather events: An increase in the frequency and intensity of droughts or floods which threaten to wipe out crops or reduce yields, creating unpredictable supply shocks. The gradual rise in temperature: Each crop has cardinal temperatures – defined by the minimum, maximum and optimum – that determine its boundaries for growth. Increases in temperatures induced by global warming may push the boundary, reducing yields in some regions. Changes in precipitation patterns: In many areas precipitation is projected to increase – both in short bursts and over longer periods. This will lead to greater soil erosion resulting in deterioration in the quality of soil. In other regions, precipitation will decrease, and drought is expected to become more frequent.2 Moreover, the interaction of these factors – along with other region-specific variables – will amplify the impact on crops: Rising temperatures and greater precipitation will result in greater amounts of water in the atmosphere, producing increased water vapor and greater cloud cover. This will reduce solar radiation, and will harm crop productivity. Elevated atmospheric carbon dioxide and CO2 fertilization: Greater CO2 concentrations brought on by continued growth in air pollution are positive for crops as they stimulate photosynthesis and plant growth. However, the impact differs across crops with plants such as soybeans, rice and wheat set to benefit relatively more than plants such as corn.3 Moreover, elevated atmospheric CO2 levels can help crops respond to environmental stresses and reduce yield losses due to ozone and crop water loss through partial stomatal closure and a reduction in ozone penetration into leaves. Temperature changes and the magnitude and intensity of precipitation impact soil moisture and surface runoff. Indirect effects of climate change – weeds, pests and pathogens – also present challenges as they require changes to management practices and may raise farming costs required. The impact of climate change on agriculture markets is already evident in increasing intensity and frequency of extreme weather events. The confluence of these factors, and the region- and crop-specific nature of these variables, makes it impossible to estimate the impact of evolving climate conditions on ag products with great accuracy. Nevertheless, our research suggests that the impact of climate change on ag markets will create opportunities in this evolving and highly uncertain market. Abrupt Shocks Amid Gradual Warming: The Long And Short View The impact of climate change on agriculture markets is already evident in the increasing intensity and frequency of extreme-weather events such as heatwaves, floods, and droughts. Charts 2A, 2B, and 2C, illustrate the impact of major weather events in crop-producing regions of the U.S. on yields, production and acreage for the crop year in which the events took place. Chart 2AExtreme Weather Events Reduce U.S. Corn Supplies … Extreme Weather Events Reduce U.S. Corn Supplies Extreme Weather Events Reduce U.S. Corn Supplies Chart 2B… Soybean Supplies … Extreme Weather Events Reduce U.S. Soybean Supplies Extreme Weather Events Reduce U.S. Soybean Supplies Chart 2C… And Wheat Supplies In A Big Way Extreme Weather Events Reduce U.S. Wheat Supplies In A Big Way Extreme Weather Events Reduce U.S. Wheat Supplies In A Big Way Chart 3Climate-Induced U.S. Supply Shocks Associated With Price Spikes Climate-Induced U.S. Supply Shocks Associated With Price Spikes Climate-Induced U.S. Supply Shocks Associated With Price Spikes   While the individual losses are a function of the magnitude of the event, the events highlighted translate to a 16%, 10%, and 7% decline in corn, soybean, and wheat yields, respectively. These supply disruptions generally do not extend beyond the event year, as the new crop year offers farmers a clean slate to raise output and maximize profits. Given that the U.S. is a major global supplier of these crops, extreme weather events and the subsequent supply reductions lead to non-negligible price pressures (Chart 3). While crop conditions thus far have failed to deteriorate in trend (Chart 4), greater frequency and intensity of weather events raise the probability of a decline in overall crop and could lower supply.   Chart 4Crop Conditions Have Generally Held Up Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Expanding the analysis to other major crop-producing regions of the world, we find that once again, extreme-weather events are associated with a decline in yields and production in the corresponding crop year (Chart 5). This exercise also indicates that the impact of droughts is significantly more pronounced than the impact of floods.4 While the weather-induced supply shocks described above are unpredictable, abrupt, and have an immediate impact on output and prices, the gradual warming of temperatures is a slow-moving process. Consequently, the impact will manifest in the form of gradual changes that are difficult to capture and quantify, especially given the mitigating effect of CO2 fertilization – i.e., higher yields resulting from higher CO2 in the atmosphere. Nonetheless, rising temperatures will become a serious risk in crop-planting regions both in the U.S. and globally (Chart 6). While rising temperatures are expected to bring about increasingly more wide-ranging supply disruptions (Chart 7), the net impact over the coming decade is not a clear negative. Chart 5Weather Events, Especially Droughts, Hurt Global Supplies Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Chart 