Japan

Highlights House prices are rising rapidly across the developed markets, in response to the extraordinary monetary and fiscal policy stimulus implemented to fight the pandemic. Evidence points to the house price surge being driven by monetary policy that has left real interest rates far below equilibrium levels. Supply factors are a secondary cause of the house price boom. Financial stability risks stemming from rising house prices are less acute than the pre-2008 experience, as overall household leverage has grown more slowly during the pandemic and global banks are better capitalized. Rapidly rising house prices are forcing some central banks to turn less accommodative earlier than expected. The recent hawkish turns by the Bank of Canada and Reserve Bank of New Zealand may be canaries in the coal mine for other central banks – perhaps even the Fed – if house prices and household leverage start rising together. Feature The COVID-19 pandemic led to the sharpest economic recession since World War II, alongside an enormous rise in unemployment. Consensus expectations call for the output gap to be closed (or mostly closed) in most advanced economies by the end of this year, but it remains an open question how quickly these economies will be able to return to full employment amid potentially permanent shifts in demand for office space and goods sold at physical, “brick and mortar” retail locations. Despite this sizeable and swift economic shock, house price appreciation accelerated last year in the developed world. Chart 1 highlights that US house prices rose at an 18% annualized pace in the second half of 2020, whereas they accelerated at a high-single digit pace in developed markets ex-US (on a GDP-weighted basis). This, in conjunction with a sharp rise in the household sector credit-to-GDP ratio (Chart 2), has unnerved some investors while raising questions about the implications for monetary policy. Chart 1House Prices Are Surging Around The World House Prices Are Surging Around The World House Prices Are Surging Around The World Chart 2Rising Fears About Deteriorating Household Balance Sheets Rising Fears About Deteriorating Household Balance Sheets Rising Fears About Deteriorating Household Balance Sheets Before we discuss the investment implications of the global housing boom, however, we must first accurately determine the reasons why it is happening. The Work-From-Home Effect: Less Than Meets The Eye When analyzing the surprising behavior of the housing market last year, the working-from-home effect brought upon by the pandemic emerges as an obvious factor potentially explaining house price gains. Last year, following recommended or mandatory stay-at-home orders from governments, most office-based businesses rapidly shifted to work-from-home arrangements as an emergency response. However, in the month or two following the beginning of stay-at-home orders, several national US surveys found many office workers preferred the flexibility afforded by work-from-home arrangements. Many employers, correspondingly, found that the productivity of their employees did not suffer while working from home, or that it even improved. Several prominent corporations in the US have subsequently made some work-from-home options permanent, or even allowed employees to work from offices in a different city than they did prior to the pandemic. Newfound work-from-home options have undoubtedly created new demand for housing, and thus explained the surge in house prices seen over the past year in the minds of some investors. However, in our view, evidence from the US, the UK, and France suggests that the work-from-home effect better explains differences in price gains across housing types and within large metropolitan areas, rather than aggregate or national-level changes in house prices. Chart 3 provides some quantification of the impact of work-from-home policies by plotting US resident migration patterns by city. This data has been compiled by CBRE, and the impact of COVID is shown as the change in net move-ins from 2019 to 2020 per 1000 people. This helps control for the underlying migration pattern that existed in US cities prior to the pandemic. Chart 3Work From Home Policies Have Impacted Migration Trends… Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers The chart highlights that the negative migration impact from COVID has been mostly concentrated in New York City and the three most populous cities on the West Coast (by metro area): Los Angeles, San Francisco, and Seattle. And yet, Chart 4 highlights that house price inflation in these four cities has accelerated to a double-digit pace, only modestly below the national average. Chart 4...But Cities With Outward Migration Still Have Very Strong House Price Gains ...But Cities With Outward Migration Still Have Very Strong House Price Gains ...But Cities With Outward Migration Still Have Very Strong House Price Gains The house price indexes shown in Chart 4 represent aggregate, metro area trends, and clearly some regions within these metro areas have experienced house price deceleration or outright deflation versus gains in areas outside the urban core. But Chart 5 highlights that house prices have declined in Manhattan basically in line with the change in net move-ins as a share of the population, underscoring that double-digit metro area-wide house price gains appear to be vastly disproportionate to changes in net migration. Similarly, Chart 6 highlights that rents decelerated in the US over the past year but remained in positive territory and grew at a 3.5% annualized rate from February to April. Chart 5In Manhattan, House Prices Have Tracked Net Migration Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers Chart 6Rent Costs Have Decelerated, But Have Not Contracted Rent Costs Have Decelerated, But Have Not Contracted Rent Costs Have Decelerated, But Have Not Contracted Evidence from Paris and London also suggests that a work-from-home effect is insufficient to explain broad house price gains. Panel 1 of Chart 7 highlights that house prices in France have accelerated significantly, but that apartment prices have decelerated only fractionally in lockstep. Panel 2 shows that the acceleration in house prices does reflect a work-from-home effect, as prices have risen faster in inner Parisian suburbs. Panel 3, however, highlights that Parisian apartment prices, the dominant property type in the urban core, have decelerated modestly. Chart 8 highlights that house price gains have not even decelerated in greater London; they have been merely been modestly outstripped by gains in Outer South East (outside of the Outer Metropolitan Area). Chart 7In France, Parisian Apartment Prices Are Simply Lagging, Not Falling In France, Parisian Apartment Prices Are Simply Lagging, Not Falling In France, Parisian Apartment Prices Are Simply Lagging, Not Falling Chart 8In The UK, Greater London Property Prices Are Accelerating In The UK, Greater London Property Prices Are Accelerating In The UK, Greater London Property Prices Are Accelerating     The Policy Effect: The Fundamental Driver Of The Housing Market Despite the broader location flexibility that work-from-home policies now provide to potential homeowners, it seems inconceivable that the housing market would have responded in the manner that it has over the past year given the size of the economic shock brought on by the pandemic without significant support from policy. Above-the-line fiscal measures to the pandemic have totaled in the double-digits in advanced economies (Chart 9), and monetary policy has contributed to easier financial conditions via rate cuts, asset purchases, and sizeable programs to support financial market liquidity. Chart 9There Has Been A Massive Fiscal Policy Response To The Crisis Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers In fact, Charts 10-13 present compelling evidence that fiscal and monetary policy have been the core drivers of significant house price gains over the past year. Charts 10 and 11 plot the above-the-line fiscal response of advanced economies against the year-over-year growth rate in house prices as well as its acceleration (the change in the year-over-year growth rate). The charts show a clearly positive relationship, with a stronger link between the pandemic fiscal response and the acceleration in house prices. Chart 10Differences In Last Year’s Fiscal Response… June 2021 June 2021 Chart 11…Help Explain Differences In House Price Gains June 2021 June 2021 Chart 12Pre-Pandemic Differences In The Monetary Policy Stance… June 2021 June 2021 Chart 13…Do An Even Better Job Of Explaining 2020 House Price Gains June 2021 June 2021   Charts 12 and 13 highlight the even stronger link between house prices and the pre-pandemic monetary policy stance in advanced economies, defined as the difference between each country’s 2-year government bond yield and its Taylor Rule-implied policy interest rate as of Q4 2019. We construct each country’s Taylor Rule using the original specification, with core consumer price inflation, a 2% inflation target, and real potential GDP growth as the definition of the real equilibrium interest rate. The charts make it clear that easy monetary policy strongly explains house price