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Highlights The US Climate Prediction Center gives ~ 70% odds another La Niña will form in the August – October interval and will continue through winter 2021-22. This will be a second-year La Niña if it forms, and will raise the odds of a repeat of last winter's cold weather in the Northern Hemisphere.1 Europe's natural-gas inventory build ahead of the coming winter remains erratic, particularly as Russian flows via Ukraine to the EU have been reduced this year. Russia's Nord Stream 2 could be online by November, but inventories will still be low. China, Japan, South Korea and India  – the four top LNG consumers in Asia  – took in 155 Bcf of the fuel in June. A colder-than-normal winter would boost demand. Higher prices are likely in Europe and Asia (Chart of the Week). US storage levels will be lower going into winter, as power generation demand remains stout, and the lingering effects from Hurricane Ida reduce supplies available for inventory injections. Despite spot prices trading ~ $1.30/MMBtu above last winter's highs – currently ~ $4.60/MMBtu – we are going long 1Q22 NYMEX $5.00/MMBtu natgas calls vs short NYMEX $5.50/MMBtu natgas calls expecting even higher prices. Feature Last winter's La Niña was a doozy. It brought extreme cold to Asia, North America and Europe, which pulled natural gas storage levels sharply lower and drove prices sharply higher as the Chart of the Week shows. Natgas storage in the US and Europe will be tight going into this winter (Chart 2). Europe's La Niña lingered a while into Spring, keeping temps low and space-heating demand high, which delayed the start of re-building inventory for the coming winter.  In the US, cold temps in the Midwest hampered production, boosted demand and caused inventory to draw hard. Chart of the WeekA Return Of La Niña Could Boost Global Natgas Prices Chart 2Europe, US Gas Stocks Will Be Tight This Winter Summer in the US also produced strong natgas demand, particularly out West, as power generators eschewed coal in favor of gas to meet stronger air-conditioning demand. This is partly due to the closing of coal-fired units, leaving more of the load to be picked up by gas-fired generation (Chart 3). The EIA estimates natgas consumption in July was up ~ 4 Bcf/d to just under 76 Bcf/d. Hurricane Ida took ~ 1 bcf/d of demand out of the market, which was less than the ~ 2 Bcf/d hit to US Gulf supply resulting from the storm.  As a result, prices were pushed higher at the margin. Chart 3Generators Prefer Gas To Coal US natgas exports (pipeline and LNG) also were strong, at 18.2 Bcf/d in July (Chart 4). We expect US LNG exports, in particular, to resume growth as the world recovers from the COVID-19 pandemic (Chart 5). This strong demand and exports, coupled with slightly lower supply from the Lower 48 states – estimated at ~ 98 Bcf/d by the EIA for July (Chart 6) – pushed prices up by 18% from June to July, "the largest month-on-month percentage change for June to July since 2012, when the price increased 20.3%" according to the EIA. Chart 4US Natgas Exports Remain Strong Chart 5US LNG Exports Will Resume Growth Chart 6US Lower 48 Natgas Production Recovering Elsewhere in the Americas, Brazil has been a strong bid for US LNG – accounting for 32.3 Bcf of demand in  June – as hydroelectric generation flags due to the prolonged drought in the country. In Asia, demand for LNG remains strong, with the four top consumers – China, Japan, South Korea, and India – taking in 155 Bcf in June, according to the EIA. Gas Infrastructure Ex-US Remains Challenged A combination of extreme cold weather in Northeast Asia, and a lack of gas storage infrastructure in Asia generally, along with shipping constraints and supply issues at LNG export facilities, led to the Asian natural gas price spike in mid-January.2 Very cold weather in Northeast Asia, drove up LNG demand during the winter months. In China, LNG imports for the month of January rose by ~ 53% y-o-y (Chart 7).3 The increase in imports from Asia coincided with issues at major export plants in Australia, Norway and Qatar during that period. Chart 7China's US LNG Exports Surged Last Winter, And Remain Stout Over The Summer Substantially higher JKM (Japan-Korea Marker) prices incentivized US exporters to divert LNG cargoes from Europe to Asia last winter. The longer roundtrip times to deliver LNG from the US to Asia – instead of Europe – resulted in a reduction of shipping capacity, which ended up compounding market tightness in Europe. Europe dealt with the switch by drawing ~ 18 bcm more from their storage vs. the previous year, across the November to January period. Countries in Asia - most notably Japan – however, do not have robust natural gas storage facilities, further contributing to price volatility, especially in extreme weather events. These storage constraints remain in place going into the coming winter. In addition, there is a high probability the global weather pattern responsible for the cold spells around the globe that triggered price spikes in key markets globally – i.e., a second La Niña event – will return. A Second-Year La Niña  Event The price spikes and logistical challenges of last winter were the result of atmospheric circulation anomalies that were bolstered by a La Niña event that began in mid-2020.4 The La Niña is characterized by colder sea-surface temperatures that develops over the Pacific equator, which displaces atmospheric and wind circulation and leads to colder temperatures in the Northern Hemisphere (Map 1). Map 1La Niña Raises The Odds Of Colder Temps The IEA notes last winter started off without any exceptional deviations from an average early winter, but as the new year opened "natural gas markets experienced severe supply-demand tensions in the opening weeks of 2021, with extremely cold temperature episodes sending spot prices to record levels."5 In its most recent ENSO update, the US Climate Prediction Center raised the odds of another La Niña event for this winter to 70% this month. If similar conditions to those of the 2020-21 winter emerge, US and European inventories could be stretched even thinner than last year, as space-heating demand competes with industrial and commercial demand resulting from the economic recovery. Global Natgas Supplies Will Stay Tight JKM prices and TTF (Dutch Title Transfer Facility) prices are likely to remain elevated going into winter, as seen in the Chart of the Week. Fundamentals have kept markets tight so far. Uncertain Russian supply to Europe will raise the price of the European gas index (TTF). This, along with strong Asian demand, particularly from China, will keep JKM prices high (Chart 8). The global economic recovery is the main short-term driver of higher natgas demand, with China leading the way. For the longer-term, natural gas is considered as the ideal transition fuel to green energy, as it emits less carbon than other fossil fuels. For this reason, demand is expected to grow by 3.4% per annum until 2035, and reach peak consumption later than other fossil fuels, according to McKinsey.6 Chart 8BCAs Brent Forecast Points To Higher JKM Prices Spillovers from the European natural gas market impact Asian markets, as was demonstrated last winter. Russian supply to Europe – where inventories are at their lowest level in a decade – has dropped over the last few months. This could either be the result of Russia's attempts to support its case for finishing Nord Stream 2 and getting it running as soon as possible, or because it is physically unable to supply natural gas.7 A fire at a condensate plant in Siberia at the beginning of August supports the latter conjecture. The reduced supply from Russia, comes at a time when EU carbon permit prices have been consistently breaking records, making the cost of natural gas competitive compared to more heavy carbon emitting fossil fuels – e.g., coal and oil – despite record breaking prices. With Europe beginning the winter season with significantly lower stock levels vs. previous years, TTF prices will remain volatile. This, and strong demand from China, will support JKM prices. Investment Implications Natural gas prices are elevated, with spot NYMEX futures trading ~ $1.30/MMBtu above last winter's highs – currently ~ $4.60/MMBtu. Our analysis indicates prices are justifiably high, and could – with the slightest unexpected news – move sharply higher. Because natgas is, at the end of the day, a weather market, we favor low-cost/low-risk exposures. In the current market, we recommend going long 1Q22 NYMEX $5.00/MMBtu natgas calls vs short NYMEX $5.50/MMBtu natgas calls expecting even higher prices. This is the trade we recommended on 8 April 2021, at a lower level, which was stopped out on 12 August 2021 with a gain of 188%.   