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Highlights Financial markets have slipped into a 'risk off' phase. The upbeat second quarter earnings season in the U.S., Japan and the Eurozone was overwhelmed by a number of negative events. Equity bear markets are usually associated with recessions. On that score, we do not see any warning signs of an economic downturn. However, geopolitical risks are rising at a time when valuation measures suggest that risk assets are vulnerable. We do not see the debt ceiling or the failure of movement on U.S. tax reform as posing large risks for financial markets. However, trade protectionism and, especially, North Korea are major wildcards. We don't believe the tensions in the Korean peninsula will end the cyclical bull market in global equities. Nonetheless, investors should expect to be tested numerous times over the next year to 18 months. BCA Strategists debated trimming equity exposure to neutral. However, the majority felt that, while there will be near-term volatility, the main equity indexes are likely to be higher on a 6-12 month horizon. Riding out the volatility is a better approach than trying to time the short-term ups and downs. That said, it appears prudent to be well shy of max overweight positions and to hold some safe haven assets within diversified portfolios. On a positive note, we have upgraded our EPS growth forecasts, except in the Eurozone where currency strength will be a significant drag in the near term. The Fed faced a similar low inflation/tight labor market environment in 1999. Policymakers acted pre-emptively and began to tighten before inflation turned up. This time, the FOMC will want to see at least a small increase in inflation just to be sure. Wages may be a lagging indicator for inflation in this cycle. Watch a handful of other indicators we identify that led inflection points in inflation in previous long economic expansions. This year's euro strength is unlikely to delay the next installment of ECB tapering, which we expect in early in 2018. Investors seem to be taking an "I'll believe it when I see it" attitude toward the U.S. inflation outlook, which has led to very lopsided rate expectations. Keep duration short. Feature Chart I-1Trump Popularity Headwind For Tax Reform A 'risk off' flavor swept over financial markets in August. The upbeat second quarter earnings season in the U.S., Japan and the Eurozone was overwhelmed by a number of negative events, from President Trump's Charlottesville controversy to the never-ending staff changes in the White House to North Korean tensions to the Texas flood and the terror attack in Spain. Trump's popularity rating is steadily declining, even now among Republican voters (Chart I-1). This has raised concerns that none of his business-friendly policies, tax cuts or initiatives to boost growth will be successfully enacted. It is even possible that the debt ceiling will be used as a bargaining chip among the various Republican factions. The political risks are multiplying at a time when the equity and corporate bond markets are pricey. Valuation measures do not help with timing, but they do inform on the potential downside risk if things head south. At the moment, we do not see any single risk as justifying a full retreat into safe havens and a cut in risk asset allocation to neutral or below. Nonetheless, there is certainly a case to be cautious and hold some traditional safe haven assets. Timing The Next Equity Bear Market It is rare to have an equity bear market without a recession in the U.S. There have been plenty of market setbacks that did not quite meet the 20% bear-market threshold, but were nonetheless painful even in the absence of recession (Black Monday, LTCM crisis, U.S. debt ceiling showdown and euro crises). Unfortunately, these corrections are very difficult to predict. At least with recessions, investors have a fighting chance in timing the exit from risk exposure. The slope of the yield curve and the Leading Economic Indicator (LEI) are classic recession indicators, and for good reason (Chart I-2). Over the past 50 years they have both successfully called all seven recessions with just one false positive. We can eliminate the false positive signals by combining the two indicators and follow a rule that both must be in the red to herald a recession.1 Chart I-2The Traditional Recession Indicators Have Worked Well It will be almost impossible for the yield curve to invert until the fed funds rate is significantly higher than it is today. Thus, it may be the case that a negative reading on the LEI, together with a flattening (but not yet inverted) yield curve, will be a powerful signal that a recession is on the way. Neither of these two indicators are warning of a recession. Global PMIs are hovering at a level that is consistent with robust growth. The erosion in the Global ZEW and the drop in the diffusion index of the Global LEI are worrying signs, but at the moment are consistent with a growth slowdown at worst (Chart I-3). Financial conditions remain growth-friendly and subdued inflation is allowing central banks to proceed cautiously when tightening (in the case of the Fed and Bank of Canada) or tapering (ECB). As highlighted in last month's Overview, the global economy has entered a synchronized upturn that should persist for the next year. The U.S. will be the first major economy to enter the next recession, but that should not occur until 2019 or 2020, barring any shocks in the near term. That said, risk asset prices have been bid up sharply and are therefore vulnerable to a correction. Below, we discuss five key risks to the equity bull market. (1) Is All Lost For U.S. Tax Cuts? Our recent client meetings highlight that investors are skeptical that any fiscal stimulus or tax cuts will see the light of day in the U.S. Tax cuts and infrastructure spending appear to have been priced out of the equity market, according to the index ratios shown in Chart I-4. We still expect a modest package to eventually be passed, although time is running out for this year. Tax reform is a major component of Trump's and congressional Republicans' agenda. If it fails, Republicans will have to go to their home districts empty-handed to campaign for the November 2018 midterm elections. Chart I-3Some Worrying Signs On Growth Chart I-4Fiscal Stimulus Largely Priced Out One implication of Tropical Storm Harvey is that it might force Democrats and Republicans to cooperate on an infrastructure bill for rebuilding. Even a modest spending boost or tax reduction would be equity-market positive given that so little is currently discounted. The dollar should also receive a lift, especially given that the Fed might respond to any fiscally-driven growth impulse with higher interest rates. (2) Who Will Lead The Fed? There is a significant chance that either Yellen will refuse to stay on when her term expires next February or that Trump will appoint someone else anyway. In this case, we would expect the President to do everything he can to ensure that the Fed retains its dovish bias. This means that he is likely to favor a non-economist and a loyal adviser, like Gary Cohn, over any of the more traditional, and hawkish, Republican candidates. Cohn could not arrive at the Fed and change the course of monetary policy on day one. The FOMC votes on rate changes, but in reality decisions are formed by consensus (with one or two dissents). The only way Cohn could implement an abrupt change in policy is if the Administration stacks the Fed Governors with appointees that are prepared to "toe the line" (the Administration does not appoint Regional Fed Presidents). Stacking the Governorships would take time. Nonetheless, it is not clear why President Trump would take a heavy hand in monetary policy when the current FOMC has been very cautious in tightening policy. The bottom line is that we would not see Cohn's appointment to the Fed Chair as signaling a major shift in monetary policy one way or the other. (3) The Debt Ceiling A more immediate threat is the debt ceiling. Recent fights over Obamacare and tax reform have pit fiscally conservative Republicans against the moderates, and it is possible that the debt ceiling is used as a bargaining chip in this battle. While government shutdowns have occurred in the past, the debt ceiling has never been breached. At the end of the day, the debt ceiling will always be raised because no government could stand the popular pressure that would result from social security checks not being mailed out to seniors or a halt to other entitlement programs. Even the Freedom Caucus, the most fiscally conservative grouping in the House, is considerably divided on the issue. This augurs well for a clean bill to raise the debt ceiling as the Republican majority in the House is 22 and the Freedom Caucus has 31 members. Democrats will not stand in the way of passage in the Senate. The worst-case scenario for the market would be a two-week shutdown in the first half of October, just before the debt ceiling is hit. We would not expect a shutdown to have any lasting impact on the economy, although it could provide an excuse for the equity market to correct. That said, the risk of even a shutdown has been diminished by events in Houston. It would be very difficult and damaging politically to shut down the government during a humanitarian emergency. (4) Trade And Protectionism The removal of White House Chief Strategist Stephen Bannon signals a shift in power toward the Goldman clique within the Trump Administration. National Economic Council President Gary Cohn, Treasury Secretary Steven Mnuchin, and Commerce Secretary Wilbur Ross are now firmly in charge of economic policy. The mainstream media has interpreted this shift within the Administration as reducing the risk of trade friction. We do not see it that way. President Trump still sounds hawkish on trade, particularly with respect to China. Our geopolitical experts point out that there are few constraints on the President to imposing trade sanctions on China or other countries. He could use such action to boost his popularity among his base heading into next year's midterm elections. On NAFTA, the Administration took a hard line as negotiations kicked off in August. This could be no more than a negotiating tactic. Our base case is that it will be some time before investors find out if negotiations are going off the rails. That said, the situation is volatile for both NAFTA and China, and we can't rule out a trade-related risk-off phase in financial markets over the next year. (5) North Korea North Korea's missile launch over Japan highlights that the tense situation is a long way from a resolution. The U.S. is unlikely to use military force to resolve the standoff. There are long-standing constraints to war, including the likelihood of a high death toll in Seoul. Moreover, China is unlikely to remain neutral in any conflict. However, the U.S. will attempt to establish a credible threat in order to contain Kim Jong-un. From an investor's perspective, it will be difficult to gauge whether the brinkmanship and military displays are simply posturing or evidence of real preparations for war.2 We don't believe the tensions in the Korean peninsula will end the cyclical bull market in global equities. Nonetheless, investors should expect to be tested numerous times over the next year to 18 months. Adding it all up, there is no shortage of things to keep investors awake at night. We would be de-risking our recommended portfolio were it not for the favorable earnings backdrop in the major advanced economies. Profit Outlook Update Chart I-5EPS Growth Outlook Second quarter earnings season came in even stronger than our upbeat models suggested in the U.S., Eurozone and Japan. This led to upward revisions to our EPS growth forecast, except in the Eurozone where currency strength will be a significant drag in the near term. The U.S. equity market enjoyed another quarter of margin expansion in Q2 2017 and the good news was broadly based. Earnings per share were higher versus Q2 2016 in all 11 sectors. Results were particularly strong in energy, technology and financials. Looking ahead, an update of our top-down model suggests the EPS growth will peak just under 20% late this year on a 4-quarter moving average basis, before falling to mid-single digits by the end of 2018 (Chart I-5). The peak is predicted to be a little higher than we previously forecast largely due to the feed-through of this year's pullback in the dollar. In Japan, a solid 70% of reporting firms beat estimates. Chart I-6 shows that Japan led all other major stock markets in positive earnings surprises in the second quarter. Manufacturing sectors, such as iron & steel, chemicals and machinery & electronics, were particularly impressive in the quarter, reflecting yen weakness and robust overseas demand. Japanese earnings are highly geared to the rebound in global industrial production. Moreover, Japan's nominal GDP growth accelerated in the second quarter and the latest PPI report suggested that corporate pricing power has improved. Twelve-month forward EPS estimates have risen to fresh all times highs, and have outperformed the U.S. in local currencies so far this year. Corporate governance reform - a key element of Abenomics - can take some credit for the good news on earnings. The share of companies with at least two independent directors rose from 18% in 2013 to 78% in 2016. The number of companies with performance-linked pay increased from 640 to 941, while the number that publish disclosure policies jumped from 679 to 1055. Analysts have been slow to factor in these positive developments. We expect trailing EPS growth to peak at about 25% in the first half of 2018 on a 4-quarter moving total basis, before edging lower by the end of the year. This is one reason why we like the Japanese market over the U.S. in local currency terms. Second quarter results in the Eurozone were solid, although not as impressive as in the U.S. and Japan. The 6% rise in the trade-weighted euro this year has resulted in a drop in the earnings revisions ratio into negative territory. Our previous forecast pointed to a continued rise in the 4-quarter moving average growth rate into the first half of 2018. However, we now expect the growth rate to dip by year end, before picking up somewhat next year. If the euro is flat from today's level, our model suggests that the drag on EPS growth will hover at 3-4 percentage points through the first half of next year as the negative impact feeds through (Chart I-7, bottom panel). Chart I-6Japan Led In Q2 Earning Surprises Chart I-7Currency Effects On Eurozone EPS Our top-down EPS model highlights that Eurozone earnings are quite sensitive to swings in the currency. In Chart I-7, we present alternative scenarios based on the euro weakening to EUR/USD 1.10 and strengthening to EUR/USD 1.30. For demonstration purposes we make the extreme assumption that the trade-weighted value of the euro rises and falls by the same amount in percentage terms. Profit growth decelerates by the end of 2017 in all three scenarios because of the lagged effect of currency swings. The projections begin to diverge only in 2018. EPS growth surges to around 20% by the end of next year in the euro-bear case, as the tailwind from the weakening currency combines with continuing robust economic growth. Conversely, trailing earnings growth hovers in the 5-8% range in the euro bull scenario, which is substantially less than we expect in the U.S. and Japan over the next year. EPS growth remains in positive territory because the assumed strength in European and global growth dominates the drag from the euro. The strong euro scenario would be negative for Eurozone equity relative performance versus global stocks in local currencies, although Europe might outperform on a common currency basis. The bottom line is that 12-month forward earnings estimates should remain in an uptrend in the three major economies. This means that, absent a negative political shock, the equity bull phase should resume in the coming months. Monetary policy is unlikely to spoil the party for risk assets, although the bond market is a source of risk because investors seem unprepared for even a modest rise in inflation. FOMC Has Seen This Before The Minutes from the July FOMC meeting highlighted that the key debate still centers on the relationship between labor market tightness and inflation, the timing of the next Fed rate hike and how policy should adjust to changing financial conditions. Chart I-8The FOMC Has Been Here Before The majority of policymakers are willing for now to believe that this year's soft inflation readings are driven largely by temporary 'one-off' factors. The hawks worry that a further undershoot of unemployment below estimates of full employment could suddenly generate a surge of inflation. They also point to the risk that low bond yields are promoting excess risk taking in financial markets. Moreover, the recent easing in financial conditions is stimulative and should be counterbalanced by additional Fed tightening. The hawks are thus anxious to resume tightening, despite current inflation readings. Others are worried that inflation softness could reflect structural factors, such as restraints on pricing power from global developments and from innovations to business models spurred by advances in technology. In this month's Special Report beginning on page 18, we have a close look at the impact of "Amazonification" in holding down overall inflation. We do not find the evidence regarding e-commerce compelling, but the jury is still out on the impact of other technologies. If robots and new business strategies are indeed weighing on inflation, it would mean that the Phillips curve is very flat or that the full employment level of unemployment is lower than the Fed estimates (or both). Either way, the doves would like to see the whites-of-the-eyes of inflation before resuming rate hikes. The last time the Fed was perplexed by a low level of inflation despite a tight labor market was in the late 1990s (Chart I-8). The FOMC cut rates following the LTCM financial crisis in late 1998, and then held the fed funds rate unchanged at 4¾% until June 1999. Core inflation was roughly flat during the on-hold period at 1% to 1½%, even as the unemployment rate steadily declined and various measures pointed to growing labor shortages. The FOMC 's internal debate in the first half of 1999 sounded very familiar. The minutes from meetings at that time noted that some policymakers pointed to the widespread inability of firms to raise prices because of strong competitive pressures in domestic and global markets. Some argued that significant cost saving efforts and new technologies also contributed to the low inflation environment for both consumer prices and wages. One difference from today is that productivity growth was solid at that time. The FOMC decided to hike rates in June 1999 by a quarter point, despite the absence of any clear indication that inflation had turned up. Policymakers described the tightening as "a small preemptive move... (that) would provide a degree of insurance against worsening inflation later". The Fed went on to lift the fed funds rate to 6½% by May 2000. Interestingly, the unemployment rate in June 1999 was 4.3%, exactly the same as the current rate. There are undoubtedly important differences in today's macro backdrop. The Fed is also more fearful of making a policy mistake in the aftermath of the Great Recession and financial crisis. Nonetheless, the point is