Developed Countries

Highlights The risk premium in crude oil prices is rising again, as policy risk – and the potential for large policy-driven errors – increases (Chart of the Week).1 This is not being fully reflected in options markets, where implied volatilities are trading close to their long-term average levels (Chart 2). In the past month, risks to oil flows – military and otherwise – and supply have risen, which is keeping a bid under prices. The Sino – U.S. trade war has worsened, and threatens to put global supply chains at risk, along with EM demand growth in the medium term. Meanwhile, amid global monetary easing, the USD has strengthened, producing a more immediate headwind for EM commodity demand. Against this backdrop of opposing forces, oil prices remain elevated and relatively stable in the low $70/bbl range for Brent. Our balances estimates and price forecasts have not changed materially this month. However, the balance of risks has widened in both tails of the price distribution. We expect implied volatilities in the crude oil options markets – particularly Brent – to move higher, as a result. As for prices, we continue to expect Brent to average $75/bbl this year and $80/bbl next year, with WTI trading $7/bbl and $5/bbl below those levels in 2019 and 2020, respectively. Energy: Overweight. The U.S. EIA moved closer to our fundamental assessment and Brent forecast in its most recent market update, lifting its Brent spot-price expectation for this year to an average of $70/bbl, ~ $5/bbl above its April forecast. The EIA’s revision reflects “tighter expected global oil market balances in mid-2019 and increasing supply disruption risks globally.” Base Metals: Neutral. In the wake of Vale’s January supply disaster at its Córrego do Feijão mine, iron ore shipments from Brazil were down 60% in April y/y. Cyclones disrupted supply in Western Australia, pushing 62% Fe iron ore prices to a 5-year high above $100/MT last week. Chinese steelmakers registered a 12.7% y/y gain in crude steel output last month, which, along with dockside iron ore inventory draws of ~ 20 MT ytd, is supporting prices generally. Precious Metals: Neutral. A stronger USD is weighing on gold. Global geopolitical tensions – chiefly in the Persian Gulf and in Sino – U.S. trade relations – are keeping prices above $1,270/oz. We remain long gold as a portfolio hedge. Ags/Softs: Underweight. Severe weather conditions in the Midwest continues to delay corn planting, and is contributing to a rally this week in corn prices to $3.94/bushel on Tuesday, up $3.48/bushel from last week’s level. Feature The risk of a military confrontation between the U.S. and Iran is higher than it was a month ago and rising. Should it erupt, such a confrontation would threaten oil exports from the Persian Gulf through the Strait of Hormuz, where ~ 20% of global supply transits daily.2 Bellicose rhetoric from the U.S. – some of it directed at materially reducing Iran’s influence in Iraq – alternately is ramped up and walked back, while attacks on soft targets in the Kingdom of Saudi Arabia (KSA) – e.g., oil shipping and west-bound oil pipelines – draw attention to the exposure of this critical infrastructure, upon which global oil markets rely.3 Iran, meanwhile, uses the media to prepare its population for further economic deprivation, and to lob its own vituperative rhetoric at the U.S. Venezuela’s collapse as an oil producer and exporter continues unabated, keeping markets for the heavier sour crude favored by U.S. refiners tight. Civil war threatens to cut into Libyan production, which we are carrying at just over 1mm b/d, while whiffs of another Arab Spring can be detected in Algeria, where popular discontent with ruling elites grows.4 On the demand side, the summer driving season is about to kick off in the Northern Hemisphere, heralding increased gasoline demand. Countering that, the Sino – U.S. trade war shows signs of devolving into a Cold War, which could force a re-ordering of supply chains globally, lifting costs and consumer-level inflation in the process. Longer-term, this could work against central-bank easing globally, and retard growth in EM consumer demand. The risk of a military confrontation between the U.S. and Iran is higher than it was a month ago and rising. Should it erupt, such a confrontation would threaten oil exports from the Persian Gulf through the Strait of Hormuz. For the present, we continue to expect EM demand growth to hold up, expanding by 1.5mm b/d this year and 1.6mm b/d next year. This will be supported by continued monetary easing globally, and additional fiscal stimulus from China if its trade war with the U.S. worsens. There is a chance weakness in DM demand will persist, but we think the odds of a normal seasonal pick-up in 2H19 will continue to support demand overall (Chart 3). That said, given the threats to demand growth – an expanded Sino – U.S. trade war and stronger USD, in particular – we will continue to monitor the health of EM demand closely. Chart 2Brent Implied Volatility Will Move Higher Chart 3DM Oil Demand Growth Wobbles, EM Steady   OPEC 2.0 Maintains Production Discipline Chart 4OPEC 2.0's Production Discipline, Strong Demand Drained Inventories The goal of OPEC 2.0 from its inception at the end of 2016 has been to drain OECD inventories, which swelled to 3.1 billion barrels in July 2016, on the back of a market-share war launched by the old OPEC under the leadership of KSA, and a surge in U.S. shale-oil production. KSA continues to stress the need to restrain crude oil production so as to draw down global oil inventories, and has done much of the heavy lifting this year to make that happen (Chart 4). The other putative leader of OPEC 2.0, Russia, continues to express misgivings with such a strategy, arguing instead the producer coalition should make more oil available to the market. We are more aligned with Russia’s view, and continue to believe OPEC 2.0 will need to increase production. In our balances (Table 1), our base case assumes those producers that can lift production – core OPEC and Russia – will