6Rising Global Temperatures Will Pose A Serious Risk … Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Chart 7… Especially Above The 2°C Mark Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction One study expects the positive impact of CO2 fertilization on yields to overwhelm the negative effect of rising temperatures over the coming decade (Table 1). Elsewhere, studies forecast different responses, with some predicting incremental yield gains over the coming decade before temperatures rise to levels that overwhelm the benefits of greater CO2. Similarly, according to the FAO’s assessment, the net negative impact of climate change on global crop yields will only become apparent with a high degree of certainty post-2030.5 Table 1Estimates For The Response Of Global Average Crop Yields To Warming And CO2 Changes Over The Next Decades Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Bottom Line: Given that rising crop yields have been the main vehicle through which global ag supply grew to meet expanding demand, the risks posed to yields due to climate change are non-trivial. Supply disruptions generally do not extend beyond the event year, as the new crop year offers farmers a clean slate to raise output and maximize profits. The impact will manifest itself in the form of two simultaneous trends: the gradual rise in temperatures alongside more frequent and severe weather events. While the latter will threaten immediate supply, the former is a slower moving process, and its net negative impact is unlikely to manifest before 2030. The Winners … And Losers Rising temperatures are expected to result in a negligible impact on ag markets over the coming decade; yet this finding is not uniform across all regions. The FAO study cited above finds that by 2030, the projected impact on crop yields will be slightly net negative in developing countries. However, in developed countries, the effect will be net positive. In terms of global supply, the impact of climate change over the coming decade is expected to remain relatively contained, affecting certain regions at various times without causing major global disruptions. That said, as global warming and extreme weather persist, the ramifications will begin to extend beyond individual regions, and will cause supply shocks on a global scale. In part, this can be explained by a greater potential for net reductions in crop yields in warmer, low-latitude areas and semi-arid regions of the world.6 This non-uniform impact will create relative winners and losers. Producers located in temperate regions – where climate change does not yet pose as serious a threat – are set to profit from their increased role in global supply. Conversely, tropical regions are much more vulnerable to climate change. This is especially true for those whose economies are highly dependent on agriculture (Chart 8). Chart 8Agricultural Economies In Tropical Regions Are Most Vulnerable Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction On net, the overall economies of DM countries – which generally are not economically dependent on agriculture and are located in northern regions – will be relatively more insulated from the impact of climate change on the agriculture sector. Aside from the impact on producers, the implications on consumers are also region-dependent. Clearly the direct impact of climate change on global agriculture will be higher food prices, which directly impacts the food component of inflation generally. As a result, consumers who spend a large share of their income to food – generally consumers in lower income countries – will be hardest hit (Chart 9). Chart 9Higher Food Prices Disproportionately Hurt Consumers In Lower Income Countries Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction In theory, a food supply shock is transitory, and given that food is usually excluded from core inflation gauges targeted by central banks, monetary policy should not react to these price spikes. All the same, aside from this direct impact on inflation, food inflation can also pass-through into other components of the CPI basket, for example through wage pressures or inflation expectations. This would lead to a more persistent impact on core inflation, forcing policy makers to react to these transitory forces, complicating the monetary policy response function for these countries. Given that inflation expectations are less well-anchored in lower income economies and that food makes up a larger share of consumption expenditures in these economies, they are most vulnerable to weather-induced food shocks. Chart 10Subsidies Partially Insulate Against International Shocks Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction In countries where food prices are highly subsidized, the impact of higher global food prices will not immediately translate to higher domestic prices. This explains why there is no one-to-one relationship between global food prices and domestic food prices (Chart 10). Instead, the higher prices are absorbed by the governments, resulting in an expansion in government expenditures. This distorts the local food market, as it prevents demand from adjusting to the higher prices, and could potentially result in an undershoot in inventories that makes global markets even more vulnerable to further supply shocks. Bottom Line: The implications of climate change on ag producers are non-uniform. While higher-latitude regions are set to benefit, at least in the short-run, low-latitude countries with economies