that the Fed has faced a similar low inflation/tight labor market environment before, but in the end patience ran out and policymakers acted pre-emptively. Inflation Warning Signs During Long-Expansions We have noted in previous research that inflation pressures are slower to emerge in 'slow burn' recoveries, such as the 1980s and 1990s. In Chart I-9, we compare the core PCE inflation rate in the current cycle with the average of the previous two long expansion episodes (the inflection point for inflation in the previous cycles are aligned with June 2017 for comparison purposes). The other panels in the chart highlight that, in the 1980s and 1990s, wage growth was a lagging indicator. Economic commentators often assume that inflation is driven exclusively by "cost push" effects, such that the direction of causation runs from wage pressure to price pressure. However, causation runs in the other direction as well. Households see rising prices and then demand better wages to compensate for the added cost of living. This is not to say that we should totally disregard wage information. But it does mean that we must keep an eye on a wider set of data. Indicators that provided some leading information in the previous two long cycles are shown in Chart I-10. To this list we would also add the St. Louis Fed's Price Pressure index, which is not shown in Chart I-10 because it does not have enough history. At the moment, the headline PPI, ISM Prices Paid and BCA's pipeline inflation pressure index are all warning that inflation pressures are gradually building. However, this message is not confirmed by the St. Louis Fed's index and corporate selling prices. We are also watching the velocity of money, which has been a reasonably good leading indicator for U.S. inflation since 2000 (Chart I-11). Chart I-9In The 80s & 90s Wage Growth ##br##Gave No Early Warning On Inflation Chart I-10Leading Indicators Of Inflation ##br##In "Slow Burn" Recoveries Chart I-11Money Velocity And Inflation Our Fed view remains unchanged from last month; the FOMC will announce its balance sheet diet plan in September and the next rate hike will take place in December. Nonetheless, this forecast hangs on the assumption that core inflation edges higher in the coming months. Some indicators are pointing in that direction and recent dollar weakness will help. Wake Me When Inflation Picks Up Investors seem to be taking an "I'll believe it when I see it" attitude toward the U.S. inflation outlook. They also believe that persistent economic headwinds mean that monetary policy will need to stay highly accommodative for a very long time. Only one Fed rate hike is discounted between now and the end of 2018, and implied forward real short-term rates are negative until 2022. While we do not foresee surging inflation, the risks for market expectations appear quite lopsided. We expect one rate hike by year end, followed by at least another 50 basis points of tightening in 2018. The U.S. 10-year yield is also about almost 50 basis points below our short-term fair value estimate (Chart I-12). Moreover, over the medium- and long-term, reduced central bank bond purchases will impart gentle upward pressure on equilibrium bond yields. Twenty-eighteen will be the first time in four years in which the net supply of government bonds available to private investors will rise, taking the U.S., U.K., Eurozone and Japanese markets as a group. This year's euro strength is unlikely to delay the next installment of ECB tapering, which we expect in early in 2018. The currency appreciation will keep a lid on inflation in the near term. However, we see the euro's ascent as reflective of the booming economy, rather than a major headwind that will derail the growth story. Overall financial conditions have tightened this year, but only back to levels that persisted through 2016 (Chart I-13). Chart I-12U.S. 10-year Yield Is Below Fair Value Chart I-13Financial Conditions It will take clear signs that the economy is being negatively affected by currency strength for the ECB to back away from tapering. Indeed, the central bank has little choice because the bond buying program is approaching important technical limits. European corporate and peripheral bond spreads are likely to widen versus bunds as a result. The implication is that global yields have significant upside potential relative to forward rates, especially in the U.S. market. Duration should be kept short. JGBs are the only safe place to hide if global yields shift up because the Bank of Japan is a long way from abandoning its 10-year yield peg. Treasury yields should lead the way higher, which will finally place a bottom under the beleaguered dollar. Nonetheless, we are tactically at neutral on the greenback. Conclusions Chart I-14Gold Loves Geopolitical Crises In light of rising geopolitical risk, the BCA Strategists recently debated trimming equity exposure to neutral. Some argued that the risk/reward balance has deteriorated; the upside is limited by poor valuation, while there is significant downside potential if the North Korean situation deteriorates alarmingly. However, the majority felt that, while there will be near-term volatility, the main equity indexes are likely to be higher on a 6-12 month horizon. Riding out the volatility is a better approach than trying to time the short-term ups and downs. That said, it appears prudent to be well shy of max overweight positions and to hold some safe haven assets within diversified portfolios. BCA research has demonstrated that U.S. Treasurys, Swiss bonds and JGBs have been the best performers in times of crisis (Chart I-14).3 The same is true for the Swiss franc and the Japanese yen, such that the currency exposure should not be hedged in these cases. The dollar is more nuanced. It tends to perform well during financial crises, but not in geopolitical crises or recessions. Gold has tended to perform well in geopolitical events and recessions, although not in financial crises. We continue to prefer Japanese to U.S. stocks in local currency terms, given that EPS growth will likely peak in the U.S. first. Japanese stocks are also better valued. Europe is a tough call because this year's currency strength will weigh on earnings in the next quarter or two. However, the negative impact on earnings will reverse if the euro retraces as we expect. EM stocks have seen the strongest positive earnings revisions this year. We continue to worry about some of the structural headwinds facing emerging markets (high debt levels, poor governance, etc.). However, the cyclical picture remains more upbeat. Chinese H-shares remain our favorite EM market, trading at just 7.5 times 2017 earnings estimates. Our dollar and duration positions have been disappointing so far this year. Much hinges on U.S. inflation. Investors appear to have adopted the idea that structural headwinds to inflation will forever dominate the cyclical pressures. This means that the bond market is totally unprepared for any upside surprises on the inflation landscape. Admittedly, a rise in bond yields may not be imminent, but the risks appear to us to be predominantly to the upside. Lastly, crude oil inventories are shrinking as our commodity strategists predicted. They remain bullish, with a price target of USD60/bbl. Mark McClellan Senior Vice President The Bank Credit Analyst August 31, 2017 Next Report: September 28, 2017 1 Please see BCA Global ETF Strategy, "A Guide To Spotting And Weathering Bear Markets," dated August 16, 2017, available at etf.bcaresearch.com 2 Please see Geopolitical Strategy Weekly Report, "Can Pyongyang Derail The Bull Market?" dated August 16, 2017, available at gps.bcaresearch.com 3 Please see BCA Special Report, "Stairway To (Safe) Haven: Investing In Times Of Crisis," dated August 25, 2016, available at bca.bcaresearch.com II. Did Amazon Kill The Phillips Curve? A "culture of profound cost reduction" has gripped the business sector since the GFC according to one school of thought, permanently changing the relationship between labor market slack and wages or inflation. If true, it could mean that central banks are almost powerless to reach their inflation targets. Amazon, Airbnb, Uber, robotics, contract workers, artificial intelligence, horizontal drilling and driverless cars are just a few examples of companies and technologies that are cutting costs and depressing prices and wages. In the first of our series on inflation, we will focus on the rise of e-commerce and the related "Amazonification" of the economy. In theory, positive supply shocks should not have more than a temporary impact on inflation if the price level is indeed a monetary phenomenon in the long term. But a series of positive supply shocks could make it appear for quite a while that low inflation is structural in nature. We are keeping an open mind and reserving judgement on the disinflationary impact of robotics, artificial intelligence and the gig economy until we do more research. But in terms of the impact of e-commerce, it is difficult to find supportive evidence at the macro level. The admittedly inadequate measures of online prices available today do not suggest that e-commerce sales are depressing the overall inflation rate by more than 0.1 or 0.2 percentage points. Moreover, it does not appear that the disinflationary impact of competition in the retail sector has intensified over the years. Today's creative destruction in retail may be no more deflationary than the shift to 'big box' stores in the 1990s. Perhaps lower online prices are forcing traditional retailers to match the e-commerce vendors, allowing for a larger disinflationary effect than we estimate. However, the fact that retail margins are near secular highs outside of department stores argues against this thesis. The sectors potentially affected by e-commerce make up a small part of the CPI index. The deceleration of inflation since the GFC has been in areas unaffected by online sales. High profit margins for the overall corporate sector and depressed productivity growth also argue against the idea that e-commerce represents a large positive macro supply shock. Perhaps the main way that e-commerce is affecting the macro economy and financial markets is not through inflation, but via the reduction in the economy's capital spending requirement. This would reduce the equilibrium level of interest rates, since the Fed has to stimulate other parts of the economy to offset the loss of demand in capital spending in the retail sector. Anecdotal evidence is all around us. The global economy is evolving and it seems that all of the major changes are deflationary. Amazon, Airbnb, Uber, robotics, contract workers, artificial intelligence, horizontal drilling and driverless cars are just a few examples of companies and technologies that are cutting costs and depressing prices and wages. Central banks in the major advanced economies are having difficulty meeting their inflation targets, even in the U.S. where the labor market is tight by historical standards. Based on the depressed level of bond yields, it appears that the majority of investors believe that inflation headwinds will remain formidable for a long time. One school of thought is that low inflation reflects a lack of demand growth in the post-Great Financial Crisis (GFC) period. Another school points to the supply side of the economy. A recent report by Prudential Financial highlights "...obvious examples of ... new business models and new organizational structures, whereby higher-cost traditional methods of production, transportation, and distribution are displaced by more nontraditional cost-effective ways of conducting business."1 A "culture of profound cost reduction" has gripped the business sector since the GFC according to this school, permanently changing the relationship between labor market slack and wages or inflation (i.e., the Phillips Curve). Employees are less aggressive in their wage demands in a world where robots are threatening humans in a broadening array of industrial categories. Many feel lucky just to have a job. In a highly sensationalized article called "How The Internet Economy Killed Inflation," Forbes argued that "the internet has reduced many of the traditional barriers to entry that protect companies from competition and created a race to the bottom for prices in a number of categories." Forbes believes that new technologies are placing downward pressure on inflation by depressing wages, increasing productivity and encouraging competition. There are many factors that have the potential to weigh on prices, but analysts are mainly focusing on e-commerce, robotics, artificial intelligence, and the gig economy. In the first of our series on inflation, we will focus on the rise of e-commerce and the related "Amazonification" of the economy. The latter refers to the advent of new business models that cut out layers of middlemen between producers and consumers. Amazonification E-commerce has grown at a compound annual rate of more than 9% over the past 15 years, and now accounts for about 8½% of total U.S. retail sales (Chart II-1). Amazon has been leading the charge, accounting for 43% of all online sales in 2016 (Chart II-2). Amazon's business model not only cuts costs by eliminating middlemen and (until recently) avoiding expensive showrooms, but it also provides a platform for improved price discovery on an extremely broad array of goods. In 2013, Amazon carried 230 million items for sale in the United States, nearly 30 times the number sold by Walmart, one of the largest retailers in the world. Chart II-1E-Commerce: Steady Increase In Market Share Chart II-2Amazon Dominates With the use of a smartphone, consumers can check the price of an item on Amazon while shopping in a physical store. Studies show that it does not require a large price gap for shoppers to buy online rather than in-store. Amazon appears to be impacting other retailers' ability to pass though cost increases, leading to a rash of retail outlet closings. Sears alone announced the closure of 300 retail outlets this year. The devastation that Amazon inflicted on the book industry is well known. It is no wonder then, that Amazon's purchase of Whole Foods Market, a grocery chain, sent shivers down the spines of CEOs not only in the food industry, but in the broader retail industry as well. What would prevent Amazon from applying its model to furniture and appliances, electronics or drugstores? It seems that no retail space is safe. A Little Theory Before we turn to the evidence, let's review the macro theory related to positive supply shocks. The internet could be lowering prices by moving product markets toward the "perfect competition" model. The internet trims search costs, improves price transparency and reduces barriers to entry. The internet also allows for shorter supply chains, as layers of wholesalers and other intermediaries are removed and e-commerce companies allow more direct contact between consumers and producers. Fewer inventories and a smaller "brick and mortar" infrastructure take additional costs out of the system. Economic theory suggests that the result of this positive supply shock will be greater product market competition, increased productivity and reduced profitability. In the long run, workers should benefit from the productivity boost via real wage gains (even if nominal wage growth is lackluster). Workers may lower their reservation wage if they feel that increased competitive pressures or technology threaten their jobs. The internet is also likely to improve job matching between the unemployed and available vacancies, which should lead to a fall in the full-employment level of unemployment (NAIRU). Nonetheless, the internet should not have a permanent impact on inflation. The lower level of NAIRU and the direct effects of the internet on consumer prices discussed above allow inflation to fall below the central bank's target. The bank responds by lowering interest rates, stimulating demand and thereby driving unemployment down to the new lower level of NAIRU. Over time, inflation will drift back up toward target. In other words, a greater degree of the competition should boost the supply side of the economy and lower NAIRU, but it should not result in a permanently lower rate of inflation if inflation is indeed a monetary phenomenon and central banks strive to meet their targets. Still, one could imagine a series of supply shocks that are spread out over time, with each having a temporary negative impact on prices such that it appears for a while that inflation has been permanently depressed. This could be an accurate description of the current situation in the U.S. and some of the other major countries. We have sympathy for the view that the internet and new business models are increasing competition, cutting costs and thereby limiting price increases in some areas. But is there any hard evidence? Is the competitive effect that large, and is it any more intense than in the past? There are a number of reasons to be skeptical because most of the evidence does not support Forbes' claim that the internet has killed inflation. (1) E-commerce affects only a small part of the Consumer Price Index As mentioned above, online shopping for goods represents 8.5% of total retail sales in the U.S. E-commerce is concentrated in four kinds of businesses (Table II-1): Furniture & Home Furnishings (7% of total retail sales), Electronics & Appliances (20%), Health & Personal Care (15%), and Clothing (10%). Since goods make up 40% of the CPI, then 3.2% (8% times 40%) is a ballpark estimate for the size of goods e-commerce in the CPI. Table II-1E-Commerce Market Share Of Goods Sector (2015) Table II-2 shows the relative size of e-commerce in the service sector. The analysis is complicated by the fact that the data on services includes B-to-B sales in addition to B-to-C.2 However, e-commerce represents almost 4% of total sales for the service categories tracked by the BLS. Services make up 60% of the CPI, but the size drops to 26% if we exclude shelter (which is probably not affected by online shopping). Thus, e-commerce in the service sector likely affects 1% (3.9% times 26%) of the CPI. Table II-2E-Commerce Market Share Of Service Sector (2015) Adding goods and services, online shopping affects about 4.2% of the CPI index at most. The bottom line is that the relatively small size of e-commerce at the consumer level limits any estimate of the impact of online sales on the broad inflation rate. (2) Most of the deceleration in inflation since 2007 has been in areas unaffected by e-commerce Table II-3 compares the average contribution to annual average CPI inflation during 2000-2007 with that of 2007-2016. Average annual inflation fell from 2.9% in the seven years before the Great Recession to 1.8% after, for a total decline of just over 1 percentage point. The deceleration is almost fully explained by Energy, Food and Owners' Equivalent Rent. The bottom part of Table II-3 highlights that the sectors with the greatest exposure to e-commerce had a negligible impact on the inflation slowdown. Table II-3Comparison Of Pre- and Post-Lehman Inflation Rates (3) The cost advantages for online sellers are overstated Bain & Company, a U.S. consultancy, argues that e-commerce will not grow in importance indefinitely and come to dominate consumer spending.3 E-commerce sales are already slowing. Market share is following a classic S-shaped curve that, Bain estimates, will top out at under 30% by 2030. First, not everyone wants to buy everything online. Products that are well known to