do so to keep prices below $85/bbl (Chart 5). We expect OPEC 2.0 will be able to offset the loss of ~ 700kb/d from Iran exports by increasing production gradually from May to September in proportion to its quota agreement. In our base case, we have Iranian exports falling to 600k b/d. We continue to expect OPEC 2.0 to be able to offset the loss of Venezuela’s production throughout the year, which we expect to fall to 500k b/d by December (vs. ~ 735k b/d presently). Going into next month’s Vienna meeting, we do not expect KSA to dramatically increase production, but would not be surprised if it took production from its current 9.8mm b/d level closer to its OPEC 2.0 quota of 10.33mm b/d in 2H19. Table 1BCA Global Oil Supply - Demand Balances (MMb/d, Base Case Balances) Going into next month’s Vienna meeting, we do not expect KSA to dramatically increase production, but would not be surprised if it took production from its current 9.8mm b/d level closer to its OPEC 2.0 quota of 10.33mm b/d in 2H19. We also expect Russia to lift its production closer to 11.6mm b/d from ~ 11.4mm b/d at present. Even with OPEC 2.0 lifting production ~ 900k b/d in 2H19 vs. 1H19, the bulk of global production increases will be concentrated in the U.S., where we expect shale-oil output to grow 1.2mm b/d this year, and 840k b/d next year. This will account for 85% of the overall increase of 2.4mm b/d we expect in the U.S. this year and next. Our estimates of production growth in the U.S. shales is tempered by a growing conviction the large integrated oil majors and stand-alone E&P companies will continue to put the interests of shareholders above their desire to increase production just for the sake of increasing it, as was done in the past. This is driven by a desire to attract and retain capital, which will be critical to the majors and the big E&Ps in the years ahead.5 We continue to see demand growth exceeding supply growth this year. This will produce a physical deficit, which will continue to drain inventories. Even with these production increases, we continue to see demand growth exceeding supply growth this year. This will produce a physical deficit, which will continue to drain inventories (Chart 6). Chart 5Core OPEC 2.0 Will Lift Production Chart 6Balances Continue To Tighten   Spare Capacity Will Be Stretched In addition to Iran and Venezuela, we are closely following what appears to be the early stages of another civil war in Libya, which threatens the ~ 1mm b/d of production flowing from there. In addition, we are seeing signs of growing civil discontent in Algeria not unlike that of 2011, which was sparked by popular dissatisfaction with ruling elites throughout the Middle East in the lead-up to the Arab Spring. We have maintained existing spare capacity can handle the loss of Iranian and Venezuelan production and exports we’ve built into our balances and price-forecast models. However, covering these losses will stretch the capacity of global supply to accommodate unplanned outages, which could leave markets extremely tight in the event of production losses in Libya or Nigeria, or in producing provinces prone to natural disasters (e.g., Canadian wildfires or U.S. Gulf hurricanes). At present, markets appear to be comfortable with OPEC 2.0’s ability to cover losses from Iran and Venezuela, given current spare capacity of ~ 3mm b/d, most of which remains in KSA, and continued growth in non-OPEC output (Chart 7). As inventories continue to draw globally, markets’ attention will turn more toward this spare capacity.   Expect Higher Volatility We remain long Brent call spreads in July and August 2019, which are up an average 101% since they were recommended in February. These positions benefit from higher prices and higher volatility. Chart 8Geopolitics, Increasing Backwardation Support Higher Brent Implied Volatility Our fundamental assessments of supply, demand and inventory levels remain fairly steady. Thus, our price forecasts – $75 and $80/bbl this year and next for Brent, with WTI trading $7 and $5/bbl under that – remain unchanged. With OPEC 2.0 maintaining production discipline and U.S. shale producers maintaining capital discipline, the rate of growth on the supply side will be restrained, and below the rate of growth in global demand. These forces combine to keep inventories drawing this year, which will lead to a steeper backwardation in forward curves, particularly Brent’s (Chart 8). Coupled with true uncertainty re how the U.S. – Iran confrontation in the Persian Gulf is resolved, and how the Sino – U.S. trade war plays out, this steepening backwardation will lead to higher implied volatility in crude oil options markets. Bottom Line: Our expectation of higher prices and steepening backwardation in forward curves is supported by our analysis of fundamentals and the current political economy of global oil markets, which emphasizes policy risk arising from the actions of geopolitically significant states. These factors also will push implied volatility in options markets higher. As a result, we remain long Brent call spreads in July and August 2019, which are up an average 101% since they were recommended in February. These positions benefit from higher prices and higher volatility. We also remain long 2H19 Brent vs. short 2H20 Brent futures in line with our view backwardation will increase; this position is up 155.4% since it was initiated in February, as a result of the steepening of backwardation in the forward curve. Steepening backwardation also will benefit our long S&P GSCI recommendation, which is heavily weighted to energy markets; this position is up 8% since inception. Lastly, we remain long spot WTI, which is up 34.6% since it was recommended in January.   