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish Earlier this week, Saudi Aramco lowered its official selling price (OSP) by more than was expected – lowering its premium to the regional benchmark to $1.30/bbl from $1.70/bbl – in what media reports based on interviews with oil traders suggest is an attempt to win back customers electing not to take volumes under long-term contracts. This is a marginal adjustment by Aramco, but still significant, as it shows the company will continue to defend its market share. Pricing to Northwest Europe and the US markets is unchanged. Aramco's majority shareholder, the Kingdom of Saudi Arabia (KSA), is the putative leader of OPEC 2.0 (aka, OPEC+) along with Russia. The producer coalition is in the process of returning 400k b/d to the market every month until it has restored the 5.8mm b/d of production it took off the market to support prices during the COVID-19 pandemic. We expect Brent crude oil prices to average $70/bbl in 2H21, $73/bbl in 2022 and $80/bbl in 2023. Base Metals: Bullish Political uncertainty in Guinea caused aluminum prices to rise to more than a 10-year high this week (Chart 9). A coup in the world’s second largest exporter of bauxite – the main ore source for aluminum – began on Sunday, rattling aluminum markets. While iron ore prices rebounded primarily on the record value of Chinese imports in August, the coup in Guinea – which has the highest level of iron ore reserves – could have also raised questions about supply certainty. This will contribute to iron-ore price volatility. However, we do not believe the coup will impact the supply of commodities as much as markets are factoring, as coup leaders in commodity-exporting countries typically want to keep their source of income intact and functioning. Precious Metals: Bullish Gold settled at a one-month high last Friday, when the US Bureau of Labor Statistics released the August jobs report. The rise in payrolls data was well below analysts’ estimates, and was the lowest gain in seven months. The yellow metal rose on this news as the weak employment data eased fears about Fed tapering, and refocused markets on COVID-19 and the delta variant. Since then, however, the yellow metal has not been able to consolidate gains. After falling to a more than one-month low on Friday, the US dollar rose on Tuesday, weighing on gold prices (Chart 10). Chart 9 Chart 10       Footnotes 1      Please see the US Climate Prediction Center's ENSO: Recent Evolution, Current Status and Predictions report published on September 6, 2021. 2     Please see Asia LNG Price Spike: Perfect Storm or Structural Failure? Published by Oxford Institute for Energy Studies. 3     Since China LNG import data were reported as a combined January and February value in 2020, we halved the combined value to get the January 2020 amount. 4     Please see The 2020/21 Extremely Cold Winter in China Influenced by the Synergistic Effect of La Niña and Warm Arctic by Zheng, F., and Coauthors (2021), published in Advances in Atmospheric Sciences. 5     Please see the IEA's Gas Market Report, Q2-2021 published in April 2021. 6     Please see Global gas outlook to 2050 | McKinsey on February 26, 2021. 7     Please see ICIS Analyst View: Gazprom’s inability to supply or unwillingness to deliver? published on August 13, 2021.   Investment Views and Themes Recommendations Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades

Highlights The decline in the US and UK July services PMIs underscores that pandemic control measures are not the only manner by which COVID-19 impacts the services sector of the economy. A slowdown in Q3 growth in advanced economies from the Delta surge is now all but inevitable. The fact that highly-vaccinated advanced economies have experienced a sharp rise in new cases due to the Delta variant underscores that true herd immunity, as envisioned for most of the pandemic, will likely prove elusive. Consequently, investors need to shift their framework from the idea of herd immunity to that of “NAHRI”: the non-accelerating hospitalization rate of immunity. The vaccination rate is the most obvious indicator of progress towards NAHRI, but immunity from previous infections is also an important contributor. Reasonable estimates of unreported COVID-19 infections suggest that investors have good reason to believe that the US and most other major advanced economies will be above NAHRI, or at least very close to it, at some point in Q4. On a 6-12 month time horizon, economic growth in advanced economies, as well as the trend in financial markets, is not likely to be driven by the Delta variant of COVID-19. Extremely easy monetary policy, pent up savings, and robust revenue growth will support economic growth and the trend in stock prices – despite the fact that analyst earnings expectations are clearly too high. The recent underperformance of China-sensitive assets has been driven by a regulatory crackdown by Chinese authorities on new economy companies, which reflects new socio-political and economic shifts. Chinese stocks are now oversold and could bounce in the near-term, but we would still recommend favoring developed market equities within a global ex-US equity allocation until Chinese policy turns reflationary. Investors should continue to favor stocks versus bonds in a multi-asset portfolio over the coming year, with the proviso that the impact from the Delta variant is likely to cause a near-term growth disappointment. High single-digit earnings growth, coupled with some pressure on multiples, continues to point to mid-single-digit returns from US equities. Within a global equity allocation, we would recommend that investors favor global ex-US stocks, whose outperformance is not dependent on that of EM. Value versus growth, and small caps versus large, will likely benefit from an uptrend in long-maturity bond yields. We recommend that investors favor short USD positions, in response to a likely downtrend in the dollar over the coming year. Feature Chart I-1Meaningful Vaccination Progress Continues Everywhere Except Africa Over the past month, the Delta variant-driven phase of the pandemic has continued to worsen in several advanced economies, arrayed against a continual improvement in the immunity of the world’s population. Chart I-1 highlights that, outside of Africa, the share of the population that is fully vaccinated against COVID-19 is rising at a robust pace of roughly 10 percentage points per month. But in advanced economies with elevated rates of vaccination compared to the rest of the world, new confirmed cases of COVID-19 accelerated in August, driven in most cases by the Delta variant. Chart I-2 highlights that in the UK, the epicenter of the Delta surge, new cases have begun to rise again after having peaked in late July. UK hospitalizations remain low relative to what has occurred since the onset of the pandemic (panel 2 of Chart I-2), but the US has experienced a more significant rise due to its comparatively low vaccination rate. In addition, reflecting a disparity in vaccination rates within the US that we have highlighted, has a strong political dimension.1 Chart I-3 illustrates that ICU capacity utilization (relative to peak staffed ICU beds) has risen sharply in red states, back above its all-time high. ICU usage in blue states is also rising, but it remains 10 percentage points below its prior peak. Chart I-2UK Hospitalizations Remain Stable, Despite Elevated Case Counts Chart I-3Lowly Vaccinated US States Are Suffering The Most From Delta   When discussing the pandemic and its economic impact in past Bank Credit Analyst reports, we have emphasized the importance of hospitalizations as the core driver of policymaker decisions about pandemic control measures. In turn, we have focused on control measures as an important driver of economic activity because these measures clearly impede households’ ability to consume many services. Chart I-4Surging Cases Impact Services Activity, Even Without Pandemic Control Measures But Chart I-4 underscores that control measures are not the only manner by which the pandemic impacts the services sector of the economy. The chart highlights that the Markit services PMI has