consumers and purchased on a regular basis are well suited to online shopping. But for many other products, consumers need to see and feel the product in person before making a purchase. Second, the cost savings of online selling versus traditional brick and mortar stores is not as great as many believe. Bain claims that many e-commerce businesses struggle to make a profit. The information technology, distribution centers, shipping, and returns processing required by e-commerce companies can cost as much as running physical stores in some cases. E-tailers often cannot ship directly from manufacturers to consumers; they need large and expensive fulfillment centers and a very generous returns policy. Moreover, online and offline sales models are becoming blurred. Retailers with physical stores are growing their e-commerce operations, while previously pure e-commerce plays are adding stores or negotiating space in other retailers' stores. Even Amazon now has storefronts. The shift toward an "multichannel" selling model underscores that there are benefits to traditional brick-and-mortar stores that will ensure that they will not completely disappear. (4) E-commerce is not the first revolution in the retail sector The retail sector has changed significantly over the decades and it is not clear that the disinflationary effect of the latest revolution, e-commerce, is any more intense than in the past. Economists at Goldman Sachs point out that the growth of Amazon's market share in recent years still lags that of Walmart and other "big box" stores in the 1990s (Chart II-3).4 This fact suggests that "Amazonification" may not be as disinflationary as the previous big-box revolution. (5) Weak productivity growth and high profit margins are inconsistent with a large supply-side benefit from e-commerce As discussed above, economic theory suggests that a positive supply shock that cuts costs and boosts competition should trim profit margins and lift productivity. The problem is that the margins and productivity have moved in the opposite direction that economic theory would suggest (Chart II-4). Chart II-3Amazon Vs. Walmart: ##br##Who's More Deflationary? Chart II-4Incompatible With A Supply Shock By definition, productivity rises when firms can produce the same output with fewer or cheaper inputs. However, it is well documented that productivity growth has been in a downtrend since the 1990s, and has been dismally low since the Great Recession. A Special Report from BCA's Global Investment Strategy5 service makes a convincing case that mismeasurement is not behind the low productivity figures. In fact, in many industries it appears that productivity is over-estimated. If e-commerce is big enough to "move the dial" on overall inflation, it should be big enough to see in the aggregate productivity figures. Chart II-5Retail Margin Squeeze ##br##Only In Department Stores One would also expect to see a margin squeeze across industries if e-commerce is indeed generating a lot of deflationary competitive pressure. Despite dismally depressed productivity, however, corporate profit margins are at the high end of the historical range across most of the sectors of the S&P 500. This is the case even in the retailing sector outside of department stores (Chart II-5). These facts argue against the idea that the internet has moved the economy further toward a disinflationary "perfect competition" model. (6) Online price setting is characterized by frictions comparable to traditional retail We would expect to observe a low price dispersion across online vendors since the internet has apparently lowered the cost of monitoring competitors' prices and the cost of searching for the lowest price. We would also expect to see fairly synchronized price adjustments; if one vendor adjusts its price due to changing market conditions, then the rest should quickly follow to avoid suffering a massive loss of market share. However, a recent study of price-setting practices in the U.S. and U.K. found that this is not the case.6 The dataset covered a broad spectrum of consumer goods and sellers over a two-year period, comparing online with offline prices. The researchers found that market pricing "frictions" are surprisingly elevated in the online world. Price dispersion is high in absolute terms and on par with offline pricing. Academics for years have puzzled over high price rigidities and dispersion in retail stores in the context of an apparently stiff competitive environment, and it appears that online pricing is not much better. The study did not cover a long enough period to see if frictions were even worse in the past. Nonetheless, the evidence available suggests that the lower cost of monitoring prices afforded by the internet has not led to significant price convergence across sellers online or offline. Another study compared online and offline prices for multichannel retailers, using the massive database provided by the Billion Prices Project at MIT.7 The database covers prices across 10 countries. The study found that retailers charged the same price online as in-store in 72% of cases. The average discount was 4% for those cases in which there was a markdown online. If the observations with identical prices are included, the average online/offline price difference was just 1%. (7) Some measures of online prices have grown at about the same pace as the CPI index The U.S. Bureau of Labor Statistics does include online sales when constructing the Consumer Price Index. It even includes peer-to-peer sales by companies such as Airbnb and Uber. However, the BLS admits that its sample lags the popularity of such services by a few years. Moreover, while the BLS is trying to capture the rising proportion of sales done via e-commerce, "outlet bias" means that the CPI does not capture the price effect in cases where consumers are finding cheaper prices online. This is because the BLS weights the growth rate of online and offline prices, not the price levels. While there may be level differences, there is no reason to believe that the inflation rates for similar goods sold online and offline differ significantly. If the inflation rates are close, then the growing share of online sales will not affect overall inflation based on the BLS methodology. The BLS argues that any bias in the CPI due to outlet bias is mitigated to the extent that physical stores offer a higher level of service. Thus, price differences may not be that great after quality-adjustment. All this suggests that the actual consumer price inflation rate could be somewhat lower than the official rate. Nonetheless, it does not necessarily mean that inflation, properly measured, is being depressed by e-commerce to a meaningful extent. Indeed, Chart II-6 highlights that the U.S. component of the Billion Prices Index rose at a faster pace than the overall CPI between 2009 and 2014. The Online Price Index fell in absolute and relative terms from 2014 to mid-2016, but rose sharply toward the end of 2016. Applying our guesstimate of the weight of e-commerce in the CPI (3.2% for goods), online price inflation added to overall annual CPI inflation by about 0.3 percentage points in 2016 (bottom panel of Chart II-6). There is more deflation evident in the BLS' index of prices for Electronic Shopping and Mail Order Houses (Chart II-7). Online prices fell relative to the overall CPI for most of the time since the early 1990s, with the relative price decline accelerating since the GFC. However, our estimate of the contribution to overall annual CPI inflation is only about -0.15 percentage points in June 2017, and has never been more than -0.3 percentage points. This could be an underestimate because it does not include the impact of services, although the service e-commerce share of the CPI is very small. Chart II-6Online Price Index Chart II-7Electronic Shopping Price Index Another way to approach this question is to focus on the parts of the CPI that are most exposed to e-commerce. It is impossible to separate the effect of e-commerce on inflation from other drivers of productivity. Nonetheless, if online shopping is having a significant deflationary impact on overall inflation, we should see large and persistent negative contributions from these parts of the CPI. We combined the components of the CPI that most closely matched the sectors that have high e-commerce exposure according to the BLS' annual Retail Survey (Chart II-8). The sectors in our aggregate e-commerce price proxy include hotels/motels, taxicabs, books & magazines, clothing, computer hardware, drugs, health & beauty aids, electronics & appliances, alcoholic beverages, furniture & home furnishings, sporting goods, air transportation, travel arrangement and reservation services, educational services and other merchandise. The sectors are weighted based on their respective weights in the CPI. Our e-commerce price proxy has generally fallen relative to the overall CPI index since 2000. However, while the average contribution of these sectors to the overall annual CPI inflation rate has fallen in the post GFC period relative to the 2000-2007 period, the average difference is only 0.2 percentage points. The contribution has hovered around the zero mark for the past 2½ years. Surprisingly, price indexes have increased by more than the overall CPI since 2000 in some sectors where one would have expected to see significant relative price deflation, such as taxis, hotels, travel arrangement and even books. One could argue that significant measurement error must be a factor. How could the price of books have gone up faster than the CPI? Sectors displaying the most relative price declines are clothing, computers, electronics, furniture, sporting goods, air travel and other goods. We recalculated our e-commerce proxy using only these deflating sectors, but we boosted their weights such that the overall weight of the proxy in the CPI is kept the same as our full e-commerce proxy discussed above. In other words, this approach implicitly assumes that the excluded sectors (taxis, books, hotels and travel arrangement) actually deflated at the average pace of the sectors that remain in the index. Our adjusted e-commerce proxy suggests that online pricing reduced overall CPI inflation by about 0.1-to-0.2 percentage points in recent years (Chart II-9). This contribution is below the long-term average of the series, but the drag was even greater several times in the past. Chart II-8BCA E-Commerce Proxy Price Index Chart II-9BCA E-Commerce Adjusted Proxy Price Index Admittedly, data limitations mean that all of the above estimates of the impact of e-commerce are ballpark figures. Conclusions We are keeping an open mind and reserving judgement on the disinflationary impact of robotics, artificial intelligence and the gig economy until we do more research. But in terms of the impact of e-commerce, it is difficult to find supportive evidence. The available data are admittedly far from ideal for confirming or disproving the "Amazonification" thesis. Perhaps better measures of e-commerce pricing will emerge in the future. Nonetheless, the measures available today do not suggest that online sales are depressing the overall inflation rate by more than 0.1 or 0.2 percentage points, and it does not appear that the disinflationary impact has intensified by much. One could argue that lower online prices are forcing traditional retailers to match the e-commerce vendors, allowing for a larger disinflationary effect than we estimate. Nonetheless, if this were the case, then we would expect to see significant margin compression in the retail sector. The sectors potentially affected by e-commerce make up a small part of the CPI index. The deceleration of inflation since the GFC has been in areas unaffected by online sales. High corporate profit margins and depressed productivity growth also argue against the idea that e-commerce represents a large positive macro supply shock. Finally, today's creative destruction in retail may be no more deflationary than the shift to 'big box' stores in the 1990s. Perhaps the main way that e-commerce is affecting the macro economy and financial markets is not through inflation, but via the reduction in the economy's capital spending requirement. Rising online activity means that we need fewer shopping malls and big box outlets to support a given level of consumer spending. This would reduce the equilibrium level of interest rates, since the Fed has to stimulate other parts of the economy to offset the loss of demand in capital spending in the retail sector. To the extent that central banks were slow to recognize that equilibrium rates had fallen to extremely low levels, then policy was behind the curve and this might have contributed to the current low inflation environment. Mark McClellan Senior Vice President The Bank Credit Analyst 1 Robert F. DeLucia, "Economic Perspective: A Nontraditional Analysis Of Inflation," Prudential Capital Group (August 21, 2017). 2 Business to business, and business to consumer. 3 Aaron Cheris, Darrell Rigby and Suzanne Tager, "The Power Of Omnichannel Stores," Bain & Company Insights: Retail Holiday Newsletter 2016-2017 (December 19, 2016). 4 "US Daily: The Internet And Inflation: How Big Is The Amazon Effect?" Goldman Sachs Economic Research (August 2, 2017). 5 Please see Global Investment Strategy Weekly Report, "Weak Productivity Growth: Don't Blame The Statisticians," dated March 25, 2016, available at gis.bcaresearch.com 6 Yuriy Gorodnichenko, Viacheslav Sheremirov, and Oleksandr Talavera, "Price Setting In Online Markets: Does IT Click?" Journal of the European Economic Association (July 2016). 7 Alberto Cavallo, "Are Online And Offline Prices Similar? Evidence From Large Multi-Channel Retailers," NBER Working Paper No. 22142 (March 2016). III. Indicators And Reference Charts Stocks struggled in August on the back of intensifying geopolitical risks, such that equity returns slipped versus bonds in the month. The earnings backdrop remains constructive for global stocks. In the U.S., 12-month forward EPS estimates continue to climb, in line with upbeat net revisions and earnings surprises. Nonetheless, the risk/reward balance has deteriorated due to escalating risks inside and outside of the U.S. Allocation to risk assets should still exceed benchmark, but should be shy of maximum settings. It is prudent to hold some of the traditional safe haven assets, including gold. Our new Revealed Preference Indicator (RPI) remained at 100% in August, sending a bullish message for equities. We introduced the RPI in the July report. Quite simply, it combines the idea of market momentum with valuation and policy measures. It provides a powerful bullish signal if positive market momentum lines up with constructive signals from the policy and valuation measures. Conversely, if constructive market momentum is not supported by valuation and policy, investors should lean against the market trend. Our Willingness-to-Pay (WTP) indicators are also bullish on stocks for the U.S., Europe and Japan. These indicators track flows, and thus provides information on what investors are actually doing, as opposed to sentiment indexes that track how investors are feeling. The U.S. WTP topped out in June and the same occurred in August for the Japan and the Eurozone indexes. While the indicators are still bullish, they highlight that flows into the equity markets in the major countries are beginning to moderate. These indicators would have to clearly turn lower to provide a bearish signal for stocks. The VIX increased last month, but remains depressed by historical standards. This implies that the equity market is vulnerable to bad news. However, investor sentiment is close to neutral and our speculation index has pulled back from previously elevated levels. These suggest that investors are not overly long at the moment. Our monetary indicator is only slightly negative, but the equity technical indicator is close to breaking below the 9-month moving average (a negative technical sign). Bond valuation continues to hover near fair value, according to our long-standing model that is based on a simple regression of the nominal 10-year yield on short-term real interest rates and a moving average of inflation. Another model, presented in the Overview section, estimates fair value based on dollar sentiment, a measure of policy uncertainty and the global PMI. This model suggests that the 10-year yield is almost 50 basis points on the expensive side. We think that Fed rate expectations are far too benign, suggesting that bond yields will rise. EQUITIES: Chart III-1U.S. Equity Indicators Chart III-2Willingness To Pay For Risk Chart III-3U.S. Equity Sentiment Indicators Chart III-4Revealed Preference Indicator Chart III-5U.S. Stock Market Valuation Chart III-6U.S. Earnings Chart III-7Global Stock Market And ##br##Earnings: Relative Performance Chart III-8Global Stock Market And ##br##Earnings: Relative Performance FIXED INCOME: Chart III-9U.S. Treasurys And Valuations Chart III-10U.S. Treasury Indicators Chart III-11Selected U.S. Bond Yields Chart III-1210-Year Treasury Yield ComponentsChart III-13U.S. Corporate Bonds And Health Monitor Chart III-14Global Bonds: Developed Markets Chart III-15Global Bonds: Emerging Markets CURRENCIES: Chart III-16U.S. Dollar And PPP Chart III-17U.S. Dollar And Indicator Chart III-18U.S. Dollar Fundamentals Chart III-19Japanese Yen Technicals Chart III-20Euro Technicals Chart III-21Euro/Yen Technicals Chart III-22Euro/Pound Technicals COMMODITIES: Chart III-23Broad Commodity Indicators Chart III-24Commodity Prices Chart III-25Commodity Prices Chart III-26Commodity Sentiment Chart III-27Speculative Positioning ECONOMY: Chart III-28U.S. And Global Macro Backdrop Chart III-29U.S. Macro Snapshot Chart III-30U.S. Growth Outlook Chart III-31U.S. Cyclical Spending Chart III-32U.S. Labor Market Chart III-33U.S. Consumption Chart III-34U.S. Housing Chart III-35U.S. Debt And Deleveraging Chart III-36U.S. Financial Conditions Chart III-37Global Economic Snapshot: Europe Chart III-38Global Economic Snapshot: China

The S&P 500 failed to hold on to gains and drifted lower last week succumbing to Washington-related uncertainty. The transition from liquidity-to-growth remains the dominant macro theme which is prone to bouts of volatility. A market-neutral way to benefit from the ongoing equity overshoot phase is to go long U.S. energy stocks/short global gold miners. This high-octane trade would benefit most from the handoff of global liquidity to economic growth (top and middle panels). Relative share prices have plummeted since the mid-December 2016 peak, collapsing 34%. The selloff in oil prices along with a more accommodative Fed have propelled global gold miners and punished U.S. energy stocks. More recently, increasing geopolitical risks have also boosted flows into bullion and gold-related equities. However, if our thesis that growth will trump liquidity - posited three weeks ago1 - pans out in the coming months, then relative share prices should reverse. Our relative EPS models do an excellent job in capturing the different macro forces that drive this trade; at the current juncture, they emit an unambiguously bullish signal: energy EPS will outshine gold producers' profits as the year draws to a close (bottom panel). Bottom Line: Initiate a long S&P energy/short global gold miners pair trade to benefit from the passing of the baton from liquidity to growth. 1 Please see August 21, 2017 U.S. Equity Strategy Weekly Report titled "Fraying Around The Edges?", available at uses.bcaresearch.com.