Robert P. Ryan, Chief Commodity & Energy Strategist rryan@bcaresearch.com Hugo Bélanger, Senior Analyst Commodity & Energy Strategy HugoB@bcaresearch.com Footnotes 1 In the price decomposition shown in our Chart of the Week, we account for the contribution that changes in global supply, demand and inventory levels make to the evolution of Brent prices, using a proprietary econometric model. We treat the residual term of the model – what’s left of the price decomposition after these fundamental variables are accounted for – as a measure of the risk premium in prices. An expansion of the risk premium – in the positive or negative direction – is coincident with an expansion of the implied volatility of Brent crude oil options typically expands (sometimes with a lag or two), and vice versa. This is intuitively appealing, since risk premia and volatility expand as uncertainty in the market rises. 2 We considered this topic in depth in a Special Report written with BCA Research’s Geopolitical Strategy entitled “U.S., OPEC Talk Oil Prices Down; Gulf Tensions Could Become Kinetic,” published July 19, 2018, and in “Brinkmanship Fuels Chaos In Oil Markets, And Raises The Odds Of Conflict In The Gulf,” published July 5, 2018. Both reports are available at ces.bcaresearch.com. 3 Iran’s influence in Iraq is an internally divisive issue, and a focal point of the U.S., a view we share. Please see, “Iraq: The Fulcrum Of Middle East Geopolitics And Global Oil Supply,” a Special Report we published with BCA Research’s Geopolitical Strategy September 5, 2018. KSA and Western intelligence agencies allege Iran is behind the attacks on Saudi oil infrastructure. Please see “Saudi Arabia accuses Iran of ordering drone attack on oil pipeline,” published by reuters.com. The westbound pipelines in KSA are critical to maintaining the Kingdom’s export capacity, as we noted in “Risk Premium In Oil Prices Rising; KSA Lifts West Coast Export Capacity,” published by BCA Research’s Commodity & Energy Strategy October 25, 2018. This report is available at ces.bcaresearch.com. 4 Please see “Algeria Has a Legitimacy Problem,” posted on the LSE’s Middle East Centre Blog by Benjamin P. Nickels on May 20, 2019, and “Algeria’s Second Arab Spring?” by Ishac Diwan posted at project-syndicate.org March 28, 2019. 5 We will be exploring this topic in depth in a Special Report next month. Investment Views and Themes Recommendations Strategic Recommendations Tactical Trades TRADE RECOMMENDATION PERFORMANCE IN 2019 Q1 Commodity Prices and Plays Reference Table Trades Closed in 2019 Summary of Trades Closed in

Highlights In the second half of 2019, economic growth will stop accelerating… …but an underpinning of equity valuations will limit sell-off magnitudes to around 10 percent or so, rather than deeper sustained plunges. The equity market will end up in a sideways channel… …but defensives, such as healthcare, will outperform economically-sensitive sectors. Overweight Euro Stoxx 50 versus Shanghai Composite. Overweight the JPY. Bitcoin is due another technical correction. Feature The 2019 playbook for economies and markets is playing out exactly as we predicted. In our first report of this year we wrote that 2019 would be the economic and investment opposite of 2018. Opposite to 2018 because the first half of 2019 would see inflation fade, and growth accelerate. And opposite to 2018 because the second half of 2019 would see inflation stop fading, and growth stop accelerating (Chart of the Week). Chart of the WeekIn The First Half Of 2019, Inflation Faded, Growth Accelerated Inflation Faded, Growth Accelerated Back in early January, we wrote: “Inflation is set to disappoint as the recent near-halving of the crude oil price feeds into both headline and core consumer price indexes. With central banks now promising even greater ‘dependence on the incoming data’, this unfolding dynamic will force them to temper any hawkish intentions and rhetoric, limiting the extent of upside in bond yields.” This was a controversial view at the time. Yet within a month of writing, the Federal Reserve had stopped hiking interest rates, while the ECB and other major central banks had also pivoted to more dovish. We also wrote: “Germany should benefit from another support to growth. Last year, the auto sector – a major engine of the German economy – spluttered as it absorbed the new WLTP emissions testing standard. Through the middle of 2018 German motor vehicle exports suffered a €20 billion hit which shaved 0.6 percent from Germany’s €3.4 trillion economy (Chart I-2). Now, if auto exports stabilize, this drag will disappear. And if auto exports recover to the pre-WLTP level after this one-off and temporary shock, Germany will receive a 0.6% mirror-image boost to growth.” 1 2019 is the economic and investment opposite of 2018. We now know that the German economy accelerated to a close-to-trend 1.7% clip in the second quarter, up from a -0.8 percent rate of contraction in the third quarter of 2018 (Chart I-3). This is not just due to relief in the auto sector. Growth in other European economies has also rebounded, so the acceleration in growth has a broader foundation, and is now beyond doubt. Given the openness of the European economy, it is also inconceivable that this growth pick-up does not reflect a more generalized acceleration in global activity.2 Chart I-2The WTLP Drag On German Auto Exports Is Over Chart I-3German GDP Growth Accelerated To A 1.7 Percent Clip To repeat, the 2019 playbook for economies and financial markets is playing out exactly as expected; in the first half of the year, inflation faded while growth accelerated. The question is: what happens next? Growth Will Struggle To Accelerate Further Clients ask us an important theoretical question: what is the most important driver for the economy and financial markets; is it the change in the bond yield (or interest rate) or is it the level of the bond yield? The answer is that both the change and the level of the bond yield are important in their different ways. The German economy accelerated to a close-to-trend 1.7% clip in the second quarter. When it comes to accelerations and decelerations in credit creation, it is the change in the bond yield that is the most important. Remember, GDP is a flow statistic, which means that GDP growth is a change of flow statistic receiving contributions from the change of flow of credit. As changes in the flow of credit result from the change in the bond yield – all else being equal – it is the change in the bond yield that drives GDP growth. If all of this sounds somewhat confusing, then Chart I-4 should make the point crystal clear. Chart I-4The Change In The Bond Yield Drives GDP Growth Since last November, high-quality 10-year bond yields have plunged 70 bps, and this collapse in yields helped to provide a strong impulse to growth in the first half of 2019. To receive the same impulse again in the second half, bond yields would have to plunge another 70 bps. But with the German 10-year bund yield already at -0.1 percent, the same rate of decline seems highly unlikely, if not mathematically impossible. The upshot is that the growth impulse from declining bond yields can only fade in the second half of this year.   