gains in 2020, particularly the year-over-year percent change rather than its acceleration. This makes sense, given that monetary policy was already quite easy in many countries at the onset of the pandemic – meaning that changes were less pronounced than they would have been had interest rates been higher. The explanation that emerges from Charts 10-13 is that historic fiscal easing, combined with an easy starting point for monetary policy – that became even easier last year – enabled demand from work-from-home policies to manifest during an extremely severe recession. We agree that work-from-home policies have shifted the geographic preferences of some home buyers and likely provided a new source of net demand from renters in urban cores purchasing homes in outlying areas. But we strongly doubt that the net effect of work-from-home policies in the midst of an extreme shock to economic activity would have caused the rise in house prices that we have observed, certainly not to this level, without major support from policy. This underscores that policy, and not the work-from-home effect, has and will likely remain the core driver of the global housing market. The Supply Effect: Mostly A Red Herring Chart 14Countries Fall Into Two Groups In Terms Of The Relative Trend In Real Residential Investment Countries Fall Into Two Groups In Terms Of The Relative Trend In Real Residential Investment Countries Fall Into Two Groups In Terms Of The Relative Trend In Real Residential Investment One perennial question that emerges when analyzing the housing market, particularly in markets with outsized house price gains, is the impact of constrained supply. It is frequently argued that constrained supply is squeezing prices higher in many markets, and that the appropriate policy solution to extreme house price gains is to enable widespread housing construction – not to raise interest rates. We do not rule out the potential impact of constrained supply in certain cities or regional housing markets, and we have highlighted in previous research that a positive relationship does exist between population density in urban regions and median house price-to-income ratios.1 But as a broad explanation for supercharged house price gains, the supply argument appears to fall flat. Chart 14 presents the most standardized measure of cross-country housing supply available for several advanced economies, the trend in real residential investment relative to real GDP over time. These series are all rebased to 100 as of 1997, prior to the 2002-2007 US housing market boom. The chart makes it clear that advanced economies generally fall into two groups based on this metric: those that have seen declines in real residential investment relative to GDP, especially after the global financial crisis (panel 1), and those that have experienced either an uptrend in housing construction relative to output or have seen a flat trend (panel 2). If scarce housing supply was the core driver of outsized house price gains, then we would expect to see stronger gains in the countries shown in panel 1 and smaller gains in the countries shown in panel 2. In fact, mostly the opposite is true: Charts 15 and 16 highlight that the relationship between the level of these indexes today relative to their 1997 or 2005 levels is positively related to the magnitude of house price gains last year, suggesting that housing market supply has generally been responding to demand over the past decade. The US and possibly New Zealand stand as possible exceptions to the trend, suggesting that relatively scarce supply may be boosting prices even further in these markets beyond what fiscal and monetary policy would suggest. Chart 15Countries That Have Seen A Stronger Pace Of Residential Investment… June 2021 June 2021 Chart 16…Have Experienced Stronger House Price Gains June 2021 June 2021   Chart 17Is This Not Enough Supply, Or Too Much Demand? Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers As a final point about the inclination of investors to gravitate towards supply-side arguments related to the housing market, Chart 17 presents a simple thought experiment. The chart shows a simple housing supply-demand curve diagram, in a scenario where the demand curve for housing has shifted out more than the supply curve has (thus raising house prices). Is this a scenario in which supply is too tight? Or is it a case in which demand is too strong? In our view, the tight supply answer is reasonable in circumstances where the increase in demand is normal or otherwise sustainable. But Charts 10-13 clearly showed that housing demand is being boosted by easy policy, which in the case of some countries has occurred for years: interest rates have remained well below levels that macroeconomic theory would traditionally consider to be in equilibrium, and this has occurred alongside significant household sector leveraging (Chart 18). As such, in our view, investors should be more inclined to view the global housing market as generally being driven by demand-side rather than supply-side factors. This Is Not 2007/08 … Yet We highlighted in Chart 2 above that the household sector debt-to-GDP ratio increased sharply last year, which has raised some questions about debt sustainability among investors. For the most part, the rise in this ratio actually reflects denominator effects (namely a sharp contraction in nominal GDP) rather than a huge surge in household debt. Chart 19 shows BIS data for the annual growth in total household debt in developed economies was roughly stable last year, at least until Q3 (the most recent datapoint available from the BIS). Chart 18Low Interest Rtaes Have Fueled Household Leveraging Low Interest Rtaes Have Fueled Household Leveraging Low Interest Rtaes Have Fueled Household Leveraging Chart 19Total Credit Growth Has Been Stable, But Mortgage Credit Growth Is Accelerating Total Credit Growth Has Been Stable, But Mortgage Credit Growth Is Accelerating Total Credit Growth Has Been Stable, But Mortgage Credit Growth Is Accelerating Chart 20US Mortgage Growth Is Picking Up, As Repayments Slow Consumer Credit Growth US Mortgage Growth Is Picking Up, As Repayments Slow Consumer Credit Growth US Mortgage Growth Is Picking Up, As Repayments Slow Consumer Credit Growth But Chart 19 shows the recent trend in total household debt, which masks diverging mortgage and non-mortgage debt trends. In the US, euro area, Canada, and Sweden, household mortgage debt has accelerated to varying degrees, underscoring that households have likely paid down non-mortgage debt with some of the savings that they have accumulated from a significant reduction in spending on services. Chart 20 shows this effect directly in the case of the US; mortgage debt growth accelerated by roughly 1.5 percentage points in the second half of the year, whereas consumer credit growth (made up of student loans, auto loans, credit cards, and other revolving credit) decelerated significantly. This aligns with data showing that US households have used some of their savings windfall to pay down their credit card balances. This changing mix within household debt - less higher-interest-rate consumer credit, more lower-interest-rate collateralized mortgage debt – could, on the margin, help mitigate financial stability risks from the housing boom by moderating overall debt service burdens. The starting point for the latter matters, though, in accurately assessing the risks from rising house prices and increased mortgage debt, particularly in countries where household debt levels are already high. According to data from the BIS, the US already has one of the lowest household debt service ratios (7.6%) among the developed economies (Chart 21).2 This compares favorably to the double-digit debt service ratios in the “higher-risk” countries like Canada (12.6%), Sweden (12.1%) and Norway (16.2%). On top of that, US commercial banks have become far more prudent with mortgage loan underwriting standards since the 2008 financial crisis. The New York Fed’s Household Debt and Credit report shows that an increasing majority of mortgage lending made by US banks since the 2008 crisis has been to those with very high FICO credit scores (Chart 22). This is in sharp contrast to the steady lending to “subprime” borrowers with poor credit scores that preceded the 2008 financial crisis. The median FICO score for new mortgage originations as of Q1 2021 was 788, compared to 707 in Q4 2006 at the peak of the mid-2000s US housing boom. Chart 21Diverging Trends In Global Household Debt Servicing Costs Diverging Trends In Global Household Debt Servicing Costs Diverging Trends In Global Household Debt Servicing Costs Chart 22US Banks Have Become More Prudent With Mortgage Lending US Banks Have Become More Prudent With Mortgage Lending US Banks Have Become More Prudent With Mortgage Lending   US bank balance sheets are also now less directly exposed to a fall in housing values. Residential loans now represent only 10% of the assets on US bank balance sheets, compared to 20% at the peak of the last housing bubble (Chart 23). This puts the US in the “lower-risk” group of countries in Europe, the UK and Japan where mortgages are less than 20% of bank balance sheets. This compares favorably to