Highlights Portfolio Strategy Execute a long S&P energy/short global gold miners pair trade to take advantage of the liquidity-to-growth handoff. Initiate another new trade, long S&P materials/short S&P utilities, to benefit from a shifting macro landscape. Synchronized global growth and commodity inflation are a boon for materials, but a bane for utilities. Recent Changes Initiate a long S&P energy/short global gold miners pair trade today. Initiate a long S&P materials/short utilities pair trade today. Table 1 Feature The S&P 500 failed to hold on to gains and drifted lower last week succumbing to Washington-related uncertainty. The transition from liquidity-to-growth remains the dominant macro theme which is prone to bouts of volatility. Nevertheless, a less hawkish Fed should, at the margin, underpin equities with easy monetary and financial conditions complementing the goldilocks equity backdrop (Chart 1). In fact, the St. Louis Fed Financial Stress Index (comprising "18 weekly data series: seven interest rate series, six yield spreads and five other indicators"1) is probing multi-decade lows. This primarily bond market-dependent indicator, has historically done an excellent job in leading the S&P 500 at major turning points at both peaks and troughs (Chart 2A). Recently, it has been more of a coincident indicator with equities, and currently waves the all-clear sign (St. Louis Fed Financial Stress Index shown inverted, Chart 2B). Chart 1Timid Fed Is Supportive Chart 2AExcellent Leading Properties Chart 2BAll Clear Nevertheless, we do not want to sound too complacent and following up from last week's brief discussion of rising geopolitical uncertainty and equity market performance, we are examining key post-WWII geopolitical events in more detail. The first three columns of Table 2, courtesy of BCA's Geopolitical Strategy Service2, update these episodes to mid-2017. While the S&P 500's drawdown from the three-month peak prior to the event to the three-month trough following the event averages out to roughly 10%, drilling beneath the surface is instructive. Table 2Geopolitical Crises And SPX Returns On average, broad equity market returns are muted one and three months post the event. Interestingly, on a six- and twelve-month horizon following the geopolitical incident, the S&P clearly shoots higher rising on average 5% and 8%, respectively (Table 2). Chart 3 shows the average profile of the S&P 500's returns during all of these post-WWII events, three months prior to the incident up to one year forward. Chart 3Geopolitical Opportunity? Two key takeaways stand out from this analysis. First, the coming quarter will likely prove volatile as the dust has yet to settle from the recent North Korea escalation. As a result, tactically buying some portfolio protection when the market is near all-time highs, as we cautioned last week3, is prudent and in order, especially given the seasonally challenging months of September and October. Second, on a cyclical horizon, the S&P 500 will likely resume its advance, ceteris paribus. Thus, if history at least rhymes and barring another major flare up of geopolitical risk, the path of least resistance will be higher for the overall equity market into mid-2018. This week we are executing two market neutral pair trades, one levered to the liquidity-to-growth handoff and the other to the synchronized global growth theme. Liquidity-To-Growth Handoff: Buy Energy/Sell Gold Producers A market-neutral way to benefit from the ongoing equity overshoot phase is to go long U.S. energy stocks/short global gold miners (Chart 4). This high-octane trade would benefit most from the handoff of global liquidity to economic growth. Relative share prices have plummeted since the mid-December 2016 peak, collapsing 34%. The selloff in oil prices along with a more accommodative Fed have propelled global gold miners and punished U.S. energy stocks. More recently, increasing geopolitical risks have also boosted flows into bullion and gold-related equities. However, if our thesis that growth will trump liquidity - posited three weeks ago4 - pans out in the coming months, then relative share prices should reverse. Gold prices serve as a global fear proxy, while energy prices move with the ebb and flow of global growth. Importantly, the oil/gold ratio (OGR) hit all-time lows in early 2016 and subsequently enjoyed a V-shaped recovery. But, year-to-date the OGR has relapsed on the back of rising policy uncertainty (policy uncertainty shown inverted, Chart 5). If this geopolitical uncertainty recedes, the upshot is that the OGR will rise in response. Chart 4Ready For A Bounce Chart 5Prefer Black Gold To Bullion Importantly, global trade is reaccelerating, also suggesting that the OGR should resume its advance (Chart 5). Chart 6 shows a simple growth/liquidity gauge using BCA's Global Synchronicity Indicator. Historically, this metric has been closely correlated with relative share price momentum, and the current message is to expect a sharp turn in oversold relative share prices. Moreover, were the liquidity thrust to convert into significantly higher output, then real interest rates should begin to reflect better growth prospects, and further boost the allure of the pair trade. As with bullion, the relative share price ratio is also overly sensitive to changes in real rates. In fact the 10-year TIPS yield does an excellent job in explaining relative share price fluctuation. Even a modest upturn in real interest rates will go a long way for relative share prices (Chart 7). Chart 6Ample Catch Up Space Chart 7Liquidity-To-Growth Beneficiary Meanwhile, on the relative operating front, the tide is also turning, favoring energy stocks versus gold miners. The oil and gas rig count has recovered smartly from the depths of the global manufacturing recession of late 2015/early-2016. On the flip side, demand for safe haven assets should ebb and further weigh on global gold ETF flows. Additional capital inflows into gold ETF funds from current levels would require either a sizable flare up in global geopolitical risk or another downdraft in global growth. Taken together, this relative demand indicator has surged, signaling that a catch up phase looms for the relative share price ratio (bottom panel, Chart 8). Similarly, relative pricing power is on the verge of climbing into expansionary territory. Extremely depressed pricing power for oil & gas field machinery is unlikely to deflate further, as recent anecdotes of new capital expenditure projects provide some glimmers of light for utilization rates. Conversely, bullion prices are pushing $1,300/oz. near the upper bound of the four year trading range, warning that at least a digestion phase lies ahead. The middle panel of Chart 8 shows that relative pricing power has been an excellent leading indicator of relative earnings. Our relative EPS models do an excellent job in capturing all of these different macro forces, and at the current juncture emit an unambiguously bullish signal: energy EPS will outshine gold producers' profits as the year draws to a close (Chart 9). Finally, relative valuations and technicals are both flashing a green light. Relative value is as compelling as it was during the depths of the Great Recession (middle panel, Chart 10), while our Technical Indicator is one standard deviation below the historical mean. Every time such extreme oversold levels are hit, relative performance has catapulted higher in the subsequent 3-6 months. Chart 8Relative Demand And Price Outlooks##br##Favor Energy Stocks Over Gold Miners Chart 9Earnings-Led##br## Outperformance Looms Chart 10Unloved ##br##And Oversold Bottom Line: Initiate a long S&P energy/short global gold miners pair trade to benefit from the passing of the baton from liquidity to growth. For investors seeking an alternative way to express this trade opportunity levered to the liquidity-to-growth theme, going long the S&P 1500 metals and mining index instead of the S&P energy sector would also produce similar results (bottom panel, Chart 9). New Pair Trade: Materials Vs. Utilities Macro conditions are ripe to initiate a market neutral trade: long materials/short utilities. This trade provides exposure to the budding shift in underlying portfolio strength away from defensives toward cyclicals5 and also from domestic to global-exposed market areas. In fact, our relative Cyclical Macro Indicators capture the shifting macro backdrop favoring a more cyclical portfolio tilt (Chart 11). The balance of macro evidence is skewing increasingly toward robust manufacturing growth at home and abroad. The ISM manufacturing and global PMI indexes have maintained their recent gains, signaling that the path of least resistance for the relative share price ratio is higher (Chart 12). Chart 11Reflation Trade Chart 12U.S. And... Reviving global growth is typically synonymous with rising inflation expectations and bond yields. BCA's view remains that a selloff in the bond markets is the most likely scenario in the coming months. The third panel of Chart 11 shows that relative share price momentum and the bond market are joined at the hip. This makes sense as materials stocks are reflationary beneficiaries, whereas the utilities sector acts as a fixed-income proxy. Not only does the pair trade benefit from rising bond yields in isolation, but also when the stock-to-bond (S/B) ratio is on fire. Currently, a wide gap has opened between the S/B and the materials/utilities ratios that will likely narrow via a catch up phase in the latter. Synchronized global growth suggests that a relative earnings-led recovery will buttress this pair trade higher. Chart 13 highlights four different ways of depicting coordinated EM and DM economic growth, giving us confidence that materials profits will outshine utilities EPS. Materials manufacturers have a sizable export component driving both the top and bottom line. In contrast, utilities are a domestic-only play. As a result, revving global trade and the significant fall in the trade-weighted U.S. dollar will buttress relative EPS prospects (Chart 14). In fact, irrespective of where the greenback ends the year, materials profits will get a lagged bump from a positive FX translation in the back half of the year. Chart 13...Global Growth Favor ##br##Materials Over Utilities Chart 14Cheapened Greenback = ##br##Buy Materials At The Expense Of Utilities The depreciating U.S. dollar is also a boon for commodity prices in general and base metals prices in particular. While natural gas prices are the marginal price setter for utilities pricing power, they represent an input feedstock cost to chemicals producers that dominate the materials sector. Taken together, a relative pricing power proxy suggests that materials stocks have the upper hand (bottom panel, Chart 14). Relative valuations and technical conditions also wave the green flag. Our valuation indicator has corrected back to the neutral zone and the technical indicator has unwound overbought conditions, offering a compelling entry point to the pair trade (Chart 15). Finally, our newly introduced relative EPS models encapsulate all of these diverging forces. Currently, the relative profit models signal that materials earnings are on track to outpace utilities profit generation for the remainder of the year (Chart 16). Chart 15Compelling Entry Point Chart 16Heed The Relative Profit Model Message Consequently, there is an opportunity to execute a long materials/short utilities pair trade in order to benefit from synchronized global growth and looming bond market selloff, and softening U.S. dollar and related commodity inflation. Bottom Line: Initiate a long S&P materials/short S&P utilities pair trade today. Anastasios Avgeriou, Vice President U.S. Equity Strategy & Global Alpha Sector Strategy anastasios@bcaresearch.com 1 https://www.stlouisfed.org/news-releases/st-louis-fed-financial-stress-index/stlfsi-key 2 Please see the August 16, 2017 Geopolitical Strategy Weekly Report titled "Can Pyongyang Derail The Bull Market?", available at gps.bcaresearch.com. 3 Please see the August 14, 2017 U.S. Equity Strategy Weekly Report titled "Three Risks", available at uses.bcaresearch.com. 4 Please see July 31, 2017 U.S. Equity Strategy Weekly Report titled "Growth Trumps Liquidity", available at uses.bcaresearch.com. 5 Please see the August 14, 2017 U.S. Equity Strategy Weekly Report titled "Three Risks" for a recap of our major portfolio moves since May 1, available at uses.bcaresearch.com. Current Recommendations Current Trades Size And Style Views Favor small over large caps and stay neutral growth over value.

Highlights Washington must establish a "credible threat" if it is to convince Pyongyang that negotiations offer the superior outcome; The process of establishing such a credible threat is volatile; U.S. Treasurys, along with Swiss and Japanese government bonds have been consistent safe haven assets; The risk of a U.S. attack against North Korea is a red herring, while the crisis itself is not; We suggest that investors hedge the risk with an equally-weighted basket of Swiss bonds and gold. Feature Brinkmanship between Pyongyang and Washington, D.C. has roiled markets over the past week. The uptick in rhetoric has not come as a surprise. Since last year, BCA's Geopolitical Strategy has stressed that souring Sino-American relations were the premier geopolitical risk to investors and that China's periphery, especially the Korean peninsula, would be the "decisive" factor for markets.1 North Korea's nuclear ambitions - which could be snuffed out immediately by a concerted and coordinated effort by China and the U.S. - are a derivative of the broader U.S.-China dynamic. The U.S. is unlikely to use military force to resolve its standoff with North Korea. There are long-standing constraints to war, ones that all of the interested parties know only too well from their experience in the Korean War of 1950-53. The first of these is that war is likely to bring a high death toll: Pyongyang can inflict massive civilian casualties in Seoul with a conventional artillery barrage; U.S. troops and Japanese troops and civilians would also likely suffer. Second, China is unlikely to remain neutral, given its behavior in the 1950s, its persistent strategic interest in the peninsula, and its huge increase in military strength relative to both the past and to the United States. However, the process by which the U.S. establishes a "credible threat" of military action is volatile.2 Such a credible threat is necessary if Washington is to convince Pyongyang that negotiations offer a superior outcome to the belligerent status quo. Viewed from this perspective - which is informed by game theory -President Donald Trump has not committed any grave mistakes so far, but has rather shrewdly manipulated the world's perception that he is mentally unhinged in order to enhance his negotiating leverage. It is unclear how long it will take Trump to convince North Korea that the threat of a U.S. preemptive strike is "credible." As such, it is unclear how long the current standoff will persist. From an investor perspective, it will be difficult to gauge whether the brinkmanship and military posturing are part of this "territorial threat display" or evidence of real preparations for an actual attack. As such, further volatility is likely. The ongoing crisis in North Korea is neither the first nor the last geopolitical crisis the world will face in today's era of paradigm shifts.3 We have long identified East Asia as the cauldron of investment-relevant geopolitical risks.4 This is a dynamic produced by the multipolar global context and the geopolitical disequilibrium in the Sino-American relationship. For now, investors have been able to ignore the rising global tensions (Chart 1) due to the ample liquidity emanating from central banks, but the day of reckoning is nigh (Chart 2). Chart 1Multipolarity Increases Conflict Frequency Chart 2Day Of Reckoning? Q&A On North Korea Back on April 19, we wrote a Special Report, "North Korea: Beyond Satire," which argued that North Korea had at last become a market-relevant geopolitical risk after decades of limited impact (Chart 3).5 Chart 3North Korean Provocations Rarely Affect Markets For Long Looking to the next steps, we introduced the "arc of diplomacy," a framework comparable to the U.S.-Iran nuclear negotiations from 2010-15 (Chart 4). We predicted that the U.S. would ultimately ramp up threats for the purpose of achieving a diplomatic solution. The U.S. was constrained and would only go to war if an act of war were committed, or appeared imminent.6 Chart 4Arc Of Diplomacy: Tensions Ramp Up As Nuclear Negotiations Begin This assessment is now playing out. But not all clients are convinced of our logic, as we have found in our travels throughout Asia Pacific and elsewhere this month. Below we offer a short Q&A based on questions we have received from clients: Q: Diplomacy has already been tried, so why won't the U.S. attack? A: The U.S. public has less appetite for war, especially a preemptive strike, in the wake of the Iraq War, and has not suffered a 9/11 or Pearl Harbor-type catalyst. The U.S. will exhaust diplomatic options before joining a catastrophic second Korean War. And the diplomatic options are far from exhausted. The latest round of sanctions are tighter and more serious than past ones, but still leave categories untouched (like fuel supplies to the North) and are still very hard to enforce (like cutting illegal North Korean labor remittances). Enforcement is always difficult, and the U.S. is currently attempting to ensure that its allies enforce the sanctions strictly, not to mention its rivals (i.e. Russia and China). While we do not think China will ever impose crippling sanctions, we do think it can tighten them up considerably, which could be enough to change the North's behavior. Q: Why doesn't China just take North Korea out? A: China is a formal political, military, and ideological ally of North Korea, and has a strategic interest in maintaining a buffer space on the Korean peninsula - which it defended at enormous human cost in the Korean War. This interest remains in place. China is far more likely to aid and abet a nuclear-armed ally in North Korea than it is to endorse (much less participate in) regime change. The fallout from a new war, such as North Korean refugees flooding into China, is extremely undesirable for China, though it could handle the problem ruthlessly. China would also prefer not to have to occupy a collapsing North, which would be an extensive and dangerous entanglement. Therefore, expect China to twist Pyongyang's arm but not to break its legs. On a more topical note, China is consumed with domestic politics ahead of the nineteenth National Party Congress. It is perhaps more likely to take action after the congress in October-November. Q: Will U.S. allies cooperate with Trump? Why not bandwagon with China to gain economic benefit? A: South Korea is the best litmus test for whether Trump is causing U.S. allies to drift. The new South Korean President Moon Jae-In, who is politically left-of-center, has played his cards very carefully and started out on good footing with President Trump. A disagreement appears to be a likely consequence of Moon's agenda, which calls for extensive engagement with the North and a review of the U.S. THAAD missile defense deployment in Korea. So far, however, Moon is reaffirming the alliance, in his own way, and Trump has not (yet) expressed misgivings about him. If this changes significantly - as in, South Korea joining with China to give North Korea significant economic aid in defiance of U.S. sanctions efforts - then it would be a sign of division among the allies that would benefit North Korea and could even increase the risk of the U.S. taking unilateral action. The odds of that are still low, however. We have been short the Korean won versus the Thai baht since March 1, and the trade is up 6.03%. We also expect greater volatility and higher prices of credit default swaps to plague South Korea while the crisis continues over the coming months. We are closing our long Korean consumer stocks trade versus Taiwanese exporters for a loss of 4.24%. Q: What is Japan's role in the current crisis? What is the impact on Japan? A: Japan is one of the few countries whose relations with the U.S. have benefited under the Trump administration. The Japanese are in lock-step so far in reacting to North Korea. The government has been sounding louder alarms about North Korea for the past year, including by conducting evacuation drills in the case of attack. Japan has long been within range of North Korea's missiles, but its successes in nuclear miniaturization pose a much greater threat. Not only does North Korea pose a legitimate security risk, but Japanese Prime Minister Shinzo Abe also stands to benefit at least marginally in terms of popular support and support for his controversial constitutional revision. This will, in turn, feed into the region's insecurities. Yen strength as a result of the crisis, however, would be a headwind to Japan's economic growth. Thus Abe has a tightrope to walk. We expect him to take actions to ensure the economy continues to reflate. Q: Is Trump rational? How do we know he won't push the nuclear button? A: Ultimately this is unknowable. It also involves one's philosophical outlook. Josef Stalin and Mao Zedong both committed atrocities by the tens of millions but did not use nuclear weapons. Nikita Khrushchev practically wrote the playbook that North Korea's Kim dynasty has used in making its belligerent nuclear threats. Yet Khrushchev ultimately agreed to détente. Kim Jong Un makes Trump look calm. The combination of Kim and Trump is worrisome; but so was the combination of Eisenhower and Khrushchev, one believing nuclear weapons should be used if needed, the other threatening wildly to use them. It may be the case that the threat of an atrocity, or (in Kim's case) of total annihilation, is enough to keep decisions restrained. As we go to press, Kim has ostensibly suspended his plan to fire missiles around Guam and U.S. officials have repeatedly stated that they would not attack unless attacked. Stairway To (Safe) Haven Revisited In expectation of increased frequency of geopolitical risks, BCA's Geopolitical Strategy has produced two quantitative analyses of safe haven assets over the past two years. The first, "Geopolitics And Safe Havens," unequivocally crowned gold as the ultimate safe haven (Table 1), while showing that the USD is not much of a defense against geopolitical events (Chart 5).7 Table 1Safe-Haven Demand Rises During Crises Table 1Safe-Haven Demand Rises During Crises As such, investors should fade the narrative that the failure of the USD to appreciate amidst the latest North Korean imbroglio is a sign of some structural weakness. The greenback continues to underperform due to weak inflation in the U.S., a fleeting condition that our macro-economist colleagues expect to reverse. Mathieu Savary, BCA's currency strategist, believes that more upside exists for the USD regardless of the geopolitical outcome: Chart 5Gold Loves Geopolitical Crises Chart 6DXY Is Cheap... Chart 7...But The Euro Is Not First, the dollar is currently trading at its deepest discount to the BCA Foreign Exchange Service augmented interest rate parity model since 2010 (Chart 6). The euro, which accounts for 58% of the DXY index, is its mirror image, being now overvalued by two sigma, the most since 2010 (Chart 7). Second, bullish euro bets will dissipate as Europe's economic outperformance versus the U.S. fades. Financial conditions