However, when it comes to valuations and solvencies in the financial markets, it is the level of the bond yield that is the most important. Essentially, at a tipping point, higher bond yields can suddenly and viciously undermine the valuation support of equities, triggering a plunge in the stock market and other risk-assets which threatens a disinflationary impulse on the economy. The growth impulse from declining bond yields can only fade in the second half of this year. How can we sense this tipping point? It broadly equates to when the sum of the 10-year yields on the T-bond, German bund, and JGB is at 4 percent, the ‘rule of 4’ (Chart I-5). Conversely, when the sum is below 3 percent, the ‘rule of 3’, – as it is now – the seemingly rich valuation of equities versus bonds is broadly justified (Chart I-6).3 Chart I-5When The Sum Of 10-Year Yields On The T-Bond, Bund, And JGB Equals 4 Percent, The Global 10-Year Yield Equals 2 Percent Chart I-6The Rule Of 4, And The Rule Of 3 The upshot is that in the second half of 2019, economic growth will stop accelerating, but the support to equity valuations will limit sell-off magnitudes to around 10 percent or so, rather than deeper sustained plunges (Chart I-7). In aggregate, the equity market will end up in a sideways channel, but defensives, such as healthcare, will outperform economically-sensitive sectors. Chart I-7The Low Expected Return On Equities Is Justified When Bond Yields Are Ultra-Low How Did We Do? In our first report of the year, we also made (or reiterated) five investment recommendations. Today, we will review whether they worked or not, and what to do with them now. 1. Own a 25:75 combination of European banks relative to market, plus U.S. T-bonds. Chart I-8Banks Didn’t Outperform, But Bonds Did! Did it work? Yes. Although European banks underperformed the market, this was more than offset by the huge rally in T-bonds that resulted from the Fed going on hold (Chart I-8). Hence, the position is up 1 percent this year and 3.5 percent since its inception last November with the added advantage of negligible volatility. What to do now. Take profits. 2. Overweight EM versus DM. Did it work? No. EM has underperformed DM this year, though the position is broadly flat since its inception in November. What to do now. Close this position and switch into overweight Euro Stoxx 50 versus Shanghai Composite. 3. Overweight European versus U.S. equities. Did it work? The position is flat this year, though modestly up since its inception in November. What to do now. Maintain the position for a little while longer, as an expected short-term underperformance of the tech sector should benefit the tech-lite European equity market.  4. Overweight Italian assets versus European assets. Did it work? The position is broadly flat this year for both Italian equities and bonds relative to their European benchmarks. What to do now. Close any cyclical exposure to Italy, but maintain a structural exposure to Italian BTPs either in absolute or relative terms. 5. Overweight the JPY. Chart I-9In Japan And Europe, The Expected Interest Rate Cannot Go Much Lower Did it work? Yes. The broad trade-weighted JPY has outperformed this year, and especially so the JPY/EUR cross.   What to do now. Maintain the position. When the expected interest rate is at its lower bound, then it is difficult for the central bank to hurt its currency. In technical terms, the currency possesses a highly attractive payoff profile called positive skew (Chart I-9). Of course, there are plenty of currencies whose interest rates are near the technical lower bound, but we like the JPY because it has less political risk than the others. So for the moment, remain overweight the JPY.     Fractal Trading System*  This week we note that after a 100 percent rally in a near straight line, bitcoin’s 65-day fractal dimension is at the lower bound that has reliably signaled previous technical corrections. On that basis, this week’s recommended trade is short bitcoin, setting the profit target and symmetrical stop-loss at 27 percent. Also, we are very pleased to report that short tech versus healthcare quickly achieved its 6.5 percent profit target and is now closed. This leaves four open positions. For any investment, excessive trend following and groupthink can reach a natural point of instability, at which point the established trend is highly likely to break down with or without an external catalyst. An early warning sign is the investment’s fractal dimension approaching its natural lower bound. Encouragingly, this trigger has consistently identified countertrend moves of various magnitudes across all asset classes. Chart I-10 The post-June 9, 2016 fractal trading model rules are: When the fractal dimension approaches the lower limit after an investment has been in an established trend it is a potential trigger for a liquidity-triggered trend reversal. Therefore, open a countertrend position. The profit target is a one-third reversal of the preceding 13-week move. Apply a symmetrical stop-loss. Close the position at the profit target or stop-loss. Otherwise close the position after 13 weeks. Use the position size multiple to control risk. The position size will be smaller for more risky positions. * For more details please see the European Investment Strategy Special Report “Fractals, Liquidity & A Trading Model,” dated December 11, 2014, available at eis.bcaresearch.com. Dhaval Joshi, Chief European Investment Strategist dhaval@bcaresearch.com Footnotes 1 German auto net exports and GDP are quoted at annualized rates. The Worldwide Harmonized Light Vehicle test Procedure (WLTP) is a new standard for auto emissions that took effect on September 1 2018. 