fallen sharply in July and August in both the US and UK economies, two countries that have few or no pandemic control measures still in place. This is strong evidence that fear and general risk aversion among some consumers is affecting services spending. Given that hospitalizations have remained relatively well controlled in the UK, this also suggests that the impact on consumer sentiment is emerging mostly from new case counts rather than from published hospitalization rates. Chart I-5 highlights that the University of Michigan's Index of Consumer Sentiment fell sharply in August to essentially a 10-year low, providing further evidence that a slowdown in Q3 growth in advanced economies from the Delta surge is now all but inevitable. Chart I-6 highlights that this has not yet been reflected in consensus expectations for growth, suggesting that near-term growth disappointments are likely. Chart I-5A Q3 Growth Slowdown Is Now All But Inevitable... Chart I-6...Which Is Not Currently Reflected In Consensus Expectations For Growth   Shifting Focus From Herd Immunity To NAHRI The fact that highly vaccinated advanced economies have experienced a sharp rise in new cases due to Delta underscores that true herd immunity, as envisioned for most of the pandemic, will likely prove elusive. This point was underscored earlier this month in public comments by the head of the Oxford Vaccine Group,2 who noted that even relatively small rates of transmission from “breakthrough cases” of vaccinated individuals means that anyone who is unvaccinated will likely be exposed to COVID-19 at some point over the coming months or years. From an economic standpoint, this may not be problematic if the spread of the disease among the unvaccinated is slow, as it would allow hospitals time to process COVID patients without risking an overrun of the system (and thus would likely not necessitate a response from policymakers). But the lack of an achievable herd immunity is clearly a risk if community transmission of the Delta variant is high among unvaccinated individuals, even in a scenario where overall vaccination rates are elevated. Consequently, investors need to shift their framework from the idea of herd immunity to that of “NAHRI”: the non-accelerating hospitalization rate of immunity. This concept is borrowed from the idea of NAIRU (the non-accelerating inflation rate of unemployment), and signifies the point at which sufficient immunity has been reached in a country – either through vaccination or past infection – that results in a stable pace of COVID-19 hospitalizations in the absence of any pandemic control measures or precautionary behavior on the part of consumers. Once NAHRI is reached with no control measures and a pre-pandemic rate of interpersonal contact, the pandemic will be effectively over. Chart I-7The US Vaccination Rate Has Picked Up Modestly One clear difficulty with this perspective is that NAHRI is unknown, making it challenging to determine how close a given economy is to a stable pace of COVID-related hospitalization. The experience of the UK over the past month, with an elevated case count yet stable hospitalizations, may suggest that they are close or approaching a stable-hospitalization immunity rate, although investors will still need to watch the UK closely over the coming weeks to confirm if this is the case. The vaccination rate is the most obvious indicator of progress toward NAHRI, and on this front the US has further to go. Chart I-7 highlights that while the pace of first doses administered in the US has risen over the past two months in response to the Delta wave, it will still take until the end of October or early November for the US to reach levels that have been attained by other advanced economies. The introduction of widespread vaccination mandates, as well as the incentive effects of vaccination passports, might raise this rate over the coming weeks. This is even more likely given the FDA's full approval of the Pfizer/BioNTech vaccine this week. But; immunity from previous infections will also contribute to reaching NAHRI, which raises the question of how many unreported COVID-19 infections have occurred since the onset of the pandemic. This is especially important given recent evidence that a previous COVID-19 infection among those who are unvaccinated appears to provide as much protection against the Delta variant as double-dose vaccination does for those without a previous infection (Chart I-8). Chart I-8A Previous COVID-19 Infection Appears To Offer Strong Protection Against The Delta Variant In the US, the Center for Disease Control estimates that from February 2020 to May 2021 only 1 in 4.2 COVID-19 infections were reported, suggesting that there were approximately 120 million total infections during that period. That would be quite positive for the economic outlook if accurate, as it would imply that the true immunity rate in the US is probably much closer to NAHRI than the vaccination rate would imply. However, it is also possible that the Center's estimate is too high, which is what some surveys of Americans seem to suggest. In mid-to-late February, a Pew Research survey reported that 25% of US adults had either tested positive for COVID-19, tested positive for antibodies against the SARS-COV-2 virus, or were confident that they already contracted the virus. This compares with 8.5% of the US population with a confirmed case of COVID-19 at that time, suggesting that the true ratio of reported cases to total infections is closer to 1:3. Chart I-9 highlights what the true US immunity rate might look like compared with the published vaccination rate based on different estimates of unreported infections. The chart highlights that a 1:3 ratio of reported cases to total infections implies an additional 10 percentage points of immunity, which would bring US first-dose vaccination rates in line with those of other DM countries. When combined with a slow but still ongoing rise in first doses administered, as well as emergency use eligibility of children under 12 years old targeted by the end of September, investors have good reason to believe that the US and most other major advanced economies will be above NAHRI, or at least very close to it, at some point in Q4. Chart I-9The True US Immunity Rate May Be A Lot Higher Than The Vaccination Rate Would Suggest A Permanent Shift In Consumer Behavior? The inability to reach true herd immunity, combined with the recent slowdown in services activity in response to a surge in cases from the Delta variant, raises the issue of whether altered consumer behavior will persist beyond the next few months. Chart I-10A Positive Sign That The Delta Wave May Be Abating In our view, the answer is: probably not. First, Chart I-10 makes the simple point that the transmission rate is already falling in advanced economies, suggesting that fears of a complete explosion in new cases beyond previous highs are unfounded. Second, the behavior of consumers over the past two months has been reasonable, but is unlikely to continue once nations begin to approach NAHRI. The Delta variant is still relatively new, and its higher transmissibility, as well as its seemingly higher hospitalization rate for those who are unvaccinated, has understandably given some consumers pause over the past few months (even those who are vaccinated). This is likely especially true among adults with young children in their household, given that they are not currently able to receive a vaccine and given a significant rise in pediatric cases that has occurred in some countries. But the reality is that the world will have to live with the existence of COVID-19 permanently, which consumers, investors, and policymakers will all soon come to accept and normalize. It will become endemic, and receiving annual booster shots against the disease may become a permanent ritual for people around the world. In advanced economies, once most or all individuals who wish to be vaccinated have had the chance to receive their shot, it seems unlikely that periodic waves of rising cases among the unvaccinated will be seen as a threat to individual health, especially if the increase in hospitalizations is limited and the viability of the health care system is not under threat. Beyond Delta: The Economy And Financial Markets In A Year’s Time On a 6-12 month time horizon, economic growth in advanced economies, as well as the trend in financial markets, is not likely to be driven by the Delta variant of