have massively eased in the U.S., while they have tightened in Europe, resulting in the biggest upswing on euro area growth relative to the U.S. in over two years (Chart 8). Such an economic outperformance by the U.S. should lead to a strengthening greenback (Chart 9).8 Chart 8Easing Versus Tightening FCI Chart 9PMIs Point To USD Rally Our second attempt to quantify safe-haven assets, "Stairway To (Safe) Haven: Investing In Times Of Crisis," concluded that U.S. Treasurys, Swiss bonds, and Japanese bonds are the best performers in times of crisis.9 We considered 65 assets10 (Table 2) with five different methodologies and back-tested them empirically within the context of 25 financial and geopolitical events since January 1988. Some of these assets have been proven to perform as safe havens by previous academic research, some are commonly utilized in investment strategies, and others could provide alternatives (see Box 1 for further details). Table 2Scrutinizing The World For Safe Havens This report demystifies four key issues related to safe havens: Part I identifies what qualifies as a safe-haven asset. Unsurprisingly, the best performers are U.S. Treasurys along with Swiss and Japanese bonds due to their currency effects. Part II examines if safe havens change over time. We find that gold and Treasurys have changed places as safe havens, and that JGBs and Swiss bonds have a long history as portfolio protectors. Part III breaks down safe havens through an event analysis. We look at the country of origin, the nature of the crisis, and whether the risk is a "black swan" or "red herring" - two classifications of events that BCA's Geopolitical Strategy has established - all of which have an impact on their performance. But red herrings or black swans are only defined after the fact, thus requiring geopolitical analysis or market timing indicators to be able to act on them. Part IV demonstrates that timing plays a crucial part when investing in safe havens as their performance is coincident with that of equities. Box 1 Safe Havens - A Literature Review In a previous Geopolitical Strategy Special Report published in November 2015, it was established that shifts in economic and political regimes alter investors' preferences for safe-haven assets, and that Swiss bonds and U.S. 10-year Treasurys were at the top of that list.11 Also, statistical methods were used to demonstrate that gold had acted as a safe haven from the 1970s to the early 90s, but has since lost its status due in part to a new era of looming deflationary risks. Li and Lucey (2013) have identified a pattern in precious metals, through a series of quarterly rolling regressions testing the significance of the 1st, 5th and 10th percentile movements in U.S. equity movements against safe-haven assets, catching extreme negative events. For instance, the 1st percentile captures the very worst corrections that have occurred, the one that represent the bottom 1% of the equity performances. The 5th and 10th percentiles represent the 5% and 10% lowest returns for equities, respectively. The authors demonstrated that silver, platinum and palladium act as safe havens when gold does not.12 Similarly, Bauer and McDermott (2013) examined the 1st, 5th and 10th percentile movements in U.S. equity movements and proved that both gold and U.S. Treasurys can serve as safe havens, but that gold has the best record in times of extreme financial stress.13 Baele et al. (2015) concentrated on flight-to-safety episodes, which they characterized as events in which the VIX, TED spreads and a basket of CHF, JPY, and USD all increased drastically.14 They found that during flight-to-safety episodes, large cap stocks outperform small caps, precious metal and gold prices (measured in dollars) increase slightly, while bond returns exceed those of the equity market by 2.5-4 percentage points. Baur and Glover (2012) provide further evidence that gold can no longer be utilized as a safe haven due to increased speculation and hedging. Their main finding is that gold cannot be both an investment and a safe-haven asset. That is, gold can only be effective as a safe haven if the periods prior to the event had not generated significant investment demand for gold.15 Using high-frequency exchange rate data, Ranaldo and Soederlind (2010) conclude that the CHF, EUR and JPY have significant safe-haven characteristics, but not the GBP.16 The strongest safe havens are identified as the CHF and JPY, but the returns are partly reversed after a day of safe-haven protection. They also find that the nature of the crisis has a significant effect on safe-haven properties. For instance, a financial crisis and a natural disaster produced drastically different outcomes for the yen. Part I - Safety In Numbers Our first step in identifying safe-haven assets was to review each asset's performance against equities in times of crisis. As such, we conducted a series of threshold regressions to generate a list of true safe-haven assets - assets that have a statistically significant positive performance in times of turmoil. Our method is explained as follows: Step 1 - Percentile Dummies: Following methods from Li and Lucey (2013) and Bauer and McDermott (2013), we created dummy variables for the 1st, 5th and 10th percentile of the S&P 500 daily total returns since 1988. We then multiplied each of these dummies by their corresponding stock returns (see Box 1 for further detail). Step 2 - Regressions: Using the 64 potential safe-haven assets, we ran a series of regressions both in USD and the local currency, testing each asset's returns explained by the three percentile dummies.17 Step 3 - Identifying Safe Havens: We then quantified strong safe-havens as assets having significant coefficients for all three return thresholds (1st, 5th and 10th percentile of the S&P 500 daily total returns). Results - Seek Refuge In Currencies And Government Bonds: Our quantitative results are mainly consistent with what others have found in the past: the Japanese yen and most G10 government bonds are safe havens. Table 3 shows the safe-haven assets that generated negative coefficients versus equities for all three threshold percentiles. Table 3Seeking Protection Against Corrections In our threshold regressions expressed in USD terms, we found that the Japanese yen, Quality Stocks,18 and Japanese, Swiss and U.S. bonds acted as strong safe havens. Currencies play a crucial part in the performance of safe havens. In fact, in local-currency terms, a series of G10 government bonds (U.S., Canada, Belgium, France, Germany, Netherlands, Sweden, Switzerland, and the U.K.) proved to be the most useful safe havens. In sum, true or strong safe havens are government bonds that have currencies that add to positive returns during times of crisis. Unsurprisingly, this select group of strong safe-haven assets is comprised of U.S., Japanese, and Swiss government bonds. Quality Stocks did provide positive and statistically significant results, but the returns were very low - for this reason, we excluded them from our basket of strong safe havens. While gold, the Swiss franc, and the U.S. dollar did generate positive returns during times of crisis, they failed to generate statistically significant results at all three thresholds. Bottom Line: Based on our econometric work, most G10 government bonds can act as safe havens. But due to strong currency effects, our models favor what are already commonly known as safe havens: U.S., Japanese, and Swiss government bonds. Simply put, the difference between this select group and other G10 bonds is that their currencies rise or are stable during turmoil, while the currencies of the other G10 bonds do not. Part II - Are Safe Havens Like Fine Wines? U.S., Japanese, and Swiss government bonds were not always the top assets providing protection against the downside in equities, however. To determine whether safe-haven properties change, we examined the evolution of the relationship between safe havens and U.S. equity markets over time with the following model: Step 1 - Rolling Regressions: Considering the results obtained in Part I, we restricted our sample to G10 governments in USD and local-currency terms, Quality Stocks, gold, JPY, EUR, and USD for this statistical procedure. We put these remaining assets, both in USD and local-currency terms, through a series of 1-year rolling regressions.19 Step 2 - Identifying Trends: Each regression generated a coefficient that explained the relationship between equities and safe havens (B1). We created a new time series by collecting the coefficients for each data point and smoothing them using a five-year moving average, thus depicting a long-term pattern in the evolution of safe havens. Results - A Regime Shift In Gold And Treasurys: Our findings show that safe-haven assets fall in and out of favor through time (Charts 10A, B & C). Most striking are the changes in U.S. Treasurys and gold. Only after 2000 did Treasurys start providing a good hedge for equity corrections. The contrary is true for gold - it acted as one of the most secure investments during corrections until that time, but has since become correlated with S&P 500 total returns. That said, gold's coefficient has been falling closer to zero lately, illustrating that it could soon resurface as a proper safe haven, especially if deflation risks begin to dissipate. Given that this is precisely the conclusion stated by our colleague Peter Berezin - BCA's Chief Global Strategist - and our own political analysis, we suspect that gold may be resurrected as a safe haven very soon.20 Chart 10ASafe Havens Don't Necessarily Age Well Chart 10BSafe Havens Don't Necessarily Age Well Chart 10CSafe Havens Don't Necessarily Age Well Another important finding is that the currency effect plays a key role during recent risk-off periods (Charts 11A & B). The best protector currencies are the ones that are negatively correlated with equity returns. According to our results, the CHF and the JPY have generally been risk-off currencies, while the USD has only been one since 2007, switching places with the euro. This reinforces the case for U.S., Japanese, and Swiss government bonds, which are supported by risk-off currencies. Chart 11ACurrencies Are Difference Makers Chart 11BCurrencies Are Difference Makers Bottom Line: Safe havens change over time. Gold fell out of favor due to global deflationary dynamics. With inflation on the horizon, we will keep monitoring the relationship between gold and equities for a possible return of the yellow metal as a safe haven. Since the July 4 North Korean ICBM test, for example, gold has rallied 4.8%. Part III - Red Herrings And Black Swans Since 1988, we identified 25 economic and (geo)political events that generated instant panic or acute uncertainty in the media and financial markets.21 We analyzed the short-term reactions of the safe-haven assets, both in USD and local-currency terms. This methodology allowed for the deconstruction of the impact of the events by the following factors: Country of origin of the crisis, the nature of the crisis, and whether the event was a "red herring" or a "black swan." Generally speaking, a red herring event is a crisis of some sort with little lasting financial impact. A black swan, on the other hand, is an event that has a very low probability of occurring but has a pronounced market impact if it does. Quantitatively, our definition of a black swan is an event that produces an immediate negative response in the S&P 500 below -1%, while creating a rise in either U.S., Japanese, or Swiss government bonds above 0% (Table 4). Of course, determining which event is a red herring or a black swan is only obvious post-facto and thus requires thorough geopolitical analysis. Table 4Understanding The Crises Results - Red Herrings And Black Swans Matter: Our event analysis solidifies our findings with regards to U.S., Japanese, and Swiss government bonds, but also builds a case for some European bonds as well as gold during black swan events. Our main findings can be summarized as follows. Fade The Red Herrings: Out of the sixteen geopolitical events, ten were identified as red herrings, in which safe havens underperformed the equity market. This, then, suggests that it is not always beneficial to buy safe-haven assets when tensions are rising. What is interpreted as a major geopolitical crisis - say, Ukraine in 2014 or Greece in 2015 - often ends up being a "red herring." Geopolitical Risk = Gold: Geopolitical black swan events, on the other hand, have a significant, negative impact on the market. During these events, gold emerges as the strongest hedge against a downturn in equities. U.S. Treasurys And The Swiss Franc Provide A Baseline: Under all black swan events considered - geopolitical and non-geopolitical - U.S. Treasurys and the Swiss franc had the strongest performance, generating positive returns on the day of the stock market crash in 85% of the cases. G10 Government Bonds Will Also Do: German, Dutch, Swiss and Swedish government bonds also provided protection during black swan events in local and common-currency terms, albeit to a lesser extent. U.S. And Swiss Bonds Outperform During Financial Episodes: During black swan financial crises, Swiss and U.S. government bonds stand out as the best safe havens due to their capacity to generate positive returns both in USD and local-currency terms in eight out of the nine examined crashes. Other findings that are interesting, yet less robust due to a limited sample size, include: When the crisis originated on U.S. soil, U.S. Treasurys and the dollar performed relatively poorly compared to other safe-haven assets. This is a somewhat surprising finding, as most investors believe that U.S. assets rally even at a time of U.S.-based crises, such as the 2011 budget crisis. We show that they may perform well, but in USD, non-U.S. based assets do better. When the crisis originated in Europe, European bonds performed very well both in USD and local-currency terms. When the crisis originated in Europe, Swiss and U.K. government bonds performed poorly in USD terms, but offered strong protection in local-currency terms. When the crisis originated in Russia, precious metals acted as a poor hedge. Bottom Line: It is crucial to gain an understanding of the nature of any potential crisis. Red herrings should always be faded, not hedged against, as they produce poor results in safe-haven assets. U.S. Treasurys, Swiss and Japanese government bonds have been very consistent safe-haven assets during previous periods of acute risk. Part IV: Timing Is Everything As a final step in our quantitative approach, we put our results through numerous timing exercises to test how the assets would perform in real time. Based on our Risk Asset Spectrum (Diagram 1), which summarizes our findings, one could argue that investing in times of crisis simply boils down to buying an equal-weighted basket of U.S. Treasurys, Swiss, and Japanese government bonds. Although this is technically true, such a strategy would require perfect foresight, unparalleled timing, or dumb luck - since black swan events are, by definition, very difficult to predict. Diagram 1Risk Asset Spectrum Proof Of The Ultimate Safe Haven: The first experiment we conducted was to illustrate how powerful safe havens can be when timed perfectly in a trading strategy. We started off by comparing two baskets. The first was a benchmark portfolio comprised of 60% U.S. equities and 40% U.S. bonds. The other contained the same two assets, but with 100% allocated to a basket comprised of U.S. Treasurys, Swiss, and Japanese government bonds during times of negative returns for equities. Of course, this strategy is not realistic and would be impossible to implement, since the trading rule depends on future events. But as Chart 12 shows, if one were able to predict every single period of negative returns for global equities and hold safe-haven assets instead, the trading rule would outperform almost 10-fold. Chart 12Safe Havens Work Wonders With Perfect Information... One-Month Lag Is Already Too Late: Repeating the same exercise, but with a one-month lag in the execution, produces drastically different results. More specifically, whenever the previous month's equity return is negative (t=0), the portfolio allocates 100% to a single safe-haven asset for the current month (t=1), otherwise it keeps the allocation identical to that of the benchmark. The rationale for using such a simple rule is that average investors are generally late in identifying a crisis and only react once they have validation that the market is in a correction. Chart 13 shows that being late by one month changes the performance of the safe haven basket from astronomically outperforming the benchmark to underperforming it. Chart 13... But Timing Is Everything Reaction Is Key: As a final timing exercise, we analyzed the reaction function of our assets to see how quickly they react after the correction in equities begins (Chart 14). Unsurprisingly, the top assets that we identified start appreciating as soon as the crisis hits (t=0). Gold is, on average, the quickest asset to react from investors seeking refuge. Swiss bonds come in as a close second, almost mirroring gold during the first few days of the correction. But both assets start to flatten out and even roll over after a few days. Japanese bonds react slightly later than gold and Swiss bonds, but keep increasing for a longer period of time and start plateauing around the 30th day after the crisis. U.S. Treasurys and Quality Stocks, on the other hand, remain rather flat and constant over the short term. These results attest to the importance of timing the crisis using the best safe-haven assets. Chart 14Safe Havens React Instantly Bottom Line: Timing plays a crucial part in investing in safe-haven assets, as their performance is coincident to that of equities. Investment Implications: Is Pyongyang A Red Herring Or A Black Swan? The results of our quantitative analysis are clear: hedging geopolitical risk depends on whether it is persistent or fleeting. So, is Pyongyang a red herring or a black swan? From our geopolitical analysis we make three key conclusions: The U.S. is not likely to preemptively attack North Korea; However, the U.S. has an interest in signaling that it may conduct precisely such an attack; Brinkmanship could last for a long time. Even if the risk of a U.S. attack against North Korea itself is a red herring, the crisis itself is not. In fact, between now and when a negotiated solution emerges, investors may face several new crises, which may include limited military attacks or skirmishes. While markets have faded such North Korean provocations in the past, the current context is clearly different. As such, we would suggest that investors hedge the risk with an equally-weighted basket of Swiss bonds and gold. Even though a "buy and hold" strategy with such a "Doomsday Basket" will likely underperform the market if tensions with North Korea subside, we are betting that it may take time for the U.S. and North Korea to get to the negotiating table. Marko Papic, Senior Vice President Chief Geopolitical Strategist marko@bcaresearch.com Matt Gertken, Associate Vice President Geopolitical Strategy mattg@bcaresearch.com David Boucher, Associate Vice President Quantitative Strategist davidb@bcaresearch.com 1 Please see BCA Geopolitical Strategy and Global Investment Strategy Special Report, "The Geopolitics Of Trump," dated December 6, 2016, available at gis.bcaresearch.com. We upgraded North Korea to the status of a genuine market-relevant risk in "North Korea: A Red Herring No More?" in Geopolitical Strategy Monthly Report, "Partem Mirabilis," dated April 13, 2016, available at gps.bcaresearch.com. 2 Please see BCA Geopolitical Strategy Client Note, "Trump Re-Establishes America's 'Credible Threat'," dated April 7, 2017, available at gps.bcaresearch.com. 3 Please see BCA Geopolitical Strategy Strategic Outlook, "Strategic Outlook 2017: We Are All Geopolitical Strategists Now," dated December 14, 2017 available at gps.bcaresearch.com. 4 Please see BCA Geopolitical Strategy Special Report, "Power And Politics In East Asia: Cold War 2.0," dated September 25, 2012, available at gps.bcaresearch.com. 5 Please see BCA Geopolitical Strategy Special Report, "North Korea: Beyond Satire," dated April 19, 2017, available at gps.bcaresearch.com. In particular, we argued, "the current saber-rattling is carefully orchestrated. But North Korea can no longer be consigned to the realm of satire. The very fact that the U.S. administration is adopting greater pressure tactics makes this year a heightened risk period. Investors should be especially wary of any missile tests that reveal North Korean long-range capabilities to be substantially better than is known to be the case today." Then, on May 13 and July 4, North Korea conducted its first ICBM launches; the UN Security Council agreed to a new round of even tighter economic sanctions on August 5; and the U.S. and North Korea engaged in an alarming war of words. 6 Specifically, we wrote: "Diplomacy is the only real option. And in fact it is already taking shape. The theatrics of the past few weeks mark the opening gestures. And theatrics are a crucial part of any foreign policy. The international context is looking remarkably similar to the lead-up to the new round of Iranian negotiations in 2012. The United States pounded the war drums and built up the potential for war before coordinating a large, multilateral sanctions-regime and then engaging in talks with real willingness to compromise." 7 Please see BCA Geopolitical Strategy Special Report, "Geopolitics And Safe Havens," dated November 11, 2015, available at gps.bcaresearch.com. 8 Please see BCA Foreign Exchange Strategy Weekly Report, "Fade North Korea, And Sell The Yen," dated August 11, 2017, available at fes.bcaresearch.com. 9 Please see BCA Bank Credit Analyst Special Report, "Stairway To (Safe) Haven: Investing In Times Of Crisis," dated August 25, 2016, available at bca.bcaresearch.com. 10 Forty-one assets were denominated in USD only, while G10 bonds, Credit Suisse Swiss Real Estate Fund, and European 600 real estate were used both in local-currency terms and USD, for a total of 65 assets. 11 Please see Geopolitical Strategy Special Report, "Geopolitics And Safe Havens," dated November 11, 2015, available at gps.bcaresearch.com. 12 Sile Li and Brian M. Lucey, "What precious metals act as safe havens, and when? Some U.S. evidence," Applied Economic Letters, 2013. 13 Dirk G. Bauer and Thomas K.J. McDermott, "Financial Turmoil and Safe Haven Assets," 2013. 14 Lieven Baele, Geer Bekaert, Koen Inghelbrecht and Min Wei, "Flights to Safety," National Bank of Belgium Working Paper No. 230, 2015. 15 Dirk G. Baur and Kristoffer J. Glover, "The Destruction of Safe Haven Asset?,"2012. 16 Angelo Ranaldo and Paul Soederlind, "Safe Haven Currencies," Review of Finance, Vol. 10, pp. 385-407, 2010. 18 Quality stocks are defensive equity plays with high, steady earnings with an elevated return on investments. They are estimated by Deutsche Bank's Factor Index Equity Quality Excess Return in USD. 20 Please see BCA Geopolitical Strategy Monthly Report, "Throwing The Baby (Globalization) Out With The Bath Water (Deflation)," dated July 13, 2016, available at gps.bcaresearch.com, and BCA Global Investment Strategy Weekly Report, "A Secular Bottom In Inflation," dated July 28, 2017, available at gis.bcaresearch.com. 21 Since we were interested in the immediate, often unexpected, response to the event, we did not include economic recessions in our event analysis.