2 Quarter-on-quarter real GDP growth at annualized rates. 3 Please see the European Investment Strategy Weekly Report “The Rule of 4 Becomes the Rule of 3” dated March 21, 2019 available at eis.bcaresearch.com. Fractal Trading System Recommendations Asset Allocation Equity Regional and Country Allocation Equity Sector Allocation Bond and Interest Rate Allocation Currency and Other Allocation Closed Fractal Trades Trades Closed Trades Asset Performance Currency & Bond Equity Sector Country Equity Indicators Bond Yields Chart II-1Indicators To Watch - Bond Yields Chart II-2Indicators To Watch - Bond Yields Chart II-3Indicators To Watch - Bond Yields Chart II-4Indicators To Watch - Bond Yields   Interest Rate Chart II-5Indicators To Watch - Interest Rate Expectations Chart II-6Indicators To Watch - Interest Rate Expectations Chart II-7Indicators To Watch - Interest Rate Expectations Chart II-8Indicators To Watch - Interest Rate Expectations    

Special Report

HighlightsU.S. inflation is on a structural uptrend. Monetary and fiscal policy, populism, and demographics will tend to push inflation higher over the coming decade.How can investors protect portfolios against inflation risk? We look at periods of rising inflation to determine which assets were the best inflation hedge.We find that the level of inflation is very important in determining which assets work best.When inflation is rising and high, or very high, the best inflation hedges at the asset class level are commodities and U.S. TIPS.When inflation is very high, gold is the best commodity to hold and defensive sectors will minimize losses in an equity portfolio.However, hedges have a cost. Allocating a large percentage of a portfolio to inflation hedges will be a drag on returns. Investors should opt for a low allocation to hedges now, and increase to a medium level when inflation rises further.FeatureSome 38 years have passed since the last time the U.S. suffered from double-digit inflation. The Federal Reserve reform of 1979, championed by Paul Volcker, changed the way the Fed approached monetary policy by putting a focus on controlling money growth.1 The reform gave way to almost four decades of relatively controlled inflation, which persists today.But times are changing. While most of today’s investors have never experienced anything other than periods of tame inflation, BCA expects that rising inflation will be a major driving force of asset returns over the coming decade.2 The main reasons behind this view are the following:A rethink in the monetary policy framework: At its most recent meeting, the FOMC openly discussed the idea of a price-level target, implying that it would be open to the economy running hot to compensate for the past 10 years of below-target inflation (Chart I-1A, top panel).Procyclical fiscal policy: The U.S. is conducting expansionary fiscal policy while the economy is at near-full employment (Chart I-1A, middle panel). The last time this happened in the U.S., during the 1960s, high inflation followed, as the fiscal boost made the economy run substantially above capacity.Waning Fed independence: President Trump has openly questioned the hiking campaign undertaken by the Fed. Moreover, he has tried to nominate Fed governors with dovish tendencies. Historically around the world, a lack of central bank independence has often led to higher inflation rates (Chart I-1A, bottom panel).Peak in globalization: Globalization accelerated significantly in the 1990s and 2000s, flooding the global economy with cheap labor (Chart I-1B, top panel). However, we believe that globalization has peaked. Instead, populism and protectionism will be the dominant paradigms for years to come, reducing the cheap pool of workers and goods previously available.Demographics: The population in the U.S. is set to age in coming years (Chart I-1B, middle panel). As the percentage of U.S. retirees increases, the number of spenders relative to savers will begin to rise (Chart I-1B, bottom panel). Higher spending and lower savings in the economy should create upward pressure on inflation. Chart I-1AStructural Forces Point To Higher Inflation In The Coming Decade (I)  Chart I-1BStructural Forces Point To Higher Inflation In The Coming Decade (II) If our view is correct, how should investors allocate their money?We attempt to answer this question by evaluating the performance of five major asset classes during periods when inflation was rising. Furthermore, we look into sub-asset class performance to determine how investors should position themselves within each asset class to take advantage of an inflationary environment.In our asset-class analysis, we use a data sample starting in 1973 and we limit ourselves to five publicly traded assets that have adequate history: global equities, U.S. Treasuries, U.S. real estate (REITs), U.S. inflation-linked bonds,3 and commodities. We compare asset classes according to their Sharpe ratios: average annualized excess returns divided by annualized volatilities.4 BCA expects that rising inflation will be a major driving force of asset returns over the coming decade.In our sub-asset class analysis, we analyze global equity sectors, international vs U.S. equities, and individual commodities. In some of the sections in our sub-asset class analysis, our sample is slightly reduced due to lack of historical data. Moreover, since in some instances all sectors have negative returns, we compare sub-asset classes according to their excess returns only.We base our analysis on the U.S. Consumer Price Index, given that most of the assets in our sample are U.S. based. We opt for this measure because it tends to track the living expenses for