the “higher risk” group of countries where residential loans are a far larger share of bank assets (Chart 24), like Canada (32%), New Zealand (49%), Sweden (45%) and Australia (40%). Chart 23Banks Have Limited Direct Exposure To Housing Here Banks Have Limited Direct Exposure To Housing Here Banks Have Limited Direct Exposure To Housing Here Chart 24Banks Are Far More Exposed To Housing Here Banks Are Far More Exposed To Housing Here Banks Are Far More Exposed To Housing Here   Like nature, however, the financial ecosystem abhors a vacuum. “Non-bank” mortgage lenders have filled the void from traditional US banks reducing their lending to lower-quality borrowers, and they now represent around two-thirds of all US mortgage origination, a big leap from the 20% origination share in 2007. Non-bank lenders have also taken on growing shares of new mortgage origination in other countries like the UK, Canada and Australia. Chart 25Global Banks Can Withstand A Housing Shock Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers Non-bank lenders do not take deposits and typically fund themselves via shorter-term borrowings, which raises the potential for future instability if credit markets seize up. These lenders also, on average, service mortgages with a higher probability of default, so they are exposed to greater credit losses when house prices decline. However, the risk of a full-blown 2008-style commercial banking crisis, with individual depositors’ funds at risk from a bank failure, are reduced with a greater share of riskier mortgage lending conducted by non-bank entities. This is especially true with global commercial banks far better capitalized today, with double-digit Tier 1 capital ratios (Chart 25), thanks to regulatory changes made after the Global Financial Crisis. Net-net, we conclude that the overall financial stability implications of the current surge in house prices in the developed economies are relatively modest on average. The acceleration in mortgage growth has occurred alongside reductions in non-mortgage growth, at a time when banks are better able to withstand a shock from any sustained future downturn in house prices. However, if house prices continue to accelerate and new homebuyers are forced to take on ever increasing amounts of mortgage debt, financial stability issues could intensify in some countries. Services spending will recover in a vaccinated post-COVID world, as economies reopen and consumer confidence improves, which will likely end the trend of falling non-residential consumer debt offsetting rising mortgage debt in countries like the US and Canada. Overall levels of household debt could begin to rise again relative to incomes, building up future financial stability risks when central banks begin to normalize pandemic-related monetary policies – a process that has already started in some countries because of the housing boom. The Monetary Policy Implications Of Surging House Prices Rapidly appreciating house prices are becoming an area of concern for policymakers in countries like Canada and New Zealand, where the affordability of housing is becoming a political, as well as an economic, issue. In the case of New Zealand, the government has actually altered the remit of the Reserve Bank of New Zealand (RBNZ) to more explicitly factor in the impact of monetary policy on housing costs. The Bank of Canada announced in April that it would taper its pace of government debt purchases and signaled that its decision was based, at least in small part, on signs of speculative behavior in Canada’s housing market. Macroprudential measures like limiting loan-to-value ratios of new mortgage loans are a policy option that governments in those countries have already implemented to try and cool off housing demand. Yet while such measures can help alleviate demand-supply mismatches in certain cities and regions, the efficacy of such measures in sustainably slowing the ascent of house prices on a national scale is unclear. In the April 2021 IMF Global Financial Stability Report, researchers estimated that, for a broad group of countries, the implementation of a new macro-prudential measure designed to cool loan demand reduced national household debt/GDP ratios by a mere one percentage point, on average, over a period encompassing four years.3 If macroprudential measures are that ineffective in sustainably reducing demand for mortgage loans, then the burden of slowing house price appreciation will have to fall on the more blunt instruments of monetary policy. Importantly, surging house price inflation is not likely to give a boost to realized inflation measures – an important issue given the current backdrop of rapidly rising realized inflation rates in many countries. Housing costs do represent a significant portion of consumer price indices in many developed countries, ranging from 19% in New Zealand to 33% in the US (Chart 26), with the euro area being the outlier with housing having a mere 2% weighting in the headline inflation index. Chart 26A Limited Impact On Actual Inflation From Housing June 2021 June 2021 Yet those so-called “housing” categories overwhelmingly measure only housing rental costs and not actual house prices. This is an important distinction because rents – which are often imputed measures like in the US and not even actual rental costs - are rising at a far slower pace than actual house prices in most countries, so the housing contribution to realized inflation is relatively modest. So the good news is that booming house prices will not worsen the acceleration of realized global inflation that has concerned investors and policymakers in 2021. Yet that does not mean that central bankers will not be forced to tighten policy to cool off red-hot housing demand that is clearly being fueled by persistently negative real interest rates. In Chart 27 and Chart 28, we show both nominal and real policy interest rates for the “lower risk” and “higher risk” country groupings that we described earlier. The real policy rates are nominal policy rates versus realized headline CPI inflation. The dotted lines in the charts represent the future path of rates discounted by markets. Specifically, the projection for nominal rates is taken from overnight index swap (OIS) forward curves, while the projection for real rates is calculated by subtracting the discounted path of inflation expectations extracted from CPI swap forwards. Chart 27Markets Discounting Negative Real Rates For The Next Decade Markets Discounting Negative Real Rates For The Next Decade Markets Discounting Negative Real Rates For The Next Decade Chart 28Negative Real Rates Are Unsustainable During A Housing Bubble Negative Real Rates Are Unsustainable During A Housing Bubble Negative Real Rates Are Unsustainable During A Housing Bubble   There are two key takeaways from these charts: Real policy interest rates are at or very close to the most deeply negative levels seen since the 2008 financial crisis. Markets are discounting that real rates will be at or below 0% for most of the next decade. Admittedly, there is room for debate over what the equilibrium level of real interest rates (a.k.a. “r-star”) should be in the coming years. However, we deem it a major stretch to believe that real rates need to be persistently low or negative for the next ten years to support even trend growth across the developed economies. In our view, the current boom in housing demand and mortgage borrowing provides clear evidence that negative real rates are below equilibrium and, thus, are stimulating credit demand. Thus, the only way for a central bank to cool off housing demand will be to raise both nominal and, more importantly, real interest rates. Canada and New Zealand will be the “canaries in the coal mine” among developed market central banks for such a move. According to the latest Bank of Canada Financial Stability Review, nearly 22% of Canadian mortgages are highly levered, with a loan-to-value ratio greater than 450%, a greater share of such mortgages than during the 2016/17 housing boom (Chart 29). Canadian house prices have risen to such an extent that home prices in major cities like Toronto, Vancouver and Montreal are among the most expensive in North America.4  Stunningly, a recent Bloomberg Nanos opinion poll revealed that nearly 50% of Canadians would support Bank of Canada rate hikes to cool off the red-hot housing market (Chart 30). The central bank will be unable to resist the pressure to use monetary policy to slam on the brakes of the housing market – investors should expect more tapering and, eventually, rate hikes from the Bank of Canada over at least the next couple of years. Chart 29Canadians Are Leveraging Up To Buy Expensive Homes Canadians Are Leveraging Up To Buy Expensive Homes Canadians Are Leveraging Up To Buy Expensive Homes Chart 3050% Of Canadians Want A Rate Hike To Cool Housing June 2021 June 2021   In New Zealand, worsening housing affordability has reached a point where a 20% down payment on the median national house price is equal to 223% of median disposable income (Chart 31). This is forcing more first-time home buyers to take on levels of mortgage debt that the RBNZ deems highly risky (top panel). Like the Bank of Canada, the RBNZ will