Highlights Strengthening income growth is apparent in DM and EM trade volumes, real wages in the U.S., and industrial commodity prices, chiefly oil and copper. This indicates inflation at the consumer level will move higher in the near future, most likely in 2H2018. We believe 10-year U.S. Treasury Inflation-Indexed securities (TIPS) trading below 0.52 do not reflect the risk of higher inflation and are, therefore, going long at tonight's close. Energy: Overweight. Crude oil prices rallied 4.6% this week, following the OPEC 2.0 meeting in St. Petersburg. Although ministers did not announce additional cuts to the 1.8mm b/d agreed at the end of last year, Saudi Energy Minister Khalid al-Falih said the Kingdom would reduce August exports to 6.6mm b/d, which is more than 300k b/d below May's level, the latest month for which data are available from JODI. Given strong global demand, if this export reduction persists - and if others join the Kingdom - it would speed the drawdown in global inventories. Base Metals: Neutral. Copper pushed through $2.80/lb on the COMEX, a level not seen since May 2015. Underlying strength in EM economic activity - seen most recently in global trading activity (discussed below) - and a weaker USD are supporting base metals. Precious Metals: Neutral. Gold fell below $1,257/oz earlier this week, and was trading ~ $1,250/oz going to press Wednesday. We remain long gold as a portfolio hedge; the position is up 1.7% since it was initiated on May 4, 2017. Ags/Softs: Underweight. Harsh weather is impacting grains. The USDA rated 62% of the U.S. corn crop in the 18 states comprising 92% of total output good or excellent last week, down from 76% in 2016. For beans, the split was 58% last week vs. 71% last year. Feature The expansion in global trade that began toward the end of last year continues, which, based on our modeling, indicates inflation at the consumer level likely will move higher in the short run (Chart of the Week). Trade expansion, particularly in EM economies, is consistent with rising incomes, which, all else equal, will keep industrial commodities - oil and copper, in particular - well supported, given income and demand for these commodities are closely aligned.1 These fundamentals dovetail with other indications of stronger growth, particularly in DM economies, where trade volumes also are growing (Chart 2). In the U.S., for example, wage growth continues to outpace inflation, and monetary conditions remain benign (Chart 3). Our colleagues at BCA Research's Global Investment Strategy believe the Fed actually may be behind the curve in reacting to nascent inflationary pressures emerging in the U.S.2 Chart of the WeekRising EM Trade Volumes Consistent##BR##With Higher U.S. CPI Inflation Chart 2DM Trade Volumes Are Expanding##BR##At ~ 5% Pace ... Chart 3U.S. Labor Market Tightening,##BR##Financial Conditions Remain Loose Trade Growth Supports Higher Inflation U.S. CPI is highly correlated with EM trade volumes (imports and exports) as shown in the Chart of the Week. In recent research into inflation and trade, we also showed EM oil demand and world base metals demand are highly correlated with EM trade volumes.3 Chart 4EM Trade Volumes##BR##Continue To Strengthen Growth EM import growth continues to expand at a faster pace than DM growth (Chart 4). Year-on-year (yoy) EM import growth came in at 7.7%, a full 2 percentage points above DM growth. This is not to minimize DM growth - it finally broke out of its lethargy in May with a sharp advance of close to 6%, which will lift the trend rate of growth (the 12-month moving average, or 12mma) higher going forward. EM export growth in May was only slightly above DM growth for the month - 5.4% yoy vs. 5.2% yoy. These stout monthly trade performances will, in the next few months, offset the lethargic growth seen in EM and DM prior to the expansion begun at the end of 2016, as weaker monthly performance falls off the trend calculations. Over the year ended in May, within EM markets the annual trend in imports (the 12mma to May 2017) has barely grown more than 1% yoy, dragged down by a 6% contraction in the Middle East and Africa (MEA) and a 2.1% contraction in Latin American growth. The trend in EM - Asia's imports is up, rising 3.2% over the same period. For the year ended in May, imports into central and Eastern Europe were mostly flat; however, since November 2016, the trend turned sharply positive with 3.3% yoy growth. The trend in export volumes is expanding for in MEA and Latin America economies - 3.5% yoy trend growth (12mma) in MEA, and 4.4% growth in Latin America, which is slightly higher than the overall 2.2% rate of trend growth in EM exports. Still, lower oil and commodity prices, along with reduced volumes are curtailing an income recovery in these regions. Central and Eastern Europe's rate of export expansion leads EM generally at close to 4% yoy trend growth. Favor Gold And TIPS Ahead Of Higher Inflation As the labor market tightens and real-wage growth continues to outpace productivity growth, we expect U.S. inflation to pick up. Growth in trade volumes also will support growth in EM oil demand and world base metal demand, as noted above. This will feed into U.S. core PCE, the Fed's preferred inflation gauge (Chart 5). As we've highlighted in the past, there is very strong co-movement among these variables: We've found that, all else equal, a 1% increase in the non-OECD oil demand implies an increase in the core PCE of slightly less than 50bp. If the trend in overall EM trade volumes persists, the likelihood we will be increasing our estimate of non-OECD oil consumption for 2H17 and 2018 increases. U.S. CPI and EM trade volumes show similar co-movement properties, as the Chart of the Week shows. A 1% increase in EM import volumes translates into a 0.53% increase in the U.S. CPI, while a 1% increase in EM export volumes implies a 0.49% increase in the CPI. EM import volumes over the January - May 2017 interval have been growing at slightly more than 8% yoy, while exports have been growing at slightly more than 3%. Continued strength in the EM trade data implies U.S. CPI could grow well above what's currently being priced in inflation markets and by Fed policymakers. This leads us to favour gold and TIPS as inflation hedges. If we do get a larger-than-expected move in the U.S. CPI, gold should respond well. The modelling depicted in Chart 6 shows a 1% increase in the CPI translates into a 4.1% increase in gold. Chart 5Core PCE Will Pick Up##BR##As Commodity Demand Grows Chart 6Gold Will Pick Up##BR##Larger-Than-Expected CPI Moves For this reason we recommend getting long U.S. Treasury Inflation-Protected Securities (TIPS), which will appreciate as the U.S. CPI moves higher.4 We will be getting long as of tonight's close. We remain long low-risk calls spreads in Dec/17 WTI and Brent - long $50/bbl strikes vs. short $55/bbl strikes. We are up 39.3% and 32.9% on the Brent and WTI positions, respectively, from last week, and 47.2% and 89.2% since inception. U.S. Monetary Policy Remains A Huge Risk To EM Trade As we've noted in the past, U.S. monetary policy can have an outsized effect on EM trade volumes. In an update of an earlier model using U.S. M2 and the broad trade-weighted USD (TWIB), we find a 1% increase in the broad trade-weighted USD translates into a 1.1% drop in EM imports, while a 1% increase in U.S. M2 (broad money) implies an 85bp increase in EM imports (Chart 7).5 Chart 7EM Trade Volumes Highly Sensitive##BR##To U.S. Monetary Policy This demonstrates the feedback loop we've identified between U.S. monetary policy and EM trade. EM trade volumes affect inflation at a global level. We've found inflation in the U.S., EU and China to be co-integrated - i.e., these price gauges all follow the same long-term trend. Inflation and inflation expectations drive Fed policy, which drives the price formation of the USD - i.e., the FX rates included in the USD TWIB - and affect Fed policy on M2. These U.S. monetary variables, in turn, affect EM trade volumes. And so it goes ... Too-aggressive a tightening by the Fed as it normalizes its interest-rate policy regime could destabilize EM economies - either via too-sharp an appreciation in the USD TWIB, a larger-than-expected deceleration in M2 growth, or both - and negatively affect trade flows. At the end of the day, this would redound to the detriment of the U.S. economy, as the different feedback mechanisms kick in. This says the Fed's policy doesn't just affect the U.S. economy, or that EM economies essentially are on their own in the policy tools they deploy to adjust to Fed innovations. Like it or not, the Fed has to consider these types of feedback loops in its decision-making, since the Open Market Committee will be dealing with the fallout of its earlier policies. Bottom Line: EM trade volumes continue to grow yoy, continuing the trend that began at the end of last year. This performance, coupled with a tightening labor market in the U.S. and a still-loose financial backdrop, raises the odds inflation will exceed what's currently priced into market and Fed expectations. We are getting long U.S. 10-year TIPS at tonight's close, and remain long gold as a strategic portfolio hedge. Robert P. Ryan, Senior Vice President Commodity & Energy Strategy rryan@bcaresearch.com 1 The income elasticity for industrial commodities in EM economies is ~ 1.0, according to the OECD. Please see "The Price of Oil - Will It Start Rising Again?" OECD Economics Department Working Paper No. 1031, p. 6 (2013). 2 Please see BCA's Global Investment Strategy Weekly Report titled "Are Central Banks Behind The Curve Or Ahead Of It?," published on July 21, 2017. It is available at gis.bcaresearch.com. Among other things, the Global Investment Strategy team notes labor-market slack is dissipating, real wages are increasing, and easier financial conditions are spurring credit growth. Our colleagues note, "The prospect of stronger growth over the next few quarters implies that the unemployment rate is likely to fall below 4% early next year, possibly breaking through the 2000 low of 3.8%." BCA's Global Investment Strategy believes U.S. inflation could move higher by 2H18. 3 Please see BCA Commodity & Energy Strategy Weekly Reports titled "EM Trade Volumes Continue Trending Higher, Supporting Metals" and "Strong EM Trade Volumes Will Support Oil," published June 29, and June 8, 2017. Both are available at ces.bcaresearch.com. 4 U.S. TIPS increase in value as the Consumer Price Index (CPI) rises, and fall in value as the index declines. Please see "TIPS: Rates & Terms" on the UST's TreasuryDirect web page (https://www.treasurydirect.gov/indiv/research/indepth/tips/res_tips_rates.htm). 5 This model covers 2000 to the present, using monthly data. The R2 for the cointegrating regression is 0.96. These variables do not explain EM exports, which are not cointegrated with U.S. monetary variables. Investment Views and Themes Recommendations Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2017 Summary of Trades Closed in 2016

Highlights Business capital spending is still trending up, adding another layer of support for the U.S. economy in the next 6-12 months. Profit growth has accelerated at a faster pace than our top-down model had projected and we expect growth to accelerate further into year end. We estimate that the delayed pass-through of previous dollar strength will remain a slight drag on U.S. EPS growth over rest of 2017. Our tactical view on gold remains bearish, but the BCA Commodity & Energy Strategy service sees strategic value in gold as a hedge. Feature The S&P 500 is attempting to break through the 2400 barrier as we go to press. This is impressive given that the flagging relative performance of infrastructure stocks and highly-taxed companies suggests that investors have given up hope of ever seeing significant tax cuts, infrastructure spending and incentives for capital spending. As we discuss below, disappointment on the policy front has thankfully been offset by solid corporate earnings figures. We believe that investors have gone too far in pricing out tax reform. True, the growing number of White House scandals will serve to delay the GOP's market-friendly policy agenda. Nonetheless, the President desperately needs a win ahead of mid-term elections, and tax reform and deregulation are two key areas where the President and congressional Republicans are on the same page. Capital spending is the part of the economy that could benefit the most from tax reform. Surprising Support From Capex Business capital spending is still trending up, adding another layer of support for the U.S. economy in the next 6-12 months. The post-election rollover in C&I loan growth worried investors that rising rates and election-related uncertainty had cut the flow of credit to the business sector, thus putting capex at risk (Chart 1, top panel). That concern was overdone, as we pointed out in a recent report.1 Business expenditures on plant, equipment and software were a surprising source of strength in first-quarter GDP, and bank lending has stabilized in the past six weeks. The FOMC minutes of the May 2-3 meeting noted that "financing conditions for large nonfinancial firms stayed accommodative." The minutes also stated that, while there was weaker demand for C&I loans in April, the weakness "pertained to customers' reduced needs for financing." The reduced need likely reflected a preference to issue corporate bonds. Chart 1Outlook For Capex Looks Solid Our BCA Capex indicator for business investment points to solid business spending in the next few quarters. (Chart 1, bottom panel) Our past research shows that sustainable capital spending cycles only get underway when businesses see evidence that consumer final demand is on the upswing. While consumer expenditures were quite soft (+0.3% annualized gain) in Q1, our view is that the weakness was transitory.2 This view was confirmed by the FOMC minutes. A rebound in consumer spending in the second quarter will boost CEO confidence that increased capital spending will be justified in terms of future sales. Our base case is that at least some tax cuts will be enacted by year end, but the risk is that political turmoil further delays a fiscal package or even totally derails the GOP legislative agenda. This scenario would be negative for stocks temporarily, but could end up being positive over the medium term by extending the expansion in the economy and corporate profits. U.S. Profits, Beats And Misses Profit growth has accelerated at a faster pace than our top-down model had projected earlier this year (Chart 2). On a 4-quarter moving total basis, S&P 500 earnings-per-share were up by more than 13% in the first quarter (84% reporting). We expect growth to accelerate further into year end, peaking at just under 20%, before moderating in 2018. The favorable profit picture reflects two key factors. First, profits are rebounding from a poor showing in 2016, when EPS was dragged down by the collapse in oil prices and a global manufacturing recession. Oil prices have since rebounded and global industrial production is recovering as expected (Chart 3). Earnings are of course leveraged to corporate sales, helping to explain why profits are highly correlated with industrial production in the major countries. BCA's U.S. Equity Strategy service estimates that operating leverage for the S&P 500 is 1.4x.3 Chart 2Impact Of Stronger Dollar Is Fading Chart 3IP On The Rebound Globally Second, the corporate sectors in the major economies are still in a sweet spot in which the top line is growing but there is no major wage cost pressure evident yet. This is the case even in the U.S., where labor market slack has largely been absorbed. Indeed, margins rose in Q1 2017 for the third quarter in a row. Our indicators suggest that the corporate sector has gained some pricing power at a time when wage gains are taking a breather.4 The hiatus of wage pressure may not last long, but for now our short-term EPS growth model remains upbeat for the next 3-6 months (not shown). What About The Dollar? We estimate that the delayed pass-through of previous dollar strength will remain a slight drag on U.S. EPS growth of about one percentage point for the remainder of this year, assuming no change in the dollar from today's level (Chart 2, second and third panels). However, our base case remains that the dollar will appreciate by another 10% in trade-weighted terms. A 10% appreciation would trim EPS growth by roughly 2½ percentage points, although most of this would occur in 2018 due to lagged effects. The key point is that another upleg in the dollar, on its own, should not provide a major headwind for the stock market. Indeed, the dollar would only be rising in the context of robust U.S. economic growth and an expanding corporate top line. Even though the message from our EPS model is upbeat, it still falls short of bottom-up estimates for 2017. Is this a risk for the equity market, especially since valuations are stretched? Investors are well aware that bottom-up estimates are perennially optimistic. Table 1 compares the beginning-of-year EPS growth estimate with the actual end-of-year outcome for 2007-2016. Not surprisingly, bottom-up analysts massively missed the mark in 2008, which was a recession year. But even outside of the recession, analysts significantly over-estimated earnings in seven out of nine years. Despite this, the S&P 500 rose sharply in most cases. One exception was 2015, when the S&P 500 fell by 0.7%. Plunging oil and material prices contributed to an EPS growth "miss" of seven percentage points. Chart 4 highlights that the level of the 12-month forward EPS estimate fell that year, unlike in the other years considered. Valuations are more demanding today than in the past, but the message is that attaining bottom-up EPS year-end estimates is less important for the broad market than the direction of 12-month forward estimates (which remains up at the moment). Table 1Bottom Up Estimates Are##BR##Always Too Optimistic Chart 4Oil Related##BR##Dip In 2015 The bottom line is that the backdrop is constructive for equities even if the Republicans are unable to push through any fiscal stimulus. In fact, it may be better for the stock market in the medium term if the GOP fails to pass any meaningful legislation. The U.S. economy does not need any demand stimulus at the moment (although measures to boost the supply side of the economy would help lift profits over the long term). The current long-in-the-tooth expansion is likely to stretch further in the absence of stimulus, extending the moderate growth/low inflation/low interest rate backdrop that has been positive for risk assets in recent years. Gold Update Our tactical view on gold remains bearish, but the BCA Commodity & Energy Strategy service sees strategic value in gold as a hedge against rising inflation and inflation expectations, geopolitical risk and increased equity volatility.5 Chart 5A shows that the price of gold in real terms is still very expensive. On a nominal basis, gold is at the top end of a trading channel that it has been in since early 2012 (Chart 5B). There has been a big gap between the model value and the actual price of gold for the past three years. The real price of gold remains elevated despite the fact that inflation has been well contained.6 Chart 5AModel Suggests Gold Is Overvalued Chart 5BIn A Downward Channel Since 2012 Our 6-12 month view on gold is that it will take its cues from Fed policy and policy expectations. The Fed is not behind the curve on inflation, and inflation expectations and measured inflation remain low. Our CPI and PCE models (Chart 6) show only a modest acceleration in inflation by year end, just enough to keep the Fed on track this year as it begins to shrink its balance sheet and raise rates two more times. Thus, we do not see a great need to hold gold as a hedge against inflation over the next year. Nonetheless, for those investors concerned about a pullback that turns into a correction or a bear market, we mention that gold has a 33% weight in our Protector Portfolio.7 Chart 6Core Inflation To Stay Near##BR##Fed's Target This Year Bottom Line: Gold is expensive in real terms relative to a set of fundamentals that have explained its real price since 1970. However, the yellow metal may have value on a strategic basis or as part of a portfolio designed to protect against falling equity prices. John Canally, CFA, Senior Vice President U.S. Investment Strategy johnc@bcaresearch.com Mark McClellan, Senior Vice President The Bank Credit Analyst markm@bcaresearch.com 1 Please see U.S. Investment Strategy Weekly Report, "Earnings Rebound Will Earn Some Respect", April 10, 2017. Available at usis.bcaresearch.com. 2 Please see U.S. Investment Strategy Weekly Report, "Growth, Inflation And The Fed", May 8, 2017. Available at usis.bcaresearch.com. 3 Please see U.S. Equity Strategy Weekly Report, "Operating Leverage To The Rescue?," published April 17, 2017. Available at uses.bcaresearch.com. 4 Please see U.S. Investment Strategy Weekly Report, "Spring Snapback?," published April 24, 2017. Available at usis.bcaresearch.com. 5 Please see Commodity & Energy Strategy Weekly Report, "Go Long Gold As A Strategic Portfolio Hedge," published May 4, 2017. Available at ces.bcaresearch.com. 6 Please see U.S. Investment Strategy Weekly Report, "Gold: The Asset Allocation Dilemma," published August 1, 2011. Available at usis.bcaresearch.com. 7 Please see U.S. Investment Strategy Weekly Report, "Still Awaiting The Next Pullback," published May 15, 2017. Available at usis.bcaresearch.com.