most U.S. citizens and it is the preferred measure to index defined-benefit payments.Finally, we decompose the periods of rising inflation into four quartiles in order to examine whether the level of inflation has any impact on the performance of each asset. Chart I-2 and Table I-1 show the different ranges we use for our analysis as well as a description of the typical economic and monetary policy environments in each of them.Summary Of ResultsTable I-2 shows the summary of our results. For a detailed explanation on how each asset class and sub-asset class behaves as inflation rises, please see the Asset Class section and the Sub-Asset Class section below.Which assets perform best when inflation is rising?Rising inflation affects assets very differently, and is especially dependent on how high inflation is.Global equities performed positively when inflation was rising and low or mild, but they were one of the worst-performing assets when inflation was rising and high or very high. Importantly, equities underperformed U.S. Treasuries in periods of both high and very high inflation.Commodities and U.S. TIPS were the best performers when inflation was high or very high.U.S. REITs were not a good inflation hedge.Which global equity sectors perform best when inflation is rising?Energy and materials outperformed when inflation was high.Every single sector had negative excess returns when inflation was very high, but defensive sectors such as utilities, healthcare, and telecommunications5 minimized losses.Which commodities perform best when inflation is rising?With the exception of energy, most commodities had subpar excess returns when inflation was in the first two quartiles.Industrial metals outperformed when inflation was high.Gold and silver outperformed when inflation was very high. Additionally, gold had consistent returns and low volatility.What is the cost of inflation hedging?To answer this question, we construct four portfolios with different levels of inflation hedging:Benchmark (no inflation hedging): 60% equities / 40% bonds.Low Inflation Hedging: 50% equities / 40% bonds / 5% TIPS / 5% commoditiesMedium Inflation Hedging: 40% equities / 30% bonds / 15% TIPS / 15 % commoditiesPure Inflation Hedging: 50% TIPS / 50% commodities. At the asset-class level, investors should allocate to commodities and U.S. TIPS to hedge inflation. Chart I-3Inflation Hedging Comes At A Cost While increased inflation hedging provides better performance when inflation is high and rising, these hedges are costly to hold when inflation is at lower ranges or when it is falling (Chart I-3, panels 1 & 2). However, adding moderate inflation hedging (low or medium) to a portfolio achieved the right balance between cost and protection, and ultimately improved risk-adjusted returns over the whole sample (Chart I-3, panel 3).What about absolute returns? The benchmark outperformed over the whole sample. However, the low and medium inflation hedging did not lag far behind, while avoiding the big drawdowns of high inflation periods (Chart I-3, panel 4).Investment ImplicationsHigh inflation may return to the U.S. over the next decade. Therefore, inflation hedging should be a key consideration when constructing a portfolio. Based on our results, our recommendations are the following:1.  At the asset-class level, investors should allocate to commodities and U.S. TIPS to hedge inflation.2.  However, these hedges are costly to hold as they will create a drag on returns in periods when inflation is not high or very high. Therefore, a low allocation to inflation hedges is warranted now.3.  Inflation will probably start to pick up in the 2020s. A medium allocation to inflation hedges will then be appropriate.4.  When inflation is high (3.3%-4.9%), investors should overweight energy and materials in their equity portfolios. Likewise, they should overweight industrial metals and energy within a commodity portfolio.5.  When inflation is very high (4.9% or more), investors should overweight defensive sectors in their equity portfolio to minimize losses. Moreover, investors should overweight gold within a commodity portfolio.Asset ClassesGlobal EquitiesThe relationship between equity returns and rising inflation depends on how high inflation is, with outstanding performance when inflation is rising but low or mild, and poor performance as it gets higher (Chart II-1, top panel).This relationship can be explained by the interaction between interest rates, inflation, earnings, and valuations:Earnings growth was usually slightly negative when inflation was recovering from low levels. However, given that interest rates were very low in this environment and growth expectations were high, multiple expansion boosted equity returns (Chart II-1, bottom panel).When inflation was mild, the Fed typically started to raise rates, resulting in a declining multiple. However, equities had the best performance in this range thanks to very high earnings growth – a result of the economy growing strongly due to a healthy level of inflation.When inflation climbed into the high or very high range, earnings growth was usually positive but beginning to slow, as high inflation weighed on growth. Meanwhile the multiple started to decline rapidly due to rising interest rates and declining growth expectations.With the exception of the mild inflation range, the return profile of equities during inflationary periods was similar to its normal profile: negative skew and excess kurtosis (Table II-1). However, the consistency of returns decreased at higher levels of inflation, with only 45% of months with positive returns when inflation was rising and in its highest quartile.U.S. TreasuriesU.S. Treasuries reacted in a similar fashion to equities when inflation was rising (Chart II-2). However, while Treasuries underperformed equities when inflation was low or mild, they actually outperformed equities when inflation was high or very high. This was in part due to the fact that at higher inflation ranges, U.S. Treasuries offer a higher coupon return when rates are high, at least partially counteracting