prove to be one of the most hawkish central banks in the developed world over the next couple of years as the central bank follows their newly-revised remit to try and cool off housing demand in New Zealand. Who is next? Housing values, measured by the ratio of median national house prices to median national household incomes, are rising in the US and UK but are still below the peaks of the mid-2000s housing bubble (Chart 32). Meanwhile, housing is becoming more expensive across the euro area, but not in a consistent manner, with valuations in Germany and Spain having increased far more than in France or Italy. Housing valuations have actually improved in Australia over the past couple of years on a price-to-income basis. The most likely candidates for a housing-related hawkish turn are in Scandinavia, with housing valuations in Sweden and Norway closing in on Canada/New Zealand levels. Chart 31New Zealand Housing Is Wildly Unaffordable New Zealand Housing Is Wildly Unaffordable New Zealand Housing Is Wildly Unaffordable Chart 32Global House Price/Income Ratios Are Trending Higher Global House Price/Income Ratios Are Trending Higher Global House Price/Income Ratios Are Trending Higher   Investment Conclusions The current acceleration in global house prices is an inevitable outcome of the extraordinary monetary and fiscal easing implemented during the pandemic. Higher realized inflation is pushing real rates deeper into negative territory in many countries, fueling the demand for housing. Central banks in countries with more stretched housing valuations will be forced to turn more hawkish sooner than expected, leading to tapering and, eventually, rate hikes to cool housing demand. This has negative implications for government bond markets in countries where housing is more expensive and real yields remain too low, like Canada, New Zealand and Sweden (Chart 33). Investors should limit exposure to government bonds in those markets over the next 6-12 months. Chart 33Negative Real Yields & Expensive Housing Valuations – An Unsustainable Mix June 2021 June 2021 Bond markets in countries where house prices are not rising rapidly enough to force policymakers to turn more hawkish more quickly – like core Europe, Australia and even Japan - are likely to be relative outperformers. The US and UK are “cuspy” bond markets, as housing valuations are becoming more expensive in those two countries but the Fed and Bank of England are not facing the same domestic political pressure to use monetary policy tools to fight the growing unaffordability of housing. That could change, though, if overall household leverage begins to rise alongside house price inflation as the US and UK economies emerge from the pandemic. Current pricing in OIS curves shows that markets expect the RBNZ and Bank of Canada to begin hiking rates in May 2022 and September 2022, respectively (Table 1). This is well ahead of expectations for “liftoff” from other developed markets central banks, including the Fed in April 2023. The cumulative amount of rate hikes following liftoff to the end of 2024 is highest in Canada, New Zealand, the US and Australia. Those are also countries with currencies that are trading at or above the purchasing power parity levels derived from our currency strategists’ valuation models. This highlights the difficult choice that central bankers facing housing bubbles must confront, as the rate hikes that will help cool off housing demand will lead to currency appreciation that could impact other parts of their economies like exports and manufacturing. Table 1Hawkish Central Banks Must Live With Currency Strength Global House Prices: A New Threat For Policymakers Global House Prices: A New Threat For Policymakers Tracking the second-round economic consequences of eventual monetary policy actions to control excessive house price inflation, particularly in “higher risk” countries, is likely to be the subject of future Bank Credit Analyst / Global Fixed Income Strategy reports. Robert Robis, CFA Chief Fixed Income Strategist Jonathan LaBerge, CFA Vice President The Bank Credit Analyst   Footnotes 1 Please see Global Investment Strategy "Canada: A (Probably) Happy Moment In An Otherwise Sad Story," dated July 14, 2017, available at gis.bcaresearch.com 2 Importantly, the BIS debt service ratios include the payment of both principal and interest, thus making it a true measure of debt service costs that includes repayment of borrowed funds – a critical issue in countries with high loan-to-value ratios for home mortgages. 3 Please see page 46 of Chapter 2 of the April 2021 IMF Global Financial Stability Report, which can be found here: https://www.imf.org/en/Publications/GFSR/Issues/2021/04/06/global-financial-stability-report-april-2021 4 “Vancouver, Toronto and Hamilton are the least affordable cities in North America: report”, CBC News, May 20, 2021

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 Global Tapering: The Bank of England has joined the Bank of Canada as central banks tapering the pace of bond buying. Markets are now trying to sort out who is next and concluding that it will not be the Federal Reserve, with US employment still well below the pre-pandemic peak. US Treasury yields will continue trading sideways until there is greater clarity on the pace of US labor market improvement, especially after the big downside miss in the April jobs report. US Treasury Curve: We are adding a new recommended US butterfly trade to our Tactical Overlay portfolio, going long the 5-year bullet and short the 2/30 barbell using US Treasury futures. This trade should benefit with US Treasury curve steepening overshooting the pace of past cycles, while offering attractive carry if persistent Fed dovishness slows the cyclical transition to a bear-flattening curve regime. Feature Heading into 2021, one of our key investment themes for the year was that no major central bank would shift to a less dovish monetary policy stance before the Fed. Not even five months into the year, our theme has already been proven incorrect. Last week, the Bank of England (BoE) announced a slower pace of its asset purchases, following a similar tapering decision by the Bank of Canada (BoC) last month. Chart of the WeekUS Jobs Recovery Lagging, Despite Vaccine Success Who Tapers Next? Who Tapers Next? We had assumed that no central bank could tolerate the currency strength that would inevitably occur by tapering ahead of the Fed. That was clearly not the case in Canada, and the Canadian dollar has already appreciated 4.6% versus the greenback since the BoC taper announcement April 21. The British pound also rallied solidly against both the US dollar and euro immediately after the BoE taper announcement last week. Markets are beginning to speculate on future taper candidates, like the Reserve Bank of New Zealand (RBNZ), with the New Zealand dollar being one of the strongest currencies in the G10 versus the US dollar since the end of March (+4.4%). Investors had been debating the possibility that the Fed could begin tapering sometime in the second half of 2020, largely based on what has to date been a successful US vaccination campaign. Yet while that led to optimism that the US economy can quickly reopen and return to normal, the fact remains that the recovery in US employment from the COVID shock has lagged other major economies (Chart of the Week). The big downside miss on the April US payrolls report highlights how the Fed can be patient before joining the tapering club. US Treasury yields are likely to continue trading sideways, and the US dollar will trade soft, until markets can sort out the true state of US labor demand versus supply. Which Central Bank Could Follow The BoC And BoE? Back in March, we published a report that discussed what we called the “pecking order of global liftoff”.1 We looked at how interest rate markets were pricing in an increasingly diverse path out of the coordinated global monetary easing enacted last year during the COVID recession (Chart 2). We looked at both the timing of “liftoff” (the first rate hike) and the pace of hikes afterward to the end of 2024. We then ranked the countries by the market-implied timing of liftoff. Chart 2Sorting Out The Relative Hawks & Doves Among Global CBs Sorting Out The Relative Hawks & Doves Among Global CBs Sorting Out The Relative Hawks & Doves Among Global CBs At the time, overnight index swap (OIS) curves were discounting the earliest liftoff from the RBNZ (June 2022) and BoC (August 2022). The Fed was expected to hike in January 2023, followed by the BoE in June 2023 and Reserve Bank of Australia (RBA) in July 2023. The European Central Bank (ECB) and Bank of Japan (BoJ) were the laggards, with no rate hiked discounted until September 2023 and February 2025, respectively. In terms of the pace of rate hikes after liftoff through 2024, our list was broken into two groups. The more aggressive central banks were expected to be the BoC (+175bps), RBA (+156bps), RBNZ (+140bps) and the Fed (+139bps). Much smaller amounts of rate hikes were anticipated from the BoE (+63bps), ECB (+25bps) and BoJ (+9bps). In the two months since our March report, the market timing of liftoff, and the pace of subsequent hikes, has shifted for all those