COVID-19. Instead, the cyclical investment outlook will continue to depend on the factors that we have discussed in several previous reports: Extremely Easy Monetary Policy: Chart I-11 illustrates the 10-year US Treasury yield relative to trend nominal GDP growth. The chart highlights that long-maturity US government bond yields have not been this low relative to trend growth since the late-1970s, which will continue to support domestic demand even if growth moderates over the coming year. Excess Savings: A waning growth impulse from fiscal policy will likely weigh on real goods spending, which is roughly 10 percent higher than its pre-pandemic trend (Chart I-12). But services spending, which accounts for about 70% of overall consumer spending, is still 5% below its pre-COVID trend and will be supported by the deployment of a significant amount of excess savings that have accumulated over the course of the pandemic. Some of these excess savings have probably been deployed to pay down debt, but a sizeable portion likely remains to support services spending. Chart I-13 highlights that the gap in spending is fairly broad-based across different services categories, underscoring that a recovery in services spending is not overly-dependent on the return of a particular type of consumer spending behavior. Chart I-11US Monetary Policy Is Extraordinarily Easy Chart I-12Pent-Up Savings Will Support Services Spending   Robust Revenue Growth: The equity market is likely to be supported by strong revenue growth over the coming year, even if it modestly disappoints current expectations. Chart I-14 presents bottom-up analysts’ expectations for S&P 500 sales per share growth over the coming year, alongside a proxy for nominal growth expectations (12-month forward expectations for real GDP growth plus 2 percentage points). The chart highlights that, while expectations for sales growth are modestly above what our proxy would suggest, nominal growth expectations are the strongest they have been in over a decade. Chart I-13Missing Services Spending Is Broad- Based Across Spending Categories Chart I-14S&P 500 Revenue Growth Is Likely To Be Strong Over The Coming Year...   On the latter point, while revenue growth will likely support the equity market, expectations for earnings are now clearly too high. Chart I-15 highlights that bottom-up analysts are calling for 18% earnings growth over the coming year – after what has already been a very impressive earnings recovery – and for profit margins to expand by a full percentage point from what is already a new high. Chart I-16 presents a long-term perspective on corporate profit margins, highlighting how stretched they have become even relative to the uptrend of the past three decades. Chart I-15...Even Though Earnings Expectations Are Clearly Too High Chart I-16US Profit Margins Are Very Elevated, Even Given The Past Three Decade's Uptrend     Chart I-17 highlights that earnings expectations usually disappoint, given the perennial optimism of bottom-up analyst expectations. The chart shows that they historically disappoint on the order of 5 percentage points, but that a 10 percentage point miss would not be so uncommon. Thus, EPS growth that is in line with the revenue growth proxy shown in Chart I-14 will not likely weigh on investor sentiment. China And EM Stocks As a final point about the macro and cyclical investment outlook, Chart I-18 highlights that our Market-Based China Growth Indicator has fallen below the boom/bust line for the first time since the middle of last year. We highlighted in last month’s report that China would not likely provide the global economy with a growth impulse until Chinese policy turns reflationary, and financial assets that are sensitive to Chinese economic growth are now flashing a warning sign. We therefore continue to believe that a normalization in services spending in advanced economies remains the likely impulse for global growth over the coming year. Chart I-17A 10% Earnings Miss Over The Coming Year Would Not Be Unprecedented Chart I-18Chinese Growth Proxies Are Performing Poorly   However, at least a part of the recent underperformance of China-sensitive assets has been driven by the spectacular underperformance of broadly-defined tech stocks in China since late-May (Chart I-19). The selloff in Chinese tech stocks has been triggered by a regulatory crackdown by Chinese authorities on new economy companies, which reflects new socio-political and economic shifts in China – which are thus not likely to be transitory. Still, Chinese stocks are now oversold even in absolute terms (Chart I-20), raising the question of whether EM stocks overall are due for a bounce. Chart I-19Some Of The Recent EM Underperformance Reflects The Chinese Regulatory Crackdown Chart I-20Chinese Stocks Are Oversold In Absolute Terms     In the short term, the answer is yes, but over a 6-12 month time horizon we would still recommend favoring developed market equities within a global ex-US equity allocation. First, while policy from China may eventually act as a catalyst for EM equities, BCA’s China strategists do not believe that Chinese policymakers have yet reached the “pain point” that would signal regulatory and monetary policy easing. Second, China and EM more generally is comparatively tech heavy, and thus will face headwinds on a relative basis if value outperforms growth over the coming year (as we expect). Chart I-21EM Stocks Do Not Offer A Compelling Value Catalyst Versus DM Ex-US Third, Chart I-21 highlights that EM stocks offer no compelling value proposition relative to DM ex-US equities. EM stocks are modestly cheap on a 12-month forward P/E basis (trading at a 13% discount), but this has been true historically – with the exception of a brief period from mid-2007 to mid-2008. Relative to the past decade, EM valuation is at roughly average levels versus global ex-US stocks, suggesting that Chinese policy and sector performance trends are likely to be the key drivers for EM performance relative to non-US equities. Investment Conclusions Chart I-22Favor DM Ex-US Vs. US, And Value Vs. Growth, Over The Coming Year In Section 2 of this month’s report, we explain why the Fed’s maximum employment criterion is likely to be reached earlier than investors and the Fed itself expects. This suggests that equity multiples may come under pressure over the coming year as long-maturity government bond yields rise. However, we noted above that earnings are likely to grow at a high single-digit pace, and that this is likely to support the uptrend in US stock prices as developed economies approach or surpass the non-accelerating hospitalization rate of immunity from COVID-19 and the world continues to move toward to a post-pandemic state. In combination with our expectation of rising government bond yields, investors should thus continue to favor stocks versus bonds in a multi-asset portfolio over the coming year, with the proviso that the impact from Delta is likely to cause a near-term growth disappointment. On a 12-month time horizon, high single-digit earnings growth coupled with some pressure on multiples continues to point to mid-single-digit returns from US equities. Within a global equity allocation, we would recommend that investors favor global ex-US stocks. The outperformance of the latter is not dependent on the outperformance of emerging markets, as Chart I-22 highlights that DM ex-US equities now trade at close to a 30% discount relative to their US counterparts – an extreme reading that partially reflects the extraordinary discount of global value versus growth stocks (panel 2). The trend in value versus growth is strongly correlated with the trend in financials versus broadly-defined technology stocks, and rising long-maturity bond yields favor the earnings of the former and weigh on the multiples of latter. Chart I-23 highlights that global small cap stocks may also outperform over the coming year, given their fairly strong correlation with long-maturity bond yields since the start of the pandemic. Finally, as we have noted in previous reports, the US dollar is a reliably counter-cyclical currency over 12-month periods. The recent bounce in the US dollar in the face of rising stock prices has deviated from this relationship, but only modestly so (Chart I-24). A similar deviation occurred in Q1 of this year, and was resolved with the dollar, not stock prices, moving lower. Consequently, we recommend that investors favor short USD positions, in response to