Highlights We are going long spot gold at tonight's closing price, given our view that inflation and inflation expectations will continue to move higher going into 2018. In the U.S., we expect higher fiscal spending and tax cuts hitting the economy next year to have a significant effect on an economy already at or very close to full employment, boosting real wages and inflationary pressures. As a safe-haven, gold also is well suited to hedging geopolitical risks, which also are rising. Lastly, gold exposure has the added benefit of providing a hedge to equity positions. Energy: Overweight. The ~ 10% correction in benchmark crude oil prices from 1Q17 levels likely has run its course, as representatives of key states that are party to the November 2016 production cut deal signal it will be extended at the upcoming May 25 meeting in Vienna. We remain long Dec/17 Brent $65/bbl calls vs. short the Dec/17 Brent $45/bbl puts, which is down $0.88/bbl, and will be getting long Dec/17 Brent $55/bbl calls vs. Dec/17 $60/bbl calls at tonight's close. We expect Dec/17 Brent to reach $60/bbl by year-end, with WTI trading ~ $2.00/bbl lower. Base Metals: Neutral. Indonesia's state mining company PT Aneka Tambang is expected to resume nickel exports, reversing a three-year ban on outgoing trade. We remain neutral base metals. Precious Metals: Neutral. We are recommending an allocation to gold outright as a strategic hedge against higher inflation, particularly emanating from the U.S., and geopolitical risk in Europe (see below). Underweight. Markets remain well stocked with indications stocks-to-use data will continue to weigh on prices. We remain bearish. Feature Recent indications inflation and inflation expectations are ticking higher will persist into 2018 (Chart of the Week). U.S. fiscal spending and tax cuts expected next year will lift real wages and boost spending power. The American economy already is at or very close to full employment, and U.S. rate hikes are lagging wage growth, which will, all else equal, boost inflation and inflation expectations (Chart 2). Although we expect the Fed to raise rates at least two more times this year - perhaps three - we believe the central bank will continue to keep rate hikes behind wage growth, and will not try to get out in front of inflation (Chart 3). Chart Of The WeekGlobal CPI Inflation Continues To Percolate Chart 2Rate Hikes Lagging Wage Growth Chart 3Fed Likely Won't Get Ahead Of Inflation On the political and geopolitical fronts, looming Italian elections are a risk that is all but being ignored by financial markets. Our colleague Marko Papic, head of BCA's Geopolitical Strategy service, identifies next February's Italian elections as "the highest probability risk to European integration at the moment," given its potential to "reignite Euro Area breakup risk."1 Political risks dog the DM economies: falling support for globalization, which will undermine the benefits of sourcing low-cost inputs (labor and capital) worldwide; tighter immigration policies, which go hand-in-hand with falling support for globalization; a predisposition to monetize debt via higher money supply; and higher minimum-wage demands as income inequality increases all raise inflation and inflation expectations in DM economies.2 This financial and political backdrop again points us toward gold in an attempt to identify safe-haven assets and hedges against the increasing likelihood of renewed inflation. In addition, while our House view does not include a marked equities correction in the near term, it is worthwhile pointing out that gold does hedge equities when they are selling off, and in bear markets generally. A corollary to this property is that in equity bull markets, gold tends to hold value, even if it underperforms stocks in absolute terms. These are powerful properties, which increase the stability of investors' portfolios. Before proceeding, it is useful to distinguish between the specifications mentioned above:3 A safe-haven asset refers to an asset that is negatively correlated (or uncorrelated) with other assets that lose value in times of financial stress. An important feature of a safe-haven asset is that it only exhibit low or negative correlation with financial assets (e.g., equities) in extremely negative market conditions, without specifying any particular behavior when markets are not under stress. In other words, both assets could be positively correlated in bull markets, as long as the correlation turns negative when financial-market conditions deteriorate. We make a distinction between the weak and strong form of safe-havens: The weak form represents an asset that is uncorrelated with the reference asset, while the strong form is negatively correlated.4 A hedge is an asset that is negatively correlated (or uncorrelated) with another asset, on average, over the time interval being examined in a particular analysis. As with safe-haven assets, there is a similar distinction between weak- and strong-form hedges. A diversifier refers to an asset that is positively, but imperfectly, correlated with another asset on average during the period of analysis. Gold Vs. Inflation During inflationary periods, assets that generate returns for investors that offset purchasing-power losses experienced by other assets in their portfolio - i.e., a store of value - traditionally have been preferred. Gold has been used as a store of value during inflationary episodes, and for this reason is viewed as a safe haven. Fundamentally, gold's supply is relatively inelastic, and consists of above-ground physical stocks comprising public and private holdings. The world gold council estimates physical gold stocks were ~ 4570.8t at the end of 2016, up 5.8% since 2010. Demand for gold was estimated at 4249.1t at the end of 2016, versus 3281t at the end of 2000. The inelasticity of gold supply makes it difficult to respond to changes in inflation - or to any shocks to the economy, for that matter - by increasing the supply over the short term, as it would be the case with any fiat currencies and other assets. For this reason, price allocates limited supply. During inflationary periods and during a macroeconomic shock, gold's price is bid up, which is the source of returns for holding gold.5 Gold often is seen as a currency; however, it lacks a central bank that can increase its supply via turning up the printing press. This makes the precious metal a so-called "hard currency," and endows it with the ability to maintain its purchasing power during periods of inflation. In addition, it is an asset that is accepted as collateral to support bank lending and margining by the BIS and numerous banks.6 In Table 1, we look at the correlation between year-on-year gold return and U.S. CPI inflation.7 We used a sample period from 1985 to now.8 On average, during the entire sample, we obtained a correlation of 26%. Within the sub-periods gold provides a hedge against inflation, but how much of a hedge depends on other financial factors - chiefly the broad USD TWI and real U.S. interest rates - affecting its performance (Chart 4). We examine these below. Table 1Gold Vs. U.S.##BR##And EU Inflation Chart 4Gold's Inflation-Hedging Properties##BR##Affected By Monetary Conditions The hedging relationship between gold returns and the CPI inflation rates does not consistently hold up in all bear markets - e.g., the GFC, when global assets became highly correlated and lost significant value. It is possible, though, that in times of financial stress or downturn, gold's ability to act as a hedge asset to U.S. equities might sometime dominates its ability to hedge inflation, leading to an ambiguous relationship with inflation during bear markets. We delve further into this below. Gold, Inflation And U.S. Monetary Conditions We typically model gold as a function of financial variables, which are sensitive to inflation and inflation expectations and to Fed policy shifts. Given our preference for modeling gold's price evolution as a function of U.S. financial variables - the broad trade-weighted (TWI) USD and real rates, in particular - we looked further into this (Chart 5). The impact of inflation on gold prices is stronger when the dollar experiences large negative shocks and depreciates, and weaker when the USD appreciates (i.e., a large positive shock).9 So, when the USD broad TWI is falling, gold is an effective hedge. When the greenback is appreciating, it is less effective. Next, we examined the ability of gold to hedge inflation risk when U.S. real rates are high and low. To do this, we used 10-year real rates and cut a long-term sample from 1990 to now into two different sub-periods: a high-rate period from 1990 to 2003, and a low-rate period from 2003 to now (Chart 6).10 Chart 5USD's Evolution Is Important To Gold,##BR##As Are U.S. Real Rates Chart 6U.S. 10-Year##BR##Real Rates During the high-real-rate period, the correlation between gold and inflation is close to zero (0), meaning gold did not act as a strong hedge against inflation, but still could have been acting as a weak hedge (meaning it's uncorrelated). Gold's hedging ability increased significantly in the low-real-rate period (Table 2). Again, this supports our theory that gold's hedging ability depends on U.S. monetary conditions, and that during periods of low real U.S. interest rates gold is an effective hedge against inflation. Table 2Gold Vs. CPI Inflation In High- And Low-Real Rate Environments Gold Vs. U.S. Equities Cutting right to the chase, gold can be used to hedge equities exposure in portfolios, as the correlation analysis in Table 3 demonstrates. Here, we are examining the hedging ability of gold relative to the U.S. stock market (proxied by the S&P 500 Total Return (TR) index). Table 3Gold's Hedging Properties Vs. Equities In our analysis, we find gold and U.S. equities are negatively correlated, on average, over the entire sample (correlation coefficient -0.19). We also tested for time-varying correlation by looking at the correlation separately in different bull- and bear-market sub-periods. Bull (bear) markets are defined as periods in which the U.S. stock index has a positive (negative) move of more than 15% and that lasts for at least 3 months.11 During both bear markets, gold's annualized compound returns were up when the S&P 500 returns were negative (Table 4). This strongly suggests gold is a safe-haven asset in time of extended weakness for equities, all else equal (i.e., we don't have a 100-year global meltdown that takes all correlations to 1.00). Interestingly, the relationship is unclear for bull markets which reflects the non-linearity in gold's hedging ability. We can conclude that during bull markets, gold tends to underperform equity markets; however, this does not imply that holding gold will lead to negative returns. Hence, gold offers protection against bear markets that offsets the costs in terms of returns during bull markets.12 Table 4Gold Hedges U.S. Equities The correlation between month-on-month gold and S&P 500TR returns corroborate the earlier finding. We find that gold is negatively correlated with U.S. equities during equity bear markets, and that it is ambiguous in equity bull markets. Bottom Line: We find gold is a good hedge during inflationary periods, particularly when the USD TWI is weak and real rates are low. We also show gold has excellent safe-haven and hedging properties versus equities (using the S&P 500TR index as a proxy). Based on this analysis, we are recommending a strategic allocation to gold, and will get long at tonight's close. Robert P. Ryan, Senior Vice President Commodity & Energy Strategy rryan@bcaresearch.com Hugo Bélanger, Research Assistant Commodity & Energy Strategy hugob@bcaresearch.com 1 Please see "Political Risks Are Understated in 2018," published on April 12, 2017, by BCA Research's Geopolitical Strategy. It is available at gps.bcaresearch.com. 2 Please see "The End Of the Anglo-Saxon Economy?" published April 13, 2016, by BCA Research's Geopolitical Strategy. It is available at gps.bcresearch.com. 3 Baur, Dirk G.; Brian M. Lucey (2010), "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold". The Financial Review 45, 217-229. 4 Baur, Dirk G.; Thomas K.J. McDermott (2010), "Is Gold a Safe Haven? International Evidence", Journal of Banking & Finance 34, 1886-1898. 5 We would note that the real price of gold increased during the Great Depression, which indicated gold's value during a period of significant deflation appears to increase, perhaps as investors fear the debasement of their currencies and the subsequent loss of purchasing power. 6 Please see Section 4 of "Basel III counterparty credit risk and exposures to central counterparties - Frequently asked questions," published by the BIS December 2012. 7 We use CPI here because it drives the payout of inflation-linked securities in the U.S. 8 We begin our analysis in 1990 for consistency throughout. We also note that several papers take note of an important structural break in U.S. inflation around 1984. Please see Batten, Jonathan A.; Cetin Ciner; Brian M. Lucey (2014), "On The Economic Determinants Of The Gold-Inflation Relation", Resources Policy 41, 101-108; and Stock, James H.; Mark W. Watson (2007), "Why Has U.S. Inflation Become Harder to Forecast?", Journal of Money, Credit and Banking 39 (supplement). For the selection of bear and bull markets, please see "Monthly Economic Report" published on April 2017, by Mackenzie investments. 9 We did this by estimating a regression to see how gold responds when the broad trade-weighted USD is trading in the 5% and 90% quantile of year-on-year U.S. dollar variation over the period 1995 to present. We did this using dummy variables to represent the impact of U.S. inflation in periods of large dollar appreciation and dollar depreciation. The model's adj-R2 is 0.45, and all coefficients are significant below 5%. 10 The mean for the high-rates period is 3.77%; for the low-rates period it is 1.07%. These rates are statistically different between these two sub-periods (using a two-tailed t-test). 11 The selection of bull and bear markets is based on Mackenzie investment analysis. Please see "Monthly Economic Report" published on April 2017, by Mackenzie investments. 12 Our results were supported by further econometric analysis of the variance properties using GARCH modeling. These results are available upon request. Investment Views and Themes Recommendations Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed In 2017 Summary Of Trades Closed In 2016

Feature Table 1Recommended Allocation Don't Worry About The Tepid Data Risk assets are likely to continue to grind higher. Two of the catalysts we cited for this in our most recent Quarterly1 have half happened: European political risk is lifting now that Marine Le Pen looks most unlikely to win in the second round of the French presidential election (polls give her less than 40% of the vote); and the Trump administration announced its tax cut plan (which, though details are still sparse, we expect to be passed in some form this year). As a result, the MSCI All Country World Index hit a record high in late April and the S&P 500 is only 1% below its high. But both growth and inflation have surprised somewhat to the downside in the past couple of months. The Citi Economic Surprise Index for the U.S. has fallen sharply, though surprises remain fairly positive elsewhere (Chart 1).Q1 U.S. real GDP growth came in at an annualized rate of only 0.7%. This has pushed bond yields down (with the US Treasury 10-year yield falling back to 2.2%), consequently weakening the dollar. We are not unduly worried about the tepid data. It is mainly due to technical factors. Corporate loan growth in the U.S., for example (Chart 2), mostly reflects just the lagged effect of last year's slowdown on banks' willingness to lend, as well as energy companies repaying credit lines they tapped in early 2016 when short of working capital. The weakness in auto sales (Chart 3) is most likely caused by the end of the car replacement cycle which began in 2010, rather than reflecting any generalized deterioration in consumer behavior. Moreover, there seem to be problems with seasonal adjustment of data caused by the extreme swings in the economy in 2008 and 2009: Q1 has been the weakest quarter for U.S. GDP in six out of the past 10 years, and has on average been 2.3 ppts lower than Q2.2 There were no such distortions prior to 1996. Chart 1U.S. Growth Has Surprised To The Downside Chart 2Weaker Loan Growth Is Mostly Technical... Chart 3...And The Slowdown In Autos Is Just The End Of A Replacement Cycle A consequence of the wobbly data is that markets have become too complacent about the Fed raising rates, with futures markets now projecting only about 40 bps of hikes over the next 12 months (Chart 4). Our view is that wages will gradually move up this year, pushing core PCE inflation to 2% by year end, which will cause the Fed to raise rates twice before end-2017 and once early in 2018 (though the latter rise could be postponed if the Fed starts to reduce its balance-sheet and forgoes one quarter's hike to judge the impact of this on the market). By contrast, we do not see the ECB hiking before 2019 at the earliest, with ECB President Draghi reiterating that he sees core inflation staying low and remains concerned about the fragile banking systems in peripheral European markets and about Italian politics. We also believe Bank of Japan governor Kuroda when he says he has no plans to change the BoJ's 0% target for the 10-year JGB yield. All this implies that the dollar is likely to appreciate further in the next 12 months as interest rate spreads widen (Chart 5). Chart 4Fed Is Likely To Hike Faster Than This Chart 5Interest Differentials Suggest Further Dollar Strength The next catalyst for equities to rise further could be earnings. Q1 U.S. earnings are surprising significantly on the upside, with EPS growth of 11.7% year on year and 75% of companies beating analysts' estimates.3 BCA's proprietary model suggests that S&P 500 operating earnings this year could grow by over 20% (Chart 6). If anything, upside surprises to earnings have been even stronger in the euro zone and Japan. With none of the standard indicators signaling any risk of recession over the next 12 months (Chart 7), we remain overweight equities versus bonds. We continue to warn, though, that the Goldilocks scenario of healthy growth and