countries (Table 1). The BoC is now expected to move in September 2022, ahead of the RBNZ (October 2022). In 2023, the Fed is now priced for liftoff in March 2023, followed by the BoE and RBA (both in July 2023). The ECB liftoff date is little changed (now August 2023), while the market has dramatically pushed out the timing of any BoJ hike (now November 2025). The cumulative rate hikes through 2024 are moderately lower for all countries except Australia (a reduction in total tightening of 56bps). Table 1The Fed Is Sliding Down The “Pecking Order Of Liftoff” List Who Tapers Next? Who Tapers Next? What is interesting about these changes is that the market has pulled forward the timing of liftoff for the BoE and RBA, while pushing it out for the BoC, RBNZ, BoJ and, most importantly, the Fed. The Fed is now drifting down the “pecking order” for liftoff, expected to lift rates only a couple of months before the BoE or RBA. This is a major change from previous monetary policy cycles, when the Fed would typically be a first mover when it comes to tightening policy. Chart 3The Momentum Of Global QE Has Already Been Slowing The Momentum Of Global QE Has Already Been Slowing The Momentum Of Global QE Has Already Been Slowing While the BoC and BoE decisions to taper quantitative easing (QE) have garnered the headlines, the pace of global central bank balance sheet expansion had already peaked at the start of 2021 (Chart 3). The pace has slowed most dramatically in Canada and the US, but this was a result of certain emergency programs expiring – most notably the Fed’s corporate bond buying vehicles late last year and the BoC’s short-term repo facilities more recently. Greater financial market stability was the reason cited to end those programs, while still leaving government bond QE buying in place unchanged. The year-over-year pace of global QE was set to slow, simply from less favorable comparisons to 2020 after the surge in central bank balance sheet expansion last year. Yet now we are starting to see actual tapering of government bond purchases from some central banks. Is such “early tightening” warranted? Back in that same March report where we discussed the order of global liftoff, we gave our assessment of the most important factors that could drive central banks to consider a shift to a less dovish stance (like tapering). For the BoC, we cited booming house prices and robust business confidence as reasons the BoC could turn less dovish sooner (Chart 4). For the BoE, we noted a sharper-than-expected recovery in domestic investment and consumer spending, as the locked-down UK economy reopens, as reasons why the BoE could begin to tweak its policy settings. For both central banks, all those indicators were mentioned as factors leading to their decision to taper. For the Fed, we determined that rising inflation expectations and increasing labor market tightness would both be required for the Fed to turn less dovish. Only inflation expectations have reached that goal, with the US Employment/Population ratio still well below the pre-pandemic peak (Chart 5). For the RBA, we looked solely at realized inflation measures, as the RBA has explicitly noted that Australian wage growth must rise sustainably towards 3% - nearly double current levels - before realized CPI inflation could return to the 2-3% target range. For both the Fed and RBA, the necessary conditions for a change in current policy settings have not yet been met. Chart 4What The More Hawkish CBs Are Watching What The More Hawkish CBs Are Watching What The More Hawkish CBs Are Watching Chart 5What The More Dovish CBs Are Watching What The More Dovish CBs Are Watching What The More Dovish CBs Are Watching For the ECB, we noted that realized inflation (and the ECB’s inflation forecasts), along with the Italy-Germany government bond spread as a measure of financial conditions, were the most important indicators to watch before the ECB could consider any move to taper its QE programs (Chart 6). Italian spreads have widened a bit in recent months, while the latest set of ECB economic forecasts still call for headline euro area inflation to remain well south of the 2% target out to 2023. For the BoJ, we simply cited a rise in realized inflation as the only possible development that could lead to a BoJ taper. The BoJ now forecasts that Japanese inflation will not reach the 2% central bank target until at least 2024. So for both the ECB and BoJ, the conditions do not warrant any imminent tapering of bond buying. Chart 6What The Most Dovish CBs Are Watching What The Most Dovish CBs Are Watching What The Most Dovish CBs Are Watching As another way to determine who could taper next, we turn to our Central Bank Monitors, which are designed to measure the pressure on policymakers to ease or tighten monetary setting. All the Monitors have responded to the recovery in global growth and inflation, along with the easing of financial conditions implied by booming markets, over the past year. Yet only the RBA Monitor is calling for tightening (Chart 7), indicating that the RBA’s current focus on only wages and realized inflation is a departure from their behavior in the past. The Fed and BoE Monitors have risen to the zero line, suggesting no further pressure to ease policy but no tightening is needed either. The ECB, BoJ and RBNZ Monitors are all close, but just below, the zero line, suggesting diminishing need for more monetary stimulus (Chart 8). Chart 7Bond Yields Have Moved Ahead Of Our CB Monitors Bond Yields Have Moved Ahead Of Our CB Monitors Bond Yields Have Moved Ahead Of Our CB Monitors Chart 8Yields Overshooting Tightening Pressures Here Too Yields Overshooting Tightening Pressures Here Too Yields Overshooting Tightening Pressures Here Too Based on our assessment of the above indicators, we judge the RBNZ to be the next central bank most likely to taper, sometime in the 2nd half of 2021. We still see the Fed starting to signal tapering later this year, but with actual slowing of US Treasury (and Agency MBS) purchases not occurring until early 2022. The year-over-year momentum of bond yields correlates strongly with the Central Bank Monitors. The rise in global bond yields seen over the past year has exceeded the pace implied by the Monitors. This is unsurprising given how rapidly the global economy has recovered from pandemic-fueled recession in 2020. Supply chain disruptions and surging commodity prices have also given a lift to bond yields via rising inflation expectations, even as central banks have promised to keep rates on hold for at least the next couple of years. Yet purely from a monetary policy perspective, the surge in global bond yields looks to have gone a bit too far, too fast. Bottom Line: Markets are now trying to sort out who will taper next after the BoC and BoE, and have concluded that it will not be the Federal Reserve, with US employment still well below the pre-pandemic peak. US Treasury yields will continue trading sideways until there is greater clarity on the pace of US labor market improvement, especially after the big downside miss in the April jobs report. Bond yields in other developed markets appear to have overshot economic momentum, and a period of consolidation is needed before yields can begin moving higher again. US Treasury Curve: How Much Steepening Left? Chart 9A Pause In The UST Bear-Steepening Trend A Pause In The UST Bear-Steepening Trend A Pause In The UST Bear-Steepening Trend For most of the past year, the primary trend in the US Treasury curve has been one of bear steepening. Longer maturity yields have borne the brunt of the upward pressure stemming from the rapid recovery in US (and global) economic growth from the depths of the 2020 COVID-19 recession. In recent weeks, however, the surge in longer-maturity Treasury yields has stalled, as have the immediate steepening pressures (Chart 9). Purely from a fundamental economic perspective, a steepening Treasury curve is an expected result of the reflationary mix of growth, inflation and monetary policy currently at work in the US. For example, since the 2020 lows, 5-year/5-year forward inflation expectations from the TIPS market have risen 143bps while the ISM manufacturing index surged from a low of 41 to a high of 65 in March of this year (Chart 10). Combine that with the Fed cutting rates to 0% last year, while promising to keep rates unchanged through 2023 and reinforcing that commitment through QE, and it is no surprise to see a steeper US Treasury curve. Chart 10UST Curve Steepening Has Been Driven By Reflation UST Curve Steepening Has Been Driven By Reflation UST Curve Steepening Has Been Driven By Reflation Yet even despite these obvious steepening pressures, the pace of the Treasury curve steepening does seem to be a bit rapid compared to history. In Chart 11, we show a “cycle-on-cycle” analysis, comparing the slope of various US Treasury curve segments (2-year versus 5-year, 5-year versus 10-year, 10-year versus 30-year) to the average of the previous five US business cycles, dating back to the 1970s. The curves are lined up to the start date of the previous recession, with the vertical line in the chart representing that date. Thus, this chart allows us to see how the Treasury curve evolved heading