a likely downtrend in the dollar over the coming year. Chart I-23Small Cap Stocks Will Likely Outperform If Long-Maturity Bond Yields Rise Chart I-24A Pro-Risk Investment Stance Argues For A Dollar Downtrend   Jonathan LaBerge, CFA Vice President The Bank Credit Analyst August 26, 2021 Next Report: September 30, 2021 II. The Return To Maximum Employment: It May Be Faster Than You Think When defining maximum employment, many investors focus on the state of the labor market that prevailed as of February 2020. However, the US labor market was beyond maximum employment levels at the onset of the COVID-19 pandemic, suggesting that the Fed is likely to raise interest rates before the unemployment rate falls back to 3.5%. This assumes that the Fed deems the ongoing recovery in the labor market to be “broad-based and inclusive,” given revisions to the FOMC’s Statement on Longer-Run Goals and Monetary Policy Strategy last August. The extraordinary nature of the COVID-19 pandemic has indeed had an outsized impact on some demographic segments of the labor market, but most of these effects already have or are likely to be reversed as the overall unemployment rate continues to fall. A permanent decline in the participation rate, relative to pre-pandemic levels, is likely given ongoing demographic trends. Even if the recent behavioral impact of retirements is overdone, the demographic impact of retirement on the participation rate suggests that the Federal Reserve may hit its maximum employment objective by next summer, barring a long-lasting impact on US economic activity from the Delta variant of COVID-19. In a 2H 2022 rate hike scenario, the fair value of the 10-year Treasury yield will be 2.2%-2.3% next year, which the market is not priced for. This underscores that investors should maintain a short duration position within a fixed-income portfolio, and that equity investors should favor value over growth stocks on a 12-month time horizon. The cyclical outlook for monetary policy in the US rests heavily, if not exclusively, on the length of time needed to return to maximum employment. In this report, we argue that a complete return to the state of the labor market as of February 2020 is probably not required for the Fed’s maximum employment objective to be met, because the jobs market was likely beyond maximum employment at that time. In addition, we highlight that the broad-based and inclusive nature of the Fed's maximum employment objective is objective will not delay the first Fed rate hike beyond what the trajectory of the unemployment rate would suggest, as the odds of a persistent negative impact on demographic segments of the labor market no longer seem meaningful. In fact, the one partial exception that we can identify – retirement – argues for an earlier return to maximum employment. We conclude by noting that a first Fed rate hike is possible by the middle of next year, barring a long-lasting impact on US economic activity from the Delta variant of COVID-19 or if the Fed’s inflation liftoff criteria are no longer met. Normalized levels of inflation expectations, as well as reasonable estimates of a closed output gap over the coming year, suggest that inflation itself will remain liftoff-consistent barring a significant shock to growth or a major disinflationary/deflationary supply-side event. A 2022 rate hike is not currently reflected in market pricing, underscoring that investors should remain short duration within a fixed-income portfolio. Equity investors should expect a meaningful rise in stock market volatility as long-maturity yields rise over the coming year, and should favor value over growth stocks once fears of the likely impact of the Delta variant on near-term economic growth abate. Defining “Maximum Employment” Chart II-1Last Cycle, Rates Began To Rise Before Maximum Employment Was Reached Last September, the Fed’s official shift to an average inflation targeting regime represented a significant break from how the Fed conducted monetary policy in the past. The shift replaced what was previously a “symmetric” 2% inflation target with the goal of achieving inflation that averages 2% over time, meaning that monetary policy is no longer strictly forward-looking. According to the Fed's previous framework, monetary policy should start to tighten before the economy reaches its full employment level, in anticipation that further declines in the unemployment rate will likely lead to accelerating inflation. For example, during the last economic cycle, the Fed began to raise interest rates in December 2015, when the unemployment rate stood at 5% (Chart II-1). But the Fed's new regime implies that the onset of tightening should begin later, the criteria for which was explicitly laid out in the September 2020 FOMC statement: “The Committee decided to keep the target range for the federal funds rate at 0 to 1/4 percent and expects it will be appropriate to maintain this target range until labor market conditions have reached levels consistent with the Committee's assessments of maximum employment and inflation has risen to 2 percent and is on track to moderately exceed 2 percent for some time.” In addition, while the Fed’s statutory mandate from Congress has always included the pursuit of maximum employment as an objective of monetary policy, revisions to the FOMC’s Statement on Longer-Run Goals and Monetary Policy Strategy last August explicitly noted that the maximum level of employment is a “broad-based and inclusive goal.” This has left many investors questioning when the Fed’s maximum employment criterion will be reached, with some market participants believing that a complete return to the state of the labor market that prevailed as of February 2020 will be required before the Fed lifts interest rates. But there are three arguments suggesting that the US labor market was beyond maximum employment levels at the onset of the COVID-19 pandemic: 1. Chart II-2 highlights that the February 2020 unemployment rate ranked at the 5th percentile of its post-WWII history, and was at its lowest level since the late-1960s. While it is true that the unemployment rate would have been higher for most of the last economic expansion based on December 2007 age-adjusted participation rates, Chart II-3 highlights that this effect had waned by the end of 2019. This underscores that the pre-pandemic unemployment rate likely reflected very low labor market slack. Chart II-2The US Labor Market Was Likely Beyond Maximum Employment Levels Prior To The Pandemic 2. The February 2020 unemployment rate stood at 3.5%, which is at the very low end of the Fed’s NAIRU estimates, and meaningfully below the CBO’S long- and short-term NAIRU projections (Chart II-4). Given that NAIRU estimates signify the level of unemployment that is consistent with a steady inflation rate, this implies that 3.5% is likely below the “maximum employment” unemployment rate. Chart II-3The Part Rate Had Mostly Normalized Just Prior To COVID-19 Chart II-4A 3.5% Unemployment Rate Is Likely Below NAIRU Chart II-5Wage Growth Accelerated In Response To A Sub-4% Unemployment Rate 3. The pre-pandemic trend in wage growth also supports the notion that the labor market was past maximum employment levels at that time. Chart II-5 highlights that average hourly earnings and the Atlanta Fed’s median wage growth tracker were both accelerating in 2018/2019, and Chart II-6 highlights that real average hourly earnings growth of production and nonsupervisory employees was close to its 90th percentile historically at the end of 2019. This underscores that the Fed is likely to raise interest rates before the unemployment rate falls back to 3.5%, assuming that the ongoing recovery in the labor market is deemed by the Fed to be “broad-based and inclusive.”   