stable inflation may not last for long. A combination of tax cuts, wage growth accelerating as labor participation hits a ceiling, and the Fed falling behind the curve (perhaps when President Trump - given that he recently confessed "I do like a low interest rate policy" - appoints a dovish replacement for Janet Yellen as Fed Chair) could cause inflation to rise unexpectedly next year, forcing the Fed to raise rates sharply, triggering a recession in 2019. Chart 6U.S. Earnings Could Grow 20% This Year Chart 7No Sign Of A Recession On The Horizon Equities: In a risk-on environment, euro zone equities should continue to outperform, due to their higher beta (averaging 1.3 against global equities over the past 20 years, compared to 0.9 for the U.S.), more cyclical earnings, and modestly cheaper valuations (forward PE is at a 18.9% discount to the U.S.). Japanese equities should also do well as interest rates rise again globally (except in Japan where the BoJ will stick to its 0% yield target on 10-year bonds), which should push down the yen and boost earnings. We remain overweight Japanese equities on a currency-hedged basis. We are underweight EM equities, which are likely to be weighed down over the next 12 months by the stronger dollar, and by a slowdown in China which should cause commodity prices to fall. Fixed Income: We expect the 10-year U.S. Treasury yield to reach 3% by year-end: a pickup in real growth, slightly higher inflation and two more Fed hikes can easily add 70 bps to the yield over the next eight months. Euro zone yields will also rise, though not by as much. This implies a negative return from G7 sovereign bonds for the first time since 1994. We continue to prefer corporate credit, with a preference for U.S. investment-grade debt over high-yield bonds (which have stretched valuations) and over European corporate debt (which will be negatively affected by the tapering of ECB purchases next year). Currencies: As described above, we do not believe that the dollar appreciation which began in 2014 is over, due to divergences in monetary policy. We would look for a further 5-10% appreciation of the dollar over the coming 12 months, though the rise is likely to be bigger against the yen and emerging market currencies than against the euro. Commodity currencies such as the Australian dollar also look vulnerable and overvalued. The British pound will be driven by the vicissitudes of the Brexit negotiations in the short-run but looks undervalued in the long run if, as we expect, the EU eventually agrees a moderately satisfactory trade deal with the U.K. Commodities: We continue to believe that the equilibrium level for oil is $55 a barrel, and that an extension of the OPEC production agreement beyond June and a drawdown in inventories in the second half will bring WTI crude back to that level - with the risk of even $60-65 temporarily if there are any unforeseen supply disruptions. We remain more cautious on industrial commodities, which will be hurt by a mild withdrawal of monetary and fiscal stimulus in China. Following its 6.9% GDP print in Q1, Chinese growth is likely to slow moderately. However, with the Party Congress coming up in the fall, growth will not be allowed to slow excessively - and, indeed, there are signs that central government spending has begun to accelerate recently (Chart 8). We remain positive on gold as a long-term hedge against the tail risk of inflation. As our recent Special Report on Safe Havens demonstrated,4 gold has historically provided good returns during recessions, particularly those associated with high inflation (Chart 9). Chart 8China Is Withdrawing Stimulus - Or Is It? Chart 9Gold Glisters When Inflation Rises Garry Evans, Senior Vice President Global Asset Allocation garry@bcaresearch.com 1 Please see Global Asset Allocation, "Quarterly Portfolio Outlook: No Reasons To Turn Cautious," dated 3 April 2017, available at gaa.research.com 2 For detailed analysis of the problems with seasonal adjustment, please see U.S. Investment Strategy, "Spring Snapback?" dated April 24, 2017, available at usis.bcaresearch.com 3 So far about half of U.S. companies have reported. 4 Please see Global Asset Allocation, "Safe Havens: Where To Hide Next Time?" dated April 21, 2017, available at gaa.bcaresearch.com. Recommended Asset Allocation

特別レポート

Highlights Safe-haven assets do not simply outperform equities on a relative basis during bear markets. In fact, the average return of nine safe-haven assets has been positive in every bear market since 1972. A safe haven should serve two purposes. First, it should have a negative correlation with equities during bear markets, not necessarily in all markets. Second, it should have an insurance-like payoff, surging during systemic crashes. Low intra-correlations between safe-haven assets, and substantial absolute differences between individual returns and the overall group average suggest that selection adds significant alpha. In the next bear market, we recommend positions in CHF over USD and JPY, due to its greater consistency as a safe-haven asset and more attractive valuations. Favor gold over farmland and TIPS, as gold offers a better hedge against political risks while still protecting against rising inflation. Overweight Treasuries relative to Bunds given a more appealing return distribution and high spreads. Feature Feature ChartSafe Haven Performance As the economic expansion approaches its 100th month, far longer than 38.7 month average1 of cycles starting from 1854, concerns continue to mount over the next recession and equity market crash. Memories of over 50% losses in stocks during the subprime crisis are still ingrained in investors' minds and the importance of capital preservation and safe-haven assets cannot be stressed enough. Safe-haven assets do not simply outperform equities on a relative basis during bear markets. In fact, during the subprime crisis, an equal-weighted portfolio of nine safe-haven assets actually increased in absolute value by 12% (Feature Chart)! This has held consistent through every bear market since 1972 and we expect the next crisis to be the same. While we do not expect a bear market in the next 12 months, we do stress the importance of being prepared and tactically flexible given the substantial relative and absolute performance of safe-haven assets. In this Special Report, we analyze behaviors of safe havens during past bear markets in order to recommend tilts to outperform during the next major equity selloff. Historical Perspective For our analysis, we used monthly return data to more accurately compare across asset classes. We used the following nine safe-haven assets: U.S. Dollar - As the world's reserve currency, the U.S. dollar benefits from massive trade volumes. Japanese Yen - Japan is still the world's 3rd largest economy and runs a current account surplus. Investors' perceptions of safety are intact and the currency benefits from unwinding of carry trades during risk-off environments. Swiss Franc - Switzerland has built a reputation for its international banking prowess, political neutrality and economic stability. U.S. Farmland - Farmland differs from the others in that it is a tangible, hard asset. With finite supply and an increasing population leading to higher needs for farming and food, demand will remain robust. U.S. Treasuries - Treasuries have essentially no default risk. Since its formation in 1776, the U.S. has never failed to pay back its debt. German Bunds - Germany benefits from being economically and politically stable. Bunds are extremely liquid and could receive capital inflows in the event of euro area disintegration. Gold - Gold has a longstanding history as a safe-haven asset, protecting against inflation, currency debasement and geopolitical risks. U.S. TIPS - TIPS are the purest inflation hedge; their historical performance has held a very tight correlation with realized changes in consumer prices. Hedge Funds - Hedge funds are attractive given their lack of restrictions and ability to short. We classified an equity bear market as a decline in the S&P 500, from peak to trough, larger than 19%.2 Using this definition, we recorded eight separate instances since 1972 (See Appendix). On average, these episodes lasted about 14 months and equity prices experienced declines of 34%. We examined returns, correlations and recession characteristics in order to draw conclusions about potential future behavior. Key Findings: During bear markets, the value of these nine safe havens increased on average by 9.2% (Table 1). This certainly does not offset the 34% average decline in equities, but it does provide a considerable buffer, particularly if allocators tilt asset class weightings. However, there is concern that safe havens as a whole will not provide as much protection in the next downturn as they have in the past, given weak equity inflows and still-considerable cash on the sidelines (Chart 2). The average absolute spread between the returns of the nine safe havens and their overall average return was 12.3%. While the correlations between financial assets tend to spike upwards during bear markets, they actually remain very low between safe-haven assets. This indicates a significant opportunity for alpha generation during equity downturns. The region from which a crisis stems has little impact on which safe haven outperforms. For example, U.S. Treasuries and the U.S. dollar both increased in value during the past two recessions, despite the tech bubble and subprime crisis originating from the U.S. (Chart 3). Capital inflows into those assets remained robust given their reputation for safety and quality. U.S. Treasuries and the Swiss franc always had positive absolute returns during the eight bear markets, and therefore have always had a negative correlation with equities (Table 2). These two assets have very stable reputations for safety. Nevertheless, other safe havens, such as gold, USD, JPY and Bunds, still maintained negative correlations with equities during most bear markets. U.S. farmland and U.S. TIPS also had positive returns in the three bear markets since their starting dates. Hedge funds, while known to outperform equities during bear markets, did not provide positive absolute returns in any of the four equity downturns since the index began. Table 1Bear Market Performance Chart 2Safe Havens: Less Protection Next Time? Chart 3Location Doesn't Matter Table 2Correlation With Equities Investment Implications Chart 4A Near-term Bear Market Is Unlikely It is crucial to understand the purpose of a safe-haven asset as it pertains to portfolio management. First, a safe-haven asset should have a negative correlation with equities during bear markets, not necessarily in all environments. Secondly, and more importantly, a safe-haven asset should have an insurance-like payoff, surging during systemic crashes. As safe havens naturally receive a smaller allocation in typical portfolios due to their underperformance versus equities in most years, it is imperative that relatively smaller weightings and minor tilts offset large declines in equity prices. It is important, however to note that we view the probability of a bear market as highly unlikely over the next twelve months (Chart 4). First, substantial stock price declines are not very common outside of recessions. As our colleague Martin Barnes points out, the yield curve is not inverted, there are no serious financial imbalances, and the leading economic indicator remains in an uptrend.3 Monetary conditions are still stimulative, and it generally requires Fed tightening to surpass equilibrium before recessions occur. Massive average absolute deviations for each individual safe haven from the overall group average and low intra-correlations suggest that selection adds significant alpha (Chart 5). Unlike most financial assets, intra-correlations between safe havens actually decline during bear markets. In order to best compare and contrast safe havens, we divided the assets into three buckets: currencies, inflation hedges and fixed income. Below, we recommend tilts within these buckets and will revisit these recommendations closer to the next bear market. Chart 5Intra-correlations Remain Low In Bear Markets Currencies: Overweight CHF relative to USD and JPY. As a zero-sum game, currency selection offers a critical avenue for alpha generation. As global growth continues to improve and capital flows to more cyclical currencies, or to the USD where policymakers are tightening, the Swiss franc should become even more attractively valued. The franc's considerable excess kurtosis, indicating higher likelihood of outsized returns, best fits the insurance-like payoff quality (Chart 6). It is the only currency to have outperformed, and therefore held a negative correlation with equities, during each of the eight recessions, indicating high reliability as a safe-haven asset. Going forward, we see no reason for Switzerland's reputation for economic stability or political neutrality to be compromised. The biggest risk to this view would be if the Swiss National Bank were to stick stubbornly to its peg of the CHF to the EUR during the next recession, thereby dampening the franc's risk-off properties. The USD has historically been able to outperform even when the crisis originated in the U.S. Historical bear market performance was greatest, however, following sharp Fed tightening such as the Volker crash, when the Fed increased rates in response to high inflation, or in the subprime crisis, when the Fed increased rates to slow growth (Chart 7). While we expect inflation and growth to grind upward over the cyclical horizon, our base case is not for a surge in consumer prices or for economic growth to expand significantly above trend. Chart 6Return Distributions Chart 7Fed Tightening = USD Outperformance In the next bear market, the JPY will likely benefit from cheap starting valuations as the BoJ is currently aggressively easing, and its current account surplus raises its fair value. Nevertheless, the yen's returns during equity downturns have not always been consistent with its safe haven reputation. Of the three currencies, since 1970, it has had the lowest probability for large returns. Inflation Hedges: Overweight Gold relative to TIPS and Farmland. Over most of the time frames we tested, gold had the highest correlation with both headline and core inflation (Tables 3 & 4). Table 3Correlation With Core Inflation Table 4Correlation With Headline Inflation The main differentiating factor with gold is its ability to hedge against political risk. Our geopolitical strategists found that of all of the safe-haven assets, gold offered the best protection against political shocks4 (Chart 8). As mentioned in one of our recent Special Reports,5 we believe that stagnation in median wages and wealth inequality will continue to fuel the rise in populism and social unrest. Chart 8Gold Is Best At Hedging Political Risk Farmland has historically offered decent inflation protection, but its history is limited, supply is scarce and the massive runup in prices is a cause for concern. While we currently favor TIPS over nominal bonds, their negative skew and excess kurtosis suggest that they are vulnerable to large negative returns, making them a less-than-ideal safe-haven asset. Fixed Income: Overweight Treasuries relative to Bunds. Concerns that, because government yields are starting at very low levels, bonds will not provide safety in the next bear market, are overblown. Recent history proves that yields can reach negative territory, and historical performance for government fixed income has been robust in almost every significant equity decline. Additionally, the end of the 35-year decline in interest rates should not negatively affect the protection capabilities of Treasuries. Yields actually rose leading up to, and during, the 1972 and 1980 bear markets, and Treasuries still provided positive absolute returns (Chart 9). One caveat is that starting yields are much lower today. If yields were to rise during the next recession, they may not achieve positive absolute returns, though government bonds would still certainly outperform equities by a wide margin. Overall, Treasuries have held a more negative correlation with equities during bear markets, spreads over Bunds will likely continue to rise given diverging monetary policy, and they have historically been more prone to outsized positive returns during crisis periods (Chart 10). Bunds are currently benefitting from flight-to-quality flows resulting from political and policy issues originating in the periphery. However, at some point, concerns that the euro crisis will spread to Germany may eliminate this advantage. Chart 9Rising Yields Were Not A Problem Chart 10Relative Treasury Valuations Will Become More Attractive Patrick Trinh, Associate Editor patrick@bcaresearch.com 1 http://www.nber.org/cycles.html. 2 While a 20% decline may be a more widely-used measure for bear markets, there have been three instances of 19% declines since 1972, one of which was a recession. We decided to include these in our analysis to increase the number of observations and improve the reliability of our analysis. 3 Please see The Bank Credit Analyst Special Report, "Beware The 2019 Trump Recession," dated 7 March 2017, available at bca.bcaresearch.com. 4 Please see Geopolitical Strategy Special Report, "Geopolitics and Safe Havens" dated November 11, 2015, available at gps.bcaresearch.com. 5 Please see Global Asset Allocation Special Report, "Refreshing Our Long-Term Themes," dated 5 December 2016, available at gaa.bcaresearch.com.

Global gold mining stocks are breaking out on the back of the bid in gold prices. The confluence of spiking geopolitical uncertainty, both in the U.S. and globally, rise in equity volatility and safe haven bid in U.S. Treasurys have raised the profile of gold-related hedges. Importantly, the top panel of the chart shows that the surge in the economic policy uncertainty index heralds additional relative gains for gold-related shares. Similarly, easing real interest rates are raising the profile of gold prices. This portfolio hedge has served our portfolio well since the broad market's peak in early-March and more gains are in store until this consolidation/correction phase fully runs its course. Bottom Line: We are reiterating our overweight stance in the global gold mining index via the GDX:US exchange traded fund.