losses from falling prices.The steady stream of cash flows from the coupons helped Treasuries achieve positive returns roughly two-thirds of the time at the highest levels of inflation (Table II-2). However, this consistency in returns came at a cost: very high inflation resulted in negative skew and high excess kurtosis. Therefore, while Treasuries provided frequent positive returns when inflation was very high, they were prone to violent selloffs.U.S. REITsWhile REITs had high risk-adjusted returns when inflation was rising but mild, much like equities they had subpar performance in every other quartile and particularly poor performance when inflation was high or very high (Chart II-3). These results confirm our previous research showing that REITs performance is very similar to that of equities.6The return consistency for REITs was generally poor in inflationary periods, with the second-lowest percentage of positive return of any asset class (Table II-3). Moreover, REIT returns had excess kurtosis and negative skew throughout all inflation quartiles.Commodity FuturesCommodities performed positively in every quartile, and did particularly well when inflation was mild (Chart II-4, top panel). However, total return and price return were very different due to the behavior of the roll and collateral return:Total risk-adjusted returns were lower than spot risk-adjusted returns when inflation was low and rising. This happened because during these periods, commodity supply was high relative to demand, as the economy was recovering from a deflationary shock. Thus, there was an incentive for producers to conserve inventories, making the futures curve upward-sloping (contango). Thus, roll return was negative (Chart II-4, bottom panel).When inflation was in the upper two quartiles, total risk-adjusted returns were much higher than risk-adjusted spot returns. This was because high inflation was the product of supply shocks. These supply shocks resulted in a downward-sloping futures curve (backwardation), which, in turn, resulted in a positive roll return. Additionally, high rates during these regimes contributed to a high collateral return.Commodities provided good return consistency during inflationary periods, with roughly 60% of positive return months in the upper two inflation quartiles (Table II-4). The skew of returns was neutral or positive in the top two quartiles. This means that although volatility was high for commodities, extreme return movements were normally positive.U.S. Inflation-Protected BondsWhile inflation-protected bonds provided meager returns when inflation was rising but in the mild range, they provided excellent performance at the highest levels of inflation (Chart II-5). Moreover, this high Sharpe ratio was not just simply the result of low volatility, since U.S. TIPS had excess returns of 4.6% when inflation was high and 5.7% when inflation was very high.7The return profile of inflation-protected bonds during inflationary periods was also attractive in our testing period. Average skew was positive, while kurtosis was relatively low (Table II-5). The percentage of positive months across all quartiles was also the highest of all asset classes, with a particularly high share of positive returns in the periods of highest inflation.Sub-Asset ClassesGlobal Equity SectorsFor the sector analysis, we looked at information technology, financials, energy, materials, utilities, healthcare, and telecommunications. We excluded industrials, consumer discretionary, and consumer staples given that they do not have adequate back data.Once again, we separate rising inflation periods into four quartiles, arriving at the following results:When inflation was low, information technology had the best excess returns while utilities had the worst (Chart III-1, panel 1). This matches our observations at the asset class level, as IT is highly responsive to changes in the valuation multiple.When inflation was mild, energy had the best performance, followed by information technology (Chart III-1, panel 2). Meanwhile, financials had the worst performance, as rates were normally rising in these periods.When inflation was high, sectors highly correlated with commodity prices such as energy and materials outperformed. Meanwhile, IT was the worst performer (Chart III-1, panel 3).When inflation was very high, every sector had negative excess returns. Overall, investing in energy minimized losses (Chart III-1, panel 4). However, this performance was in part attributable to the oil spikes of the 1970s. Alternatively, defensive sectors such as utilities, telecommunications, and healthcare also minimized losses. International vs U.S. EquitiesHow do equities outside of the U.S. behave when inflation is rising? While the high share of U.S. equities in the global index causes U.S. equities to be the main driver of global stock prices, is it possible to improve returns in inflationary environments by overweighting international equities?The answer once again depends on the level of inflation. When inflation was rising but low, U.S. stocks outperformed global ex-U.S. equities in both common currency and local currency terms (Chart III-2, panel 1). This was in part due to the inherent tech bias in U.S. stocks. Additionally, the low level of inflation was often accompanied by slowing global growth in our sample, helping the U.S. dollar.When inflation was mild, U.S. stocks once again outperformed international stocks in both local and common currency terms, though to a lesser degree (Chart III-2, panel 2). The dollar was roughly flat in this environmentU.S. stocks started to have negative excess returns when inflation was high (Chart III-2, panel 3). On the other hand international equities had positive excess returns in dollar terms, partly because of their energy and material bias and partly because the dollar was generally weak in this period.U.S. equities outperformed global ex-U.S. equities by a small margin when inflation was very high, given that defensive sectors such as telecommunication were over-represented in the U.S. index (Chart