Chart II-6Real Average Hourly Earnings Growth Was At Its 90th Percentile Historically Prior To COVID-19 Breadth, Inclusivity, And Participation Chart II-7The "She-cession" Is Over The extraordinary nature of the COVID-19 pandemic has indeed had an outsized impact on some demographic segments of the labor market, but most of these effects have already reversed or are likely to as the overall unemployment rate continues to fall. And as we highlight below, the one partial exception that we can identify – retirement – in fact argues for an earlier return to maximum employment. We focus our demographic segment analysis on four main categories: 1. employment by gender; 2. race; 3. wage level and education; and 4. the impact on labor force participation from retirement. Gender Chart II-7 highlights the impact of the pandemic on the US labor market by gender. In 2020, the impact of the pandemic fell disproportionately on women. The unemployment rate rose close to 13 percentage points for women from February to April of last year, versus a 10 percentage point rise for men. In addition, the recovery in the participation rate last year was less robust for women, who disproportionately cited family responsibilities as the basis for not participating in the labor force. However, Chart II-7 also highlights that the disproportionate labor market impact of the pandemic on women is now over, with the female unemployment rate closer to its pre-pandemic level than for men, with a similar recovery in the participation rate. The difference in wage growth, relative to February 2020 levels, is also now smaller for women than for men. Thus, barring the development of a new divergence over the coming year, there is no longer any basis for the Federal Reserve to distinguish between men and women in the labor market recovery. Chart II-8Black Unemployment And Labor Force Participation Has Mostly Normalized Race Chart II-8 highlights the impact of the pandemic on the US labor market by race. In this case, it is clear that a disproportionately negative effect on Black employment persisted for longer than it did for women. But it is also clear that the Black unemployment rate is now roughly the same magnitude above its February 2020 level as is the case for the overall unemployment rate. In June, the Black labor force participation rate had actually recovered more than the overall participation rate, although it did decline meaningfully in July. The Black labor force participation rate has shown itself to be highly volatile since the onset of the pandemic, and we doubt that the July reading marks a decoupling from the overall participation rate. It is also true that median non-white wage growth has decelerated significantly more than median white wage growth during the pandemic, but this has occurred from a very elevated starting point. Median non-white wage growth was growing a full percentage point above median white wage growth just prior to the pandemic, compared with a half a percentage point below today. This deceleration has likely occurred as a lagged impact from the larger rise in Black unemployment noted above, which has now dissipated – suggesting that nonwhite wage growth is not likely to meaningfully lag over the coming year. Two additional points highlight that Black unemployment, labor force participation, and wages are likely to be highly correlated with overall labor market trends over the coming year. First, Chart II-9 highlights that in 2019 Black workers were underrepresented in management / professional and natural resources / construction / maintenance occupations, and overrepresented in service and production / transportation / material moving occupations. Given that services spending remains below its pre-pandemic trend, it is likely that the Black unemployment rate will continue to decline as the gap in leisure and hospitality and other services employment closes further relative to pre-pandemic levels. Chart II-9Black Unemployment Will Fall As Services Spending Recovers Second, Table II-1 highlights that Black survey respondents to the Census Bureau’s Household Pulse Survey located in New York and California are reporting lower and only modestly higher levels, respectively, of lost employment income than is the case for Black workers in the US overall. Given that services employment in these two states, particularly New York, are the most likely to be negatively impacted by persistent “work-from-home” effects, Table II-1 suggests that Black services employment is not likely to lag gains in overall services employment. Wage Level And Education Chart II-10 highlights wage growth for those with a high school diploma or less, for low-skilled workers, and for those in the lowest average wage quartile, and Charts II-11A & II-11B highlight the impact of the pandemic on the unemployment and participation rates by education. Table II-1No Evidence Of A Negative “Work-From- Home” Effect On Black Unemployment Chart II-10Wage Growth By Education And Skill Level Is Largely Unchanged Chart II-11AThe Least Educated Workers Still Need To See More Job Gains… Chart II-11B…But This Will Occur As Services Spending Improves     On the wage front, Chart II-10 makes it clear that there are no major negative differences between those with limited education, limited skills, or limited pay and the overall trend in wage growth relative to pre-pandemic levels. Reflecting a shortage of workers in some services industries, wages for 1st quartile wage earners and low-skilled workers are accelerating, and are poised to reach their highest level since 2008. On the employment and participation front, Charts II-11A & B show that the job market recovery has been less pronounced for high school graduates and those with less than a high school diploma. But, we believe – with high conviction – that this reflects the industry composition of the existing employment gap, which skews heavily towards service and leisure & hospitality. These jobs tend to require less formal education and training, and to offer less pay. Given this, and similar to the case for Black employment, low education employment growth is unlikely to meaningfully diverge from the trend in overall services employment over the coming year. The Impact Of Retirement On Labor Force Participation Chart II-12Most Of The Pandemic Decline In Labor Force Participation Has Occurred Due To Retirement Chart II-12 presents a breakdown of the change in overall labor force participation from Q4 2019 to Q2 2021 by nonparticipation category. The chart is based off the Atlanta Fed’s Labor Force Participation Dynamics dataset, and employs some Bank Credit Analyst estimates to seasonally adjust the impact of some categories in the first half of this year and to align it with the actual change in the published monthly seasonally-adjusted participation rate. The chart underscores that, while family responsibilities and those who are not in the labor force but who want a job (the shadow labor force) have been important contributors to the decline in labor force participation since the onset of the pandemic, retirement has been the single most important factor driving the participation rate lower. This sharp drop in labor force participation from retirement likely reflects the decision of some older workers to bring forward their retirement date by a year or two, although a recent study from the Kansas City Fed suggests that the non-demographic component of the recent surge in retirements has mainly been driven by a decline in the number of retirees rejoining the labor force.3 But demographic effects are important, and Chart II-13 highlights that the participation rate has fallen at a rate of roughly 30 basis points per year on average since 2008, reflecting the aging of the population. Chart II-13 is consistent with the age-adjusted participation rate that we showed in Chart II-3 above, and underscores that, even though the recent decline in the participation rate due to retirement is overdone, a permanent decline relative to pre-pandemic levels is likely the result of ongoing demographic trends. In our view, the Federal Reserve is unlikely to regard a demographically-driven decline in the overall participation rate as evidence that the labor market recovery has fallen short of the Fed’s maximum employment objective. It is possible that a return of the working age participation rate to its pre-pandemic level will be viewed as a condition for maximum employment, but Chart II-14 highlights that progress on this front is already more advanced. Chart II-13A Full Recovery To The Pre-Pandemic Labor Force Participation Rate Is Unlikely Chart II-14The Working Age Participation Rate Has Recovered More Than The Overall Part Rate   A lower overall participation rate results in a faster decline in the unemployment rate for any given level of employment growth. Given that there are minimal-to-no remaining labor market divergences along other demographic dimensions of the labor market that aren’t simply correlated with the overall unemployment rate, the implication of a permanently lower participation rate is that the Federal Reserve is likely to hit its maximum employment objective earlier than market participants, and