into, and coming out of, economic downturns. Chart 11 shows that the current 2-year/5-year curve, with a steepness of 63bps, is in line with past steepening moves coming out of recession. For the curve segments at longer maturities, the pace of steepening has been much more rapid than in the past. In fact, the current 5-year/10-year slope of 82bps is already above the average past peak level, as is the 10-year/30-year curve of 72bps. If we do the same cycle-on-cycle analysis for the three previous US recessions dating back to 1990, the current curve slopes are more in line with levels seen one year into the economic expansion (Chart 12). During those previous cycles, the curve steepening trend ended around two years into the expansion. This suggests that the current curve steepening could continue into 2022, except for one major difference – the Fed cut rates to 0% very rapidly last year, far faster than in the previous easing cycles. This suggests that additional curve steepening from current levels can only occur through a surge in US inflation. Chart 11Current UST Steepening Has Moved Fast Compared To Past Cycles Current UST Steepening Has Moved Fast Compared To Past Cycles Current UST Steepening Has Moved Fast Compared To Past Cycles Chart 12Can More UST Curve Steepening Occur With A 0% Funds Rate? Can More UST Curve Steepening Occur With A 0% Funds Rate? Can More UST Curve Steepening Occur With A 0% Funds Rate? The slope of the Treasury curve is typically correlated to the level of the nominal fed funds rate, but is even more strongly correlated to the funds rate minus actual inflation, or the real fed funds rate. When the real funds rate is below the natural real rate of interest, a.k.a. r-star, the Treasury curve has historically exhibited its strongest steepening trend. That can be seen in Chart 13, where we show the real fed funds rate (adjusted by US core CPI inflation) compared to the New York Fed’s estimate of r-star. The gap between the two series is shown in the bottom panel, correlating very strongly to the 2-year/30-year Treasury curve slope. Chart 13Curve Steepening Results When Real Rates Are Below R* Curve Steepening Results When Real Rates Are Below R* Curve Steepening Results When Real Rates Are Below R* With the nominal funds rate at zero, that gap between r-star and the real fed funds rate can only widen in a fashion that would support more curve steepening if a) realized US inflation moves higher or b) r-star moves higher. Both outcomes are possible as the US economic recovery, fueled by expanding vaccinations and fiscal stimulus. Both real rates and r-star are much lower in the current cycle than in previous economic recoveries, although the r-star/real funds rate gap appears to be following a more typical path that suggests potential additional steepening pressure (Chart 14). The wild card in this analysis is the Fed itself. If US economic growth and inflation evolve in way that makes it more likely the Fed would have to begin tapering QE and, eventually, signal future rate hikes, the Treasury curve may shift to a more typical bear-flattening trend seen during tightening cycles. We saw an example of that after the release of the March US employment report, where over a million jobs were created in a single month, causing 5-year Treasury yields to jump higher than longer-maturity Treasuries (i.e. curve flattening). Looking ahead, it appears that the US yield curve is more likely to slowly transition to a bear-flattening/bull-steepening regime than continue the bear-steepening/bull-flattening: trend of the past twelve months. One way to position for this is to enter into butterfly curve trades that offer attractive carry or valuation. For that, we turn to our Treasury curve valuation models. We have been recommending a Treasury yield curve trade in our Tactical Overlay portfolio on page 19, going long a 7-year bullet versus going short a 5-year/10-year barbell (Chart 15). This barbell is now very cheap on our models, which measure value by regressing the butterfly spread on the underlying slope of the curve. In this case, the spread between the 5/7/10 butterfly is unusually wide compared to the slope of the 5/10 Treasury curve. According to our model, this butterfly spread discounts nearly 100bps of additional 5/10 steepening, an excessive amount compared to past cycles. Chart 14R* - Real Funds Rate Gap Below Previous Cyclical Peaks R* - Real Funds Rate Gap Below Previous Cyclical Peaks R* - Real Funds Rate Gap Below Previous Cyclical Peaks Chart 15Maintain Our Current 5/7/10 UST Butterfly Trade Maintain Our Current 5/7/10 UST Butterfly Trade Maintain Our Current 5/7/10 UST Butterfly Trade While the valuation is attractive on the 5/7/10 butterfly (Table 2), the carry on this position is a modest 12bps. A butterfly with more attractive carry is the 2/5/30 butterfly. Table 2US Butterfly Strategy Valuation: Standardized Residuals Who Tapers Next? Who Tapers Next? Table 3US Butterfly Strategies: Carry Who Tapers Next? Who Tapers Next? Chart 16Enter A New 2/5/30 UST Butterfly Trade Enter A New 2/5/30 UST Butterfly Trade Enter A New 2/5/30 UST Butterfly Trade This butterfly has a neutral valuation (Chart 16) on our model, but offers 35bps of carry - the most attractive among all butterflies involving a 5-year bullet (Table 3). With US Treasury yields, and the Treasury curve slope, likely to remain rangebound for the next few months, going for higher carry trades is an attractive strategy – particularly if used in conjunction with a below-benchmark duration stance, which we still advocate. The 2/5/30 butterfly represents an attractive near-term hedge to that more defensive duration posture. Bottom Line: We are adding a new recommended US Treasury butterfly trade to our Tactical Overlay portfolio, going long the 5-year bullet and short the 2/30 barbell. This trade should benefit with US Treasury curve steepening overshooting the pace of past cycles, while offering attractive carry if persistent Fed dovishness slows the cyclical transition to a bear-flattening curve regime.   Robert Robis, CFA Chief Fixed Income Strategist rrobis@bcaresearch.com Footnotes 1 Please see BCA Research Global Fixed Income Strategy Report, "Harder, Better, Faster, Stronger", dated March 16, 2021, available at gfis.bcaresearch.com. Recommendations The GFIS Recommended Portfolio Vs. The Custom Benchmark Index Who Tapers Next? Who Tapers Next? ​​​​​​​ Duration Regional Allocation Spread Product Tactical Trades Yields & Returns Global Bond Yields Historical Returns

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 Global Inflation: The case for maintaining a strategic overall allocation to inflation-linked bonds (ILBs) versus nominal government debt in dedicated global fixed income portfolios remains intact. Global growth expectations are accelerating as vaccinations increase, spare capacity is increasingly being absorbed across the developed world and central banks (led by the Federal Reserve) continue to show no inclination to tighten policy anytime soon. Inflation-Linked Bond Allocations: ILB valuations, however, are no longer uniformly cheap across all countries. Real yields are now moving in a less coordinated fashion as markets try to sort out the timing and pace of eventual future central bank tightening. We recommend shifting inflation-linked bond exposure from Canada to Germany, as both markets have similar valuations but the Bank of Canada is likely to turn less dovish well ahead of the ECB. Feature Chart of the WeekMarkets Remain Unconcerned About An Inflation Overshoot Markets Remain Unconcerned About An Inflation Overshoot Markets Remain Unconcerned About An Inflation Overshoot The global reflation trade over the past year has been highly rewarding to investors. Equity and credit markets worldwide have delivered outstanding returns on the back of highly stimulative monetary and fiscal policies implemented to deal with the negative economic effects of COVID-19. The global INflation trade has also paid off for investors in inflation-linked bonds (ILBs), which have outperformed nominal government debt across the developed economies dating back to last spring. The rising trend for global inflation breakevens remains intact, but is approaching some potential resistance points. A GDP-weighted average of 10-year breakeven inflation rates among the major developed economies is just shy of the 2% level that has represented a firm ceiling over the past decade (Chart of the Week). At the same time, the Bloomberg consensus forecast for headline CPI inflation for that same group of countries calls for an increase to only 1.8% by year-end before slowing to 1.7% in 2022. The latest forecasts from the IMF are similar, calling for headline inflation in the advanced economies to reach 1.6% in 2021 and 1.7% in 2022. If those modest forecasts for realized inflation come to fruition, then there is likely not much more upside in inflation breakevens, in aggregate. Country selection within the ILB universe will become more important over the next 6-12 months, as divergences in growth, realized inflation and central bank reactions will lead to a more heterogeneous path for global inflation breakevens. Underlying Inflation Backdrop Still Supports Rising Breakevens