III-2, panel 4). The dollar was roughly flat in this period. Individual CommoditiesOur analysis above confirmed that commodities were one of the best assets to hold when inflation was rising. However, which commodity performed best?8Total return for every commodity was lower than spot return when inflation was low (Chart III-3, panel 1). This was due to the upward-sloping term structure of the futures curve (contango), resulting in a negative roll yield. In this range, energy had the best performance, followed by industrial metals. Precious metals had negative excess returns.When inflation was mild, energy had the best performance of any commodity by far (Chart III-3, panel 2). Precious and industrial metals had low but positive excess returns in this period.When inflation was high, industrial metals had the highest excess returns, followed by energy (Chart III-3, panel 3).We omit energy for the last quartile since there is not enough data available. Overall, when inflation was very high, both gold and silver had the highest excess returns (Chart III-3, panel 4). However, gold’s return volatility was much lower, while it also had positive returns  64% of the time compared to 52% for silver.Other AssetsU.S. Direct Real Estate Chart IV-1Direct Real Estate Is A Good Inflation Hedge Our asset-class analysis confirmed that public real estate (REITs) as an asset class offered poor risk-adjusted returns during inflationary periods. But how did direct real estate perform?We analyzed direct real estate separately from all other assets because of a couple of issues:Our return dataset is available only on a quarterly basis, versus a monthly basis for the rest of the assets in our sample. Even when annualized, volatility is not directly comparable when using data with different frequencies.The NCREIF Real Estate Index that we used is a broad aggregate, which is not investable. Individual property prices might differ from this aggregate.Finally, real estate returns are measured on an appraisal basis. Appraisal-based indices are not reflective of real transactions. Moreover, prices tend to be sticky. To attenuate this issue we unsmoothed the capital returns by removing return autocorrelation.Overall, the Sharpe ratio of direct real estate was solid throughout the first three quartiles of rising inflation (Chart IV-1, top panel). There is not enough data available for the fourth quartile. However, judging by the performance of U.S. housing in the 1970s from OECD, risk-adjusted returns when inflation was very high was likely positive (Chart IV-1, bottom panel). Cash Chart IV-2Very High Inflation Erodes The Value Of Cash Cash (investing in a 3-month U.S. Treasury bill) outperformed inflation over our sample. (Chart IV-2, top panel). Moreover, cash provided positive real returns when inflation was mild, or high, or when it was decreasing (Chart IV-2, bottom panel). However, cash was not a good inflation hedge at the highest inflation quartile, with an average annualized real loss of almost 2%. Juan Manuel Correa OssaSenior Analystjuanc@bcaresearch.com Footnotes1      Please see Carl E. Walsh, “October 6, 1979,” FRSBF Economic Letter, 2004:35, (December 3, 2004).2      Please see Global Investment Strategy Special Report, “1970s-Style Inflation: Could it Happen Again? (Part 1), ” dated August 10, 2018, available at gis.bcaresearch.com and Global Investment Strategy Special Report, “1970s-Style Inflation: Could it Happen Again? (Part 2),” dated August 24, 2018, available at gis.bcaresearch.com.3      We use a synthetic TIPS series for data prior to 1997. For details on the methodology, please see: Kothari, S.P. and Shanken, Jay A., “Asset Allocation with Inflation-Protected Bonds,” Financial Analysts Journal, Vol. 60, No. 1, pp. 54-70, January/February 2004. Jay A., “Asset Allocation with Inflation-Protected Bonds,” Financial Analysts Journal, Vol. 60, No. 1, pp. 54-70, January/February 2004.4      Excess returns are defined as asset return relative to a 3-month Treasury bill.5      Sector classification does not take into account GICS changes prior to December 2018. 6      Please see Global Asset Allocation Strategy Special Report "REITS Vs Direct: How To Get Exposure To Real Estate," dated September 15, 2016, available at gaa.bcaresearch.com.7      It is important to note that the synthetic TIPS series does not completely match actual TIPS series for the periods where they overlap. Specifically, volatility is significantly higher in the synthetic series. Thus, results should be taken as approximations.8      We decompose the returns into the same 4 quartiles to answer this question. However, due to lower data availability, we start our sample in 1978 instead of 1973. Moreover, our sample for energy is smaller beginning in 1983. This mainly reduces the amount of data available at the upper quartile.       

Neutral In a report late last month, we noted that our overweight recommendation on S&P homebuilders had generated alpha in excess of 10% for our portfolio, despite being offside early. However, we further noted a softening in some housing related data that gave us pause, particularly in the context of a trade that had provided outstanding gains, and we added a downgrade alert and set a stop sell order at the 10% relative return mark. That mark was breached on Monday; accordingly, and in a continuation of our progressive derisking of the portfolio, we have lowered our recommendation on the S&P homebuilders index to neutral. We continue to fear that if a generalized risk-off phase materializes, yields will fall but homebuilders will not participate in the bond rally. That is not to say we have grown negative on U.S. housing in general; on the contrary, we continue to explore a bullish housing view via our long S&P homebuilders/short S&P home improvement retailers pair trade. Clients should look forward to next week’s Weekly Report for an update on the latter of these sectors. Bottom Line: Downgrade S&P homebuilders to neutral, crystalizing gains of 10%. The ticker symbols for the stocks in this index are: BLBG: S5HOME – LEN, DHI, PHM.