the Fed itself, are currently expecting. Timing The Return To Maximum Employment, And The First Fed Rate Hike Table II-2 presents the average monthly nonfarm payroll growth that will be required to reach a 3.8% unemployment rate, a level that Fed Vice Chair Richard Clarida recently affirmed would in his view likely constitute maximum employment.4 The values shown in the table assume the trend participation rate shown in Chart II-13 above, as well as a recent average of monthly population growth. Table II-2The Return To Maximum Employment May Be Faster Than You Think The table highlights that the unemployment rate is likely to fall to 3.8% following the creation of roughly 4.3 million additional jobs. If the monthly change in nonfarm payrolls continues to grow at its average over the past 3 months, this threshold will be met in January 2022 – essentially a full year before the Fed and market participants expect interest rates to begin to rise. Based instead on a simple linear trend of nonfarm payrolls since late last year, the unemployment rate is likely to fall to 3.8% by sometime next summer. As we highlighted above, the Fed has been explicit that its conditions for raising the funds rate are the following: Labor market conditions have reached levels consistent with the Committee's assessments of maximum employment Inflation has risen to 2 percent Inflation is on track to moderately exceed 2 percent for some time. Currently, the second and third conditions for liftoff are present, suggesting that a first rate hike is possible by the middle of next year, barring a long-lasting impact on US economic activity from the Delta variant of COVID-19. We agree that inflation will slow significantly from its current pace over the coming year as pandemic-induced supply-side factors wane, which some investors have noted may put the Fed’s inflation criteria back into play. But we doubt that the Fed will narrowly focus on the year-over-year growth rate in the core PCE deflator – which will be strongly influenced by base effects next year from this year’s comparatively elevated price level – when judging its second and third liftoff criteria. Instead, the Fed is likely to focus on the prevailing “run rate” of inflation that excludes prices experiencing any disinflationary effects of supply-chain normalization. Chart II-15 illustrates one important reason that the Fed’s inflation criteria will remain “checked” over the coming year. The chart shows that the pandemic, especially last year’s fiscal response to it, has “normalized” important measures of inflation expectations (based on an interval of 2004 to today). We noted in a report earlier this year that inflation is determined by both the degree of economic slack and inflation expectations, a framework that the Fed and many economists refer to as the “modern-day Phillips Curve.”5 Chart II-15The Fed’s Inflation Liftoff Criteria Are Likely To Stay “Checked” Many investors feel that the Phillips Curve has failed to predict weak inflation over the past decade, but we noted in our report that this perception is due to a singular focus on the economic slack component of the modern-day version of the curve – to the exclusion of inflation expectations – and a failure to consider the lasting impact of sustained periods of a negative output gap on those expectations. Chart II-16A Closed Output Gap Will Support Liftoff-Consistent Inflation Chart II-16 highlights that both market and Fed economic projections imply a positive output gap within the next 12 months, suggesting that inflation itself will remain liftoff-consistent barring a significant shock to growth or a major disinflationary/deflationary supply-side event. Declines in the prices of goods that have surged as a result of the disruption of global supply chains could potentially lower inflation expectations over the coming year, but our sense is that this is only likely in a scenario in which the prices of these goods fall below their pre-pandemic levels (which we do not currently expect). Investment Implications      There are three key investment implications of a potentially faster return to maximum employment than is currently anticipated by investors and the Fed. First, Chart II-17 highlights that the market is not priced for a first Fed rate hike by next summer, and Table II-3 highlights that a sizeable majority of respondents to the New York Fed’s Survey of Primary Dealers do not expect a single rate hike in 2022. Chart II-18 highlights that the fair value of the 10-year Treasury yield a year from today is 2.2%-2.3% in a 2H 2022 rate hike scenario, underscoring that a short duration stance is warranted within a fixed-income portfolio over the coming year – barring a long-lasting impact on economic activity from the Delta variant of COVID-19. Chart II-17The Market Is Not Fully Priced For A Quick Return To Maximum Employment Table II-3Market Participant Surveys Show No Hike Expectations Next Year Chart II-18Investors Should Maintain A Short-Duration Fixed-Income Stance Second, while a 2.2%-2.3% 10-year Treasury yield would not necessarily be negative for stock prices on a sustained basis, Chart II-19 shows that it would bring the equity risk premium (ERP) within its 2002-2007 range. The level of the 10-year yield that is consistent with that range has fallen relative to pre-pandemic levels and is now clearly below the trend rate of economic growth, due to a significant run-up in equity market multiples. This underscores that stocks are the most dependent on T.I.N.A., “There Is No Alternative,” than at any other point since the global financial crisis. It is unclear what ERP investors will require to contend with the myriad risks to the longer-term economic outlook, many of which are political or geopolitical in nature and which did not exist in the early 2000s. Chart II-19Now, Stocks Are Increasingly Dependent On Low Bond Yields Consequently, there are meaningful odds that equities will experience a “digestion phase” at some point over the coming year as long-maturity bond yields rise – potentially trading flat-to-down in absolute terms for several weeks or months. It is also possible that stocks will experience a more malicious sell-off, if it turns out that equity investors require a structurally higher risk premium than what prevailed prior to the global financial crisis. This is not our base case view. We continue to recommend an overweight stance toward equities in a multi-asset portfolio. But it is a risk that warrants monitoring over the coming year. Finally, rising bond yields clearly favor value over growth stocks on a 12-month time horizon. In the US, the sizeable recent bounce in growth stocks has occurred alongside a renewed decline in the 10-year Treasury yield, which itself has been driven by renewed fears about the economic impact of the Delta variant. Thus, growth stocks may remain well bid relative to value in the very near term. But on a 12-month time horizon, value stocks are likely to outperform their growth peers, as long duration tech sector valuation comes under pressure and financial sector earnings benefit from higher interest rates. Jonathan LaBerge, CFA Vice President The Bank Credit Analyst III. Indicators And Reference Charts BCA’s equity indicators highlight that the “easy” money from expectations of an eventual end to the pandemic have already been made. Our technical, valuation, and sentiment indicators are very extended, highlighting that investors should expect positive but modest returns from stocks over the coming 6-12 months. Our monetary indicator has retreated below the boom/bust line, although this mostly reflects the use of producer prices to deflate money growth. In nominal terms, the supply of money continues to grow. Still, the retreat in the indicator over the past year highlights that the monetary policy stance is likely to shift in a tighter direction over the coming year. Forward equity earnings are pricing in a substantial further rise in earnings per share, and there is no meaningful sign of waning forward earnings momentum. Bottom-up analyst earnings expectations are now almost certainly too high, but stocks are likely to be supported by robust revenue growth over the coming year. Within a global equity portfolio, global ex-US equities have underperformed alongside cyclical sectors, banks, and value stocks more generally. On a 12-month time horizon, we would recommend that investors position for the underperformance of financial assets that are negatively correlated with long-maturity government bond yields. But investors more focused on the near term, we would note the potential for further underperformance of cyclical sectors, value stocks, international equities, and most global ex-US currencies versus the US dollar. The US 10-Year Treasury yield has fallen sharply since mid-March, but may be in the process of bottoming. This decline was initially caused by waning growth momentum, but has since morphed into concern about the impact of the delta variant of SARS-COV-2 and the implications for US monetary policy. 