that are highly dependent on the agriculture sector will suffer most. On the consumer side, individuals who spend a large share of their income on food are set to suffer most. While consumers in countries that subsidize the crops will be protected from the immediate inflation risk, they may feel a delayed impact due to an increase in budget expenditures needed to cover the larger import bill. Mitigation Efforts While the potential impact of climate change on the agriculture sector can be large, it will be at least partially managed through adoption of mitigation policies (Diagram 1). Diagram 1Adaptation Reduces Vulnerability Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction A key question in determining the extent of this behavior is whether warming temperatures and the increased occurrence and intensity of extreme events will be sufficient to justify a major acceleration of investment in agriculture. These efforts would range from simple management changes on the part of farmers to technological advances that raise the productivity of farming or reduce the vulnerability of farmers to climate change. For example, farmers across the U.S. have been planting corn and soybeans earlier in the spring, resulting in an advancement in planting dates (Chart 11). The earlier planting has also been accompanied by a longer growing season with the average number of days in the season increasing. Farmers are also adapting by altering their decisions on which crops to plant. For example, since soybean and corn are planted in many of the same regions of the U.S., farmers often plant more soybeans than corn when experiencing weather shocks. Chart 11Weather Events, Especially Droughts, Hurt Global Supplies Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction The agriculture sector is also using more efficient machinery that can plant and harvest crops much faster as well as developing heartier seeds and more potent fertilizers. In turn, farmers will alter their decision making by selecting crop varieties or species that are more resistant to heat and drought. Or they will change fertilizer rates, amounts and timing of irrigation, along with other water-management techniques. Farmers also are making wider use of integrated pest and pathogen management techniques, in order to raise the effectiveness of pest, disease, and weed control. Given that the number of firms in the agriculture sector are fewer in developed markets than in the rest of the world, management decisions can be more easily implemented in the former. Farmers across the U.S. have been planting corn and soybeans earlier in the spring, resulting in an advancement in planting dates. On the other hand, emerging market countries where ag output is driven by numerous individual farmers will have a more difficult time implementing policies. Individual farms may not have the means to support themselves, which raises the potential impact of climate change. What is more, climate-change mitigation efforts may require projects, programs, or funds set aside by the government to support these efforts. This is more likely to occur in wealthier developed countries. Bottom Line: Adaptation and mitigation measures on the part of farmers have the potential to reduce the impact of climate change. That said, farmers in richer countries with the funds and institutions in place to support the ag sector likely will fare better. Investment Implications Over the coming decade, the ramifications of climate change are likely to be contained to a regional level. Although global supply will be vulnerable to regional disruptions, the impact will, in part, be mitigated by inventories, which have been rising for years. These stocks will create a buffer against unpredictable supply shocks (Chart 12). Chart 12Higher Inventories Needed To Buffer Against Unpredictable Shocks Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction However, given that the global soybean market resembles an oligopoly with Brazil, the U.S., and Argentina accounting for 81% of global supply, global soybean prices will be more vulnerable to supply events in these regions than other crops (Chart 13). Chart 13Soybeans Most Vulnerable To Shocks Affecting Major Producers Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction At the other end of the spectrum, global wheat markets will be relatively more insulated from isolated weather events impacting any one major producer as each of these regions contributes a relatively small share to global wheat output. This analysis also finds that yields and supply generally recover in the crop year following an extreme climate event. This implies that while the extent of damage from these events can be severe, they are not persistent unless the increasing frequency of extreme events leads to a secular change. Aside from the price impact, the weather and temperature changes will manifest in the form of greater volatility in supply, translating to greater price volatility. Options-implied volatilities for corn, wheat and soybeans have been on a general downtrend since the two major global food scares in 2007/08 and 2010/11 (Chart 14). We expect the trend to reverse going forward as the frequency of weather events will create greater price uncertainty. We summarize the findings of this report in Table 3 (Appendix, on page 16). Chart 14Volatility Will Go Up Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Roukaya Ibrahim Editor/Strategist RoukayaI@bcaresearch.com Jeremie Peloso Research Analyst JeremieP@bcaresearch.com Amr Hanafy Research Associate AmrH@bcaresearch.com Hugo Bélanger Senior Analyst HugoB@bcaresearch.com Isabelle Dimyadi Research Associate Isabelled@bcaresearch.com Appendix Table 2Extreme Weather Events In The U.S. Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Table 3Summary Table Climate Change Special Series: An Introduction Climate Change Special Series: An Introduction Footnotes 1 Please see Vogel et al, The effects of climate extremes on global agricultural yields, Environ. Res. Lett 14 054010, 2019. 2 As a consequence of greenhouse gas emissions precipitation is expected to increase in high altitude regions such as much of the U.S. and decrease in subtropical regions such as the southwest U.S., Central America, southern Africa, and the Mediterranean basin. 3 Plants can be broken down into either C3 or C4 based on the way they assimilate atmospheric CO2 into different physiological components. While rising CO2 causes C3 plants to raise the rate of photosynthesis and reduce the respiration rate, C4 plants do not experience a rise in photosynthesis since  photosynthesis is already saturated. For example, studies show that soybean yields increased 12%-15% under 550 ppm vs. 370 ppm CO2 concentrations while corn experienced negligible yield increases. 4 Please see Lesk C., P. Rowhani, and N. Ramankutty, Influence of extreme weather disasters on global crop production, Nature, 529(7584), 84-87, 2016. 5 Please see The State Of Food And Agriculture: Climate Change, Agriculture, And Food Security, Food and Agriculture Organization of the United Nations, 2016. 6 Please see Stevanovic et al., The impact of high-end climate change on agricultural welfare, Sci-Adv 2(8), 2016.

The steady expansion of global population and rising per-capita calorie consumption has directly translated to growing demand for agricultural products of all types. However, these demand-side pressures increasingly will be met with disruptions to global supply of agricultural commodities, as the impact of climate change raises uncertainty. In any given year, the aggregate decisions of farmers all over the world – i.e., the choice of which crops to plant and how much acreage to dedicate to each crop – determine the supply and market prices of ags. In this competitive market, each farmer attempts to maximize his or her welfare by planting the crops that are expected to yield the greatest profit. The collective action of these producers in reaction to perceived demand generally leads to stable prices, especially for staple commodities such as grains and oilseeds, which differ from industrial commodities in that they are not highly correlated with global business cycles. Demand trends are long-term and slow moving, and typically do not result in abrupt price pressures, as farmers have time to adjust and adapt to changing consumer preferences. Unforeseen, weather-induced supply-side shocks, therefore, are the main source of sudden price changes in ag markets. Such a shock was dramatically on display during the drought-induced crop failures in major grain and cereal producing regions in the most recent global food crisis of 2010/11. While this massive supply shock was not the first of its kind (Chart 1), it highlighted the vulnerability of ag markets to weather risks and specifically the evolving environment under climate change. A 2019 study quantifies the impact of shifting weather patterns on the agricultural market, finding that year-to-year changes in climate factors during the growing season explain 20%-49% of change in corn, rice, soybean, and wheat yields, with climate extremes accounting for 18%-43% of this variation.1 In theory, the impact can manifest in several ways, sometimes contradictory: Chart 12010/11 Shock Highlights Ag Vulnerability To Weather 2010/11 Shock Highlights Ag Vulnerability To Weather 2010/11 Shock Highlights Ag Vulnerability To Weather Extreme weather events: An increase in the frequency and intensity of droughts or floods which threaten to wipe out crops or reduce yields, creating unpredictable supply shocks. The gradual rise in temperature: Each crop has cardinal temperatures – defined by the minimum, maximum and optimum – that determine its boundaries for growth. Increases in temperatures induced by global warming may push the boundary, reducing yields in some regions. Changes in precipitation patterns: In many areas precipitation is projected to increase – both in short bursts and over longer periods. This will lead to greater soil erosion resulting in deterioration in the quality of soil. In other regions, precipitation will decrease, and drought is expected to become more frequent.2 Moreover, the interaction of these factors – along with other region-specific variables – will amplify the impact on crops: Rising temperatures and greater precipitation will result in greater amounts of water in the atmosphere, producing increased water vapor and greater cloud cover. This will reduce solar radiation, and will harm crop productivity. Elevated atmospheric carbon dioxide and CO2 fertilization: Greater CO2 concentrations brought on by continued growth in air pollution are positive for crops as they stimulate photosynthesis and plant growth. However, the impact differs across crops with plants such as soybeans, rice and wheat set to benefit relatively more than plants such as corn.3 Moreover, elevated atmospheric CO2 levels can help crops respond to environmental stresses and reduce yield losses due to ozone and crop water loss through partial stomatal closure and a reduction