On a total return basis, ILBs enjoyed an extended run of success prior to this year. The cumulative total return of the asset class (in local currency terms) between 2012 and 2020 was a whopping 61% in the UK, 25% in Canada, 22% in the US and 21% in the euro area (aggregating the individual countries in the region with inflation-linked bonds). However, the absolute performance of ILBs has been more disperse on a country-by-country basis so far in 2021. ILBs are down year-to-date in Canada (-6.2%), the UK (-5.0%) and the US (-1.4%). On the other hand, euro area ILBs have delivered a positive total return of +0.5% so far in 2021. Real bond yields have climbed off the lows in the US, UK and, most notably, Canada where the overall index yield on the Bloomberg Barclays inflation-linked bond index is now in positive territory for the first time since before the pandemic started (Chart 2). At the same time, real bond yields have been drifting lower in the euro area. These real yield moves are related to shifting perceptions of central bank responses to the global growth upturn. For example, pricing in overnight index swap (OIS) curves have pulled forward the timing and pace of future interest rate increases in the US and Canada – i.e. real policy rates will become less negative - while there has been comparatively little change in euro zone rate expectations. While the absolute returns for ILBs have become less correlated, the relative trade between nominal and inflation-linked government bonds in all countries remains intact. 10-year breakeven inflation rates have been steadily climbing in the US and UK, while depressed Japanese breakevens have crept modestly higher (Chart 3). Even Europe, where inflation has remained subdued for years, has seen a significant shift higher in inflation breakevens. (Chart 4). The turn in breakevens has occurred alongside a major change in investor perceptions of future inflation, with surveys like the ZEW showing an overwhelming majority of financial professionals expecting higher inflation in the US, Europe and the UK. Chart 2A Fading Bull Market In Inflation-Linked Bonds A Fading Bull Market In Inflation-Linked Bonds A Fading Bull Market In Inflation-Linked Bonds Chart 3A Solid Recovery In Inflation Expectations A Solid Recovery In Inflation Expectations A Solid Recovery In Inflation Expectations Chart 4European Inflation Expectations Starting To Normalize European Inflation Expectations Starting To Normalize European Inflation Expectations Starting To Normalize Inflation forecasts have shifted in response to faster global growth expectations on the back of vaccine optimism and aggressive US fiscal stimulus. Yet inflation forecasts remain modest compared to the huge growth figures expected for 2021 and 2022. In its latest World Economic Outlook published last week, the IMF upgraded its global real GDP forecast to 6.0% for 2021 and 4.4% for 2022. This represented an increase of 0.5 and 0.4 percentage points, respectively, from the last set of forecasts published back in January. While growth upgrades occurred across all major developed and emerging economies, the biggest upgrades came in the US and Canada, for both 2021 and 2022. As a result, the IMF projects the output gap in both countries to turn positive over 2022 and 2023, and be nearly closed in core Europe, Australia and Japan (Chart 5). The IMF is not projecting a major inflation surge on the back of those upbeat growth forecasts, though. While headline inflation in the US is expected to climb to 2.3% in 2021 and 2.4% in 2022, the same measure in Canada is only projected to rise to 1.7% and 2.0% over the same two years. European inflation is expected to remain subdued, reaching only 1.4% this year and drifting back to 1.2% in 2022 despite real GDP growth averaging 4.1% over the two-year period. The IMF attributes the benign inflation outcomes, even in the face of booming growth rates and the rapid elimination of output gaps, to the structural disinflationary backdrop for so-called “non-cyclical” inflation (Chart 6). The IMF defines this as the components of inflation indices that are less sensitive to changes in aggregate demand. The IMF estimates show that the contribution from non-cyclical components to overall inflation in the advanced economies had fallen to essentially zero at the end of 2020. Chart 5A Big Expected Narrowing Of Output Gaps How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart 6Non-Cyclical Components Still Weighing On Global Inflation Non-Cyclical Components Still Weighing On Global Inflation Non-Cyclical Components Still Weighing On Global Inflation There is considerable upside risk for the more cyclical components of inflation that could result in inflation overshooting the IMF projections (Chart 7). Chart 7Cyclical Backdrop Is Inflationary Cyclical Backdrop Is Inflationary Cyclical Backdrop Is Inflationary For example, in the US, the Prices Paid component of the ISM Manufacturing index remains elevated at post-2008 highs, while the year-over-year change in the Producer Price Index soared to 6% in March. Across the Atlantic, the European Commission business and consumer surveys have shown a big surge in the net balance of respondents expecting higher inflation in manufacturing and retail trade. Previous weakness in the US dollar and surging commodity prices are playing a major role in this rapid pick-up in price pressures seen in many countries. Given the current backdrop of strong global growth expectations, with actual activity accelerating as vaccinations increase and more parts of the global economy reopen, inflation pressures are unlikely to fade in the near term. With realized inflation rates set to spike due to base effect comparisons to the pandemic-fueled collapse one year ago, the upward pressure on global ILB inflation breakevens will persist in the coming months – especially with breakevens still below levels that would prompt central banks to turn less dovish sooner than expected. Bottom Line: The case for maintaining a strategic overall allocation to inflation-linked bonds (ILBs) versus nominal government debt in dedicated global fixed income portfolios remains intact. Global growth expectations are accelerating as vaccinations increase, spare capacity is increasingly being absorbed across the developed world and central banks (led by the Federal Reserve) continue to show no inclination to tighten policy anytime soon. Assessing Value In Developed Market Inflation-Linked Bonds Chart 8USD Outlook Now More Mixed USD Outlook Now More Mixed USD Outlook Now More Mixed Although the current backdrop remains conducive to a continuation of the rising trend in global ILB breakevens, there are factors that could begin to slow the upward momentum. The future path of the US dollar is now a bit less certain (Chart 8). While the DXY index is still down 7.4% compared to a year ago, it is up 2.4% so far in 2021. Shorter-term real interest rate differentials between the US and the other major developed markets remain dollar-bearish. At the same time, longer-term real yield differentials have risen in favor of the US (middle panel). Furthermore, US growth is outperforming other developed economies, typically a dollar-bullish factor (bottom panel). Given the usual negative correlation between the US dollar and commodity prices, a loss of downside dollar momentum could also slow the pace of commodity price appreciation. This represents a risk to additional global ILB outperformance versus government bonds. Our GDP-weighted aggregate of 10-year ILB breakevens for the major developed economies is currently just under 2% - levels more consistent with oil prices over $80/bbl than the current price closer to $60/bbl (Chart 9). Chart 9Breakevens Consistent With Much Higher Oil Prices Breakevens Consistent With Much Higher Oil Prices Breakevens Consistent With Much Higher Oil Prices Given some of these uncertainties over the strength of any future inflationary push from a weaker US dollar and rising commodity prices, a broad overweight allocation to ILBs across the entire developed market universe may no longer generate the same strong returns versus nominal government bonds seen over the past year. With the “easy money” already having been made in the global breakeven widening trade, country allocation within the ILB universe has now become a more important dimension for bond investors to consider. To assess the relative attractiveness of individual ILB markets, we turn to a few valuation tools. Our regression-based valuation models for 10-year ILB breakevens in the US, UK, France, Italy, Germany, Japan, Canada and Australia are all presented in the Appendix on pages 14-17. The two inputs into the model are the annual rate of change of the Brent oil price in local currency terms (as a measure of shorter-term inflation pressure) and a five-year moving average of realized headline CPI inflation (as a longer-term trend that provides a structural “anchor” for breakevens based off actual inflation outcomes). We first presented these models in April 2020, but we have now made a change in response to some of the unprecedented developments witnessed over the past year.1 Despite the strong visual correlation between the level of oil prices and inflation