in ozone penetration into leaves. Temperature changes and the magnitude and intensity of precipitation impact soil moisture and surface runoff. Indirect effects of climate change – weeds, pests and pathogens – also present challenges as they require changes to management practices and may raise farming costs required. The confluence of these factors, and the region- and crop-specific nature of these variables, makes it impossible to estimate the impact of evolving climate conditions on ag products with great accuracy. Nevertheless, our research suggests that the impact of climate change on ag markets will create opportunities in this evolving and highly uncertain market. Abrupt Shocks Amid Gradual Warming: The Long And Short View The impact of climate change on agriculture markets is already evident in increasing intensity and frequency of extreme-weather events. The impact of climate change on agriculture markets is already evident in the increasing intensity and frequency of extreme-weather events such as heatwaves, floods, and droughts. Charts 2A, 2B, and 2C, illustrate the impact of major weather events in crop-producing regions of the U.S. on yields, production and acreage for the crop year in which the events took place. While the individual losses are a function of the magnitude of the event, the events highlighted translate to a 16%, 10%, and 7% decline in corn, soybean, and wheat yields, respectively. These supply disruptions generally do not extend beyond the event year, as the new crop year offers farmers a clean slate to raise output and maximize profits. Chart 2AExtreme Weather Events Reduce U.S. Corn Supplies Extreme Weather Events Reduce U.S. Corn Supplies Extreme Weather Events Reduce U.S. Corn Supplies Chart 2BExtreme Weather Events Reduce U.S. Soybean Supplies Extreme Weather Events Reduce U.S. Soybean Supplies Extreme Weather Events Reduce U.S. Soybean Supplies Chart 2CExtreme Weather Events Reduce U.S. Wheat Supplies In A Big Way Extreme Weather Events Reduce U.S. Wheat Supplies In A Big Way Extreme Weather Events Reduce U.S. Wheat Supplies In A Big Way Chart 3Climate-Induced U.S. Supply Shocks Associated With Price Spikes Climate-Induced U.S. Supply Shocks Associated With Price Spikes Climate-Induced U.S. Supply Shocks Associated With Price Spikes Given that the U.S. is a major global supplier of these crops, extreme weather events and the subsequent supply reductions lead to non-negligible price pressures (Chart 3). While crop conditions thus far have failed to deteriorate in trend (Chart 4), greater frequency and intensity of weather events raise the probability of a decline in overall crop and could lower supply. Chart 4Crop Conditions Have Generally Held Up Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change Expanding the analysis to other major crop-producing regions of the world, we find that once again, extreme-weather events are associated with a decline in yields and production in the corresponding crop year (Chart 5). This exercise also indicates that the impact of droughts is significantly more pronounced than the impact of floods.4 The net impact of rising temperatures over the coming decade is not a clear negative. While the weather-induced supply shocks described above are unpredictable, abrupt, and have an immediate impact on output and prices, the gradual warming of temperatures is a slow-moving process. Consequently, the impact will manifest in the form of gradual changes that are difficult to capture and quantify, especially given the mitigating effect of CO2 fertilization – i.e., higher yields resulting from higher CO2 in the atmosphere. Nonetheless, rising temperatures will become a serious risk in crop-planting regions both in the U.S. and globally (Chart 6). While rising temperatures are expected to bring about increasingly more wide-ranging supply disruptions (Chart 7), the net impact over the coming decade is not a clear negative. Chart 5Weather Events, Especially Droughts, Hurt Global Supplies Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change Chart 6Rising Global Temperatures Will Pose A Serious Risk … Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change   One study expects the positive impact of CO2 fertilization on yields to overwhelm the negative effect of rising temperatures over the coming decade (Table 1). Elsewhere, studies forecast different responses, with some predicting incremental yield gains over the coming decade before temperatures rise to levels that overwhelm the benefits of greater CO2. Similarly, according to the FAO’s assessment, the net negative impact of climate change on global crop yields will only become apparent with a high degree of certainty post-2030.5 Chart 7… Especially Above The 2 ℃ Mark Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change Table 1Estimates For The Response Of Global Average Crop Yields To Warming And CO2 Changes Over The Next Decades Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change Bottom Line: Given that rising crop yields have been the main vehicle through which global ag supply grew to meet expanding demand, the risks posed to yields due to climate change are non-trivial. The impact will manifest itself in the form of two simultaneous trends: the gradual rise in temperatures alongside more frequent and severe weather events. While the latter will threaten immediate supply, the former is a slower moving process, and its net negative impact is unlikely to manifest before 2030. The Winners … And Losers Rising temperatures are