breakevens in most countries, we chose to use the annual growth of oil prices, rather than the level, in our breakeven models. This is because we found it more logical to compare a rate of change concept like inflation (and breakevens) to the rate of change of oil. However, the oil input into our breakeven models could produce nonsensical results during periods of extreme oil volatility that did not generate equivalent swings in breakeven inflation rates. A good example of that occurred in 2016, when the annual rate of change of the Brent oil price briefly surged toward 100%, yet 10-year US TIPS breakevens did not rise above 2% (Chart 10). An even bigger swing in oil prices has occurred over the past year, with oil prices up over +200% compared to the collapse in prices that occurred one year ago. Putting such an extreme move into our US model would have pushed the “fair value” level of the 10-year TIPS breakeven to 4% - an implausible outcome given that the 10-year breakeven has never risen to even as high as 3% in the entire 24-year history of the TIPS market. Chart 10Pass-Through Of Extreme Oil Moves Has Limits Pass-Through Of Extreme Oil Moves Has Limits Pass-Through Of Extreme Oil Moves Has Limits To deal with this problem, we have truncated the rate of change of oil prices in all our breakeven models at levels consistent with past peaks of breakevens. Going back to the US example, we have “capped” the rate of change of the Brent oil price at +40%, as past periods when oil price momentum was greater than 40% did not translate into any additional increase in TIPS breakevens. We then re-estimated the model using this truncated oil price series to generate fair value breakeven levels. Chart 11A Mixed Impact Of USD Moves On Non-US Breakevens A Mixed Impact Of USD Moves On Non-US Breakevens A Mixed Impact Of USD Moves On Non-US Breakevens We did this for all eight of our individual country breakeven models and in all cases, truncating extreme oil moves improved the accuracy of the model. Interestingly, we did not truncate the downside momentum of oil prices, as there was no obvious “cut-off” point where periods of collapsing oil prices did not generate equivalent declines in breakevens. Oil prices remain the most critical short-term variable to determine ILB breakeven valuation. While it is intuitive to think that currency movements should also have a meaningful impact on inflation (both realized and expected), the effect is not consistent across countries. For example, euro area breakevens appear to be positively correlated to the euro, while Japanese breakevens rarely rise without yen weakness (Chart 11). One other factor to consider when evaluating the value of breakevens is the possible existence of an inflation risk premium component during periods of higher uncertainty over future inflation. Such uncertainty could result in increased demand for ILBs from investors driving up the price of ILBs (thus lowering the real yield) relative to nominal yielding bonds, leading to wider breakevens that do not necessarily reflect a true rise in expected inflation. A simple way to measure such an inflation risk premium is to compare market-based breakevens to survey-based measures of inflation forecasts taken from sources like the Philadelphia Fed's Survey of Professional Forecasters and the Bank of Canada’s Survey Of Consumer Expectations. The assumption here is that the survey-based measures represent a more accurate (or, at least, less biased) depiction of underlying inflation expectations in an economy. We present these simple measures of inflation risk premia, comparing 10-year breakevens to survey-based measures of inflation expectations, in Chart 12 and Chart 13. Breakevens had been trading well below survey-based measures of inflation expectations after the negative pandemic growth shock in 2020 in all countries shown. After the steady climb in global breakevens seen over the past year, those gaps have largely disappeared, with breakevens now trading slightly above survey based inflation expectations in the US, UK and Australia. Chart 12No Major Inflation Risk Premia In These Markets No Major Inflation Risk Premia In These Markets No Major Inflation Risk Premia In These Markets Chart 13Canadian & Australian Breakevens In Line With Inflation Surveys Canadian & Australian Breakevens In Line With Inflation Surveys Canadian & Australian Breakevens In Line With Inflation Surveys Chart 14Assessing The Value Of Breakevens Assessing The Value Of Breakevens Assessing The Value Of Breakevens In Chart 14, we show the valuation residuals from our 10-year ILB breakeven models, along with two other measures of potential breakeven valuation: a) the distance between current breakeven levels and their most recent pre-pandemic peaks; and b) the difference between breakevens and the survey-based measures of inflation expectations. The model results show that breakevens are furthest below fair value in France, Japan and Germany, and the most above fair value in the UK and Australia. The message of undervaluation from our models is confirmed in the other two metrics for France, Japan, Germany, Canada and Italy. The overvaluation message for Australia is consistent across all three valuation metrics, while the signals are mixed for US and UK breakevens. In Japan, while the combined signals of all three valuation metrics indicate that breakevens are far too low, the very robust positive correlation between Japanese breakevens and the USD/JPY exchange rate implies that a bet on wider breakevens requires a much weaker yen. In Canada, while the 10-year breakeven does appear cheap, the real yield has also climbed faster than any of the other countries over the past several months as markets have rapidly repriced a more hawkish path for the Bank of Canada. Recent comments from Bank of Canada officials have leaned a bit hawkish, hinting at a possible taper of its bond-buying program, as the central bank appears unhappy with the renewed boom in Canadian housing values. An early tightening of monetary conditions would likely cap any additional upside in Canadian inflation breakevens. In Europe, the undervaluation of breakevens is more compelling. The ECB is likely to maintain its dovish policy settings into at least 2023, even if growth recovers later this year as increased vaccinations lead to the end of lockdowns. As shown earlier, European breakevens can continue to rise even if the euro is also appreciating versus the US dollar, especially if growth is recovering and oil prices are rising. Euro area breakevens are likely to continue drifting higher over at least the rest of 2021. Currently in our model bond portfolio, we have allocations to ILBs out of nominal government bonds in the US, France, Canada and Italy, with no allocations in Germany, Japan, Australia or the UK. After assessing our valuation measures, we are comfortable with the ILB exposure in France and Italy and lack of positions in the UK and Australia. We still see the upside case for US breakevens, with the economy reopening rapidly fueled further by fiscal policy, and the Fed likely to maintain its current highly dovish forward guidance until much later in 2021. We are reluctant to add exposure to Japanese ILBs, despite attractive valuations, as we are not convinced that USD/JPY has enough upside potential to help realize that undervaluation of Japanese breakevens. Thus, as a new change to our model portfolio this week that reflects our assessment of ILB breakeven valuations and risks, we are closing out the exposure to Canadian ILBs and adding a new position in German ILBs of equivalent size (see the model bond portfolio tables on pages 18-19). Bottom Line: ILB valuations are no longer uniformly cheap across all countries. Real yields are now moving in a less coordinated fashion as markets try to sort out the timing and pace of eventual future central bank tightening. We recommend shifting inflation-linked bond exposure from Canada to Germany, as both markets have similar valuations but the Bank of Canada is likely to turn less dovish well ahead of the ECB.   Robert Robis, CFA Chief Fixed Income Strategist rrobis@bcaresearch.com Footnotes 1 Please see BCA Research Global Fixed Income Strategy Report, "Global Inflation Expectations Are Now Too Low", dated April 28, 2020, available at gfis.bcaresearch.com. Appendix Chart A1Our US 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A2Our UK 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A3Our France 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A4Our Italy 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A5Our Japan 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A6Our Germany 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A7Our Canada 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Chart A8Our Australia 10-Year Inflation Breakeven Model How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? Recommendations How Much More Juice Is Left In The Global Inflation Breakeven Trade? How Much More Juice Is Left In The Global Inflation Breakeven Trade? The GFIS Recommended Portfolio Vs. The Custom Benchmark Index Duration Regional Allocation Spread Product Tactical Trades Yields & Returns Global Bond Yields Historical Returns