expected to result in a negligible impact on ag markets over the coming decade; yet this finding is not uniform across all regions. The FAO study cited above finds that by 2030, the projected impact on crop yields will be slightly net negative in developing countries. However, in developed countries, the effect will be net positive. In terms of global supply, the impact of climate change over the coming decade is expected to remain relatively contained, affecting certain regions at various times without causing major global disruptions. That said, as global warming and extreme weather persist, the ramifications will begin to extend beyond individual regions, and will cause supply shocks on a global scale. In part, this can be explained by a greater potential for net reductions in crop yields in warmer, low-latitude areas and semi-arid regions of the world.6 This non-uniform impact will create relative winners and losers. Producers located in temperate regions – where climate change does not yet pose as serious a threat – are set to profit from their increased role in global supply. Conversely, tropical regions are much more vulnerable to climate change. This is especially true for those whose economies are highly dependent on agriculture (Chart 8). Chart 8Agricultural Economies In Tropical Regions Are Most Vulnerable Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change On net, the overall economies of DM countries – which generally are not economically dependent on agriculture and are located in northern regions – will be relatively more insulated from the impact of climate change on the agriculture sector. Aside from the impact on producers, the implications on consumers are also region-dependent. Clearly the direct impact of climate change on global agriculture will be higher food prices, which directly impacts the food component of inflation generally. As a result, consumers who spend a large share of their income to food – generally consumers in lower income countries – will be hardest hit (Chart 9). Chart 9Higher Food Prices Disproportionately Hurt Consumers In Lower Income Countries Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change In theory, a food supply shock is transitory, and given that food is usually excluded from core inflation gauges targeted by central banks, monetary policy should not react to these price spikes. All the same, aside from this direct impact on inflation, food inflation can also pass-through into other components of the CPI basket, for example through wage pressures or inflation expectations. This would lead to a more persistent impact on core inflation, forcing policy makers to react to these transitory forces, complicating the monetary policy response function for these countries. Given that inflation expectations are less well-anchored in lower income economies and that food makes up a larger share of consumption expenditures in these economies, they are most vulnerable to weather-induced food shocks. Individuals who spend a large share of their income on food are set to suffer most. In countries where food prices are highly subsidized, the impact of higher global food prices will not immediately translate to higher domestic prices. This explains why there is no one-to-one relationship between global food prices and domestic food prices (Chart 10). Instead, the higher prices are absorbed by the governments, resulting in an expansion in government expenditures. This distorts the local food market, as it prevents demand from adjusting to the higher prices, and could potentially result in an undershoot in inventories that makes global markets even more vulnerable to further supply shocks Chart 10Subsidies Partially Insulate Against International Shocks Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change Bottom Line: The implications of climate change on ag producers are non-uniform. While higher-latitude regions are set to benefit, at least in the short-run, low-latitude countries with economies that are highly dependent on the agriculture sector will suffer most. On the consumer side, individuals who spend a large share of their income on food are set to suffer most. While consumers in countries that subsidize the crops will be protected from the immediate inflation risk, they may feel a delayed impact due to an increase in budget expenditures needed to cover the larger import bill. Mitigation Efforts While the potential impact of climate change on the agriculture sector can be large, it will be at least partially managed through adoption of mitigation policies (Diagram 1). Diagram 1Adaptation Reduces Vulnerability Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change A key question in determining the extent of this behavior is whether warming temperatures and the increased occurrence and intensity of extreme events will be sufficient to justify a major acceleration of investment in agriculture. These efforts would range from simple management changes on the part of farmers to technological advances that raise the productivity of farming or reduce the vulnerability of farmers to climate change. For example, farmers across the U.S. have been planting corn and soybeans earlier in the spring, resulting in an advancement in planting dates (Chart 11). The earlier planting has also been accompanied by a longer growing season with the average number of days in the season increasing. Farmers are also adapting by altering their decisions on which crops to plant. For example, since soybean and corn are planted in many of the same regions of the U.S., farmers often plant more soybeans than corn when experiencing weather shocks. Chart 11Farmers Are Planting Earlier In The Season Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change The agriculture sector is also using more efficient machinery that can plant and harvest crops much faster as well as developing heartier seeds and more potent fertilizers. In turn, farmers will alter their decision making by selecting crop varieties or species that are more resistant to heat and drought. Or they will change fertilizer rates, amounts and timing of irrigation, along with other water-management techniques. Farmers also are making wider use of integrated pest and pathogen management techniques, in order to raise the effectiveness of pest, disease, and weed control. Given that the number of firms in the agriculture sector are fewer in developed markets than in the rest of the world, management decisions can be more easily implemented in the former. On the other hand, emerging market countries where ag output is driven by numerous individual farmers will have a more difficult time implementing policies. Individual farms may not have the means to support themselves, which raises the potential impact of climate change. What is more, climate-change mitigation efforts may require projects, programs, or funds set aside by the government to support these efforts. This is more likely to occur in wealthier developed countries. Bottom Line: Adaptation and mitigation measures on the part of farmers have the potential to reduce the impact of climate change. That said, farmers in richer countries with the funds and institutions in place to support the ag sector likely will fare better. Investment Implications Over the coming decade, the ramifications of climate change are likely to be contained to a regional level. Although global supply will be vulnerable to regional disruptions, the impact will, in part, be mitigated by inventories, which have been rising for years. These stocks will create a buffer against unpredictable supply shocks (Chart 12). Chart 12Higher Inventories Needed To Buffer Against Unpredictable Shocks Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change However, given that the global soybean market resembles an oligopoly with Brazil, the U.S., and Argentina accounting for 81% of global supply, global soybean prices will be more vulnerable to supply events in these regions than other crops (Chart 13). At the other end of the spectrum, global wheat markets will be relatively more insulated from isolated weather events impacting any one major producer as each of these regions contributes a relatively small share to global wheat output. This analysis also finds that yields and supply generally recover in the crop year following an extreme climate event. This implies that while the extent of damage from these events can be severe, they are not persistent unless the increasing frequency of extreme events leads to a secular change. Aside from the price impact, the weather and temperature changes will manifest in the form of greater volatility in supply, translating to greater price volatility. Options-implied volatilities for corn, wheat and soybeans have been on a general downtrend since the two major global food scares in 2007/08 and 2010/11 (Chart 14). We expect the trend to reverse going forward as the frequency of weather events will create greater price uncertainty. Chart 13Soybeans Most Vulnerable To Shocks Affecting Major Producers Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change   Chart 14Volatility Will Go Up Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change   Roukaya Ibrahim, Editor/Strategist Commodity & Energy Strategy RoukayaI@bcaresearch.com Jeremie Peloso, Research Analyst U.S. Bond Strategy JeremieP@bcaresearch.com Hugo Bélanger, Senior Analyst Commodity & Energy Strategy HugoB@bcaresearch.com Amr Hanafy, Research Associate Global Asset Allocation AmrH@bcaresearch.com Isabelle Dimyadi, Research Associate Isabelled@bcaresearch.com     Appendix Table 2Extreme Weather Events In The U.S. Agriculture In The Age Of Climate Change Agriculture In The Age Of Climate Change   Footnotes 1      Please see Vogel et al, The effects of climate extremes on global agricultural yields, Environ. Res. Lett 14 054010, 2019. 2      As a consequence of greenhouse gas emissions precipitation is expected to increase in high altitude regions such as much of the U.S. and decrease in subtropical regions such as the southwest U.S., Central America, southern Africa, and the Mediterranean basin. 3           Plants can be broken down into either C3 or C4 based on the way they assimilate atmospheric CO2 into different physiological components. While rising CO2 causes C3 plants to raise the rate of photosynthesis and reduce the respiration rate, C4 plants do not experience a rise in photosynthesis since photosynthesis is already saturated. For example, studies show that soybean yields increased 12%-15% under 550 ppm vs. 370 ppm CO2 concentrations while corn experienced negligible yield increases. 4      Please see Lesk C., P. Rowhani, and N. Ramankutty, Influence of extreme weather disasters on global crop production, Nature, 529(7584), 84-87, 2016. 5      Please see The State Of Food And Agriculture: Climate Change, Agriculture, And Food Security, Food and Agriculture Organization of the United Nations, 2016. 6      Please see Stevanovic et al., The impact of high-end climate change on agricultural welfare, Sci-Adv 2(8), 2016.