10-year Treasury yields are well below the fair value implied by a late-2022 rate hike scenario, underscoring that the recent decline in long-maturity yields is overdone. The extreme rise in some commodity prices over the past several months has eased. Lumber prices have almost fully normalized, whereas the 3-month rate of change in industrial metals prices is now close to zero. An eventual slowdown in US goods spending, coupled with eventual supply-chain normalization and the absence of a significant reflationary impulse from Chinese policy, will likely weigh on commodity prices at some point over the coming 6-12 months. US and global LEIs remain very elevated, but are starting to roll over. Our global LEI diffusion index has declined very significantly, but this likely reflects the outsized impact of a few emerging market countries (whose vaccination progress is still lagging). Still-strong leading and coincident indicators underscore that the global demand for goods is robust, and that output is below pre-pandemic levels in most economies because of very weak services spending. The latter will recover significantly at some point over the coming year, as social distancing and other pandemic control measures disappear. EQUITIES: Chart III-1US Equity Indicators Chart III-2Willingness To Pay For Risk Chart III-3US Equity Sentiment Indicators   Chart III-4US Stock Market Breadth Chart III-5US Stock Market Valuation Chart III-6US Earnings Chart III-7Global Stock Market And Earnings: Relative Performance Chart III-8Global Stock Market And Earnings: Relative Performance   FIXED INCOME: Chart III-9US Treasurys And Valuations Chart III-10Yield Curve Slopes Chart III-11Selected US Bond Yields Chart III-1210-Year Treasury Yield ComponentsChart III-13US Corporate Bonds And Health Monitor Chart III-14Global Bonds: Developed Markets Chart III-15Global Bonds: Emerging Markets   CURRENCIES: Chart III-16US Dollar And PPP Chart III-17US Dollar And Indicator Chart III-18US 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-28US And Global Macro Backdrop Chart III-29US Macro Snapshot Chart III-30US Growth Outlook Chart III-31US Cyclical Spending Chart III-32US Labor Market Chart III-33US Consumption Chart III-34US Housing Chart III-35US Debt And Deleveraging   Chart III-36US Financial Conditions Chart III-37Global Economic Snapshot: Europe Chart III-38Global Economic Snapshot: China   Jonathan LaBerge, CFA Vice President The Bank Credit Analyst Footnotes 1 Please see The Bank Credit Analyst "July 2021," dated June 24, 2021, available at bca.bcaresearch.com 2 “Herd immunity a ‘mythical’ goal that will never be reached, says Oxford vaccine head”, The Telegraph, August 10, 2021. 3 What Has Driven the Recent Increase in Retirements? by Jun Nie and Shu-Kuei X. Yang, Federal Reserve Bank of Kansas City Economic Bulletin, August 11, 2021. 4 Outlooks, Outcomes, and Prospects for U.S. Monetary Policy, by Fed Vice Chair Richard H. Clarida, At the Peterson Institute for International Economics, Washington, D.C. (via webcast), August 4, 2021 5 Please see The Bank Credit Analyst Special Report "The Modern-Day Phillips Curve, Future Inflation, And What To Do About It," dated 18 December, 2020, available at bca.bcaresearch.com

Highlights US Treasuries: US Treasury yields are rising once again, in response to typical drivers – less dovish Fed commentary and upside growth surprises. The spread of the Delta variant in the US represents a potential near-term roadblock to additional yield increases, but the recent slowing of new cases in the UK and Europe is a positive sign that the US can see a similar result and avoid a major economic hit. Stay below-benchmark on US duration exposure. UK: The Bank of England is starting to prepare the markets for less accommodative monetary policy, with the UK economy holding up well as its Delta variant surge is losing momentum. UK Gilt yields are vulnerable to a hawkish repricing with only 48bps of rate hikes discounted by the end of 2024. Stay below-benchmark on UK duration exposure, and downgrade Gilts to underweight in global bond portfolios. A New Turning Point For Global Bond Yields? After seeing steady declines since the peak in late March that took the yield down to an intraday 2021 low of 1.13% last week, the 10-year US Treasury experienced a rebound back to 1.30% in a span of just three days. Yields in typically “high-beta” countries like Canada and Australia also saw significant increases. There were two main triggers for the pickup in US yields. Firstly, a speech from Fed Vice-Chair Richard Clarida was interpreted hawkishly, as he stated that he expects the conditions necessary for the Fed to begin lifting rates would be met by the end of 2022. Secondly, a better-than-expected July employment report confirmed the strength of the US labor market already evident in booming demand indicators like job openings. A third potential cause of the trough in yields can be found outside the US in the increasingly positive news on the spread of the Delta variant coming out of the UK. We would argue that the more relevant turning point for global bond yields in 2021 was not the late March peak in the US, but the mid-May peak in non-US developed market yields. The 10-year UK Gilt yield reached its 2021 apex on May 13, just as the spread of the Delta variant was starting to push UK COVID-19 case numbers sharply higher – despite the high vaccination rate in that country (Chart of the Week). This raised the fears that the “reopening boom” could stall, not only in the UK but other major economies, at a time when global growth momentum was already starting to cool off from the overheated pace in the first half of the year. Chart of the WeekThe "Delta Rally" In Bond Markets Is Fading The Delta variant wave continues to wash over the US, although primarily in regions with lower vaccination rates. There was little sign of any impact from the variant in the July US jobs data with just over one million new jobs added (including revisions to prior months) and the unemployment rate falling one-half of a percentage point to 5.4%, the lowest level since March 2020 (Chart 2). However, we will need to see more economic data from July and August to confirm that this latest wave is not having a material impact on the broad US economy beyond the regions with lower vaccination rates. New COVID-19 cases in the UK peaked in mid-July, and are rolling over in continental Europe, with relatively low hospitalization rates – a hopeful sign that the US Delta spread could also soon begin to lose momentum. We continue to believe that steady improvements in the US labor market will be the driver of higher US bond yields over at least the next 6-12 months, as falling unemployment will embolden the Fed to begin tapering asset purchases and, eventually, begin rate hikes towards the end of 2022. The technical backdrop for Treasuries has become less of a headwind to higher yields, with the 10-year yield falling back to its 200-day moving average and speculators closing a lot of short positioning in Treasury futures (Chart 3). If the US can follow the more positive news from across the Atlantic with regards to the spread of the Delta variant, this would remove another impediment to higher US bond yields. Chart 2Steady Progress Towards The Fed's Employment Goals Bottom Line: US Treasury yields are rising once again, in response to typical drivers – less dovish Fed commentary and upside growth surprises. Chart 3Technical Backdrop Less Of A Headwind To Higher US Yields The surge in Delta variant cases represents a potential near-term roadblock to additional yield increases, but the recent slowing of new cases in the UK and Europe may be a positive sign that the US will avoid a major economic hit. Stay below-benchmark on US duration exposure. A Gilt-Bearish Shift In Tone From The Bank Of England Chart 4Pressures Building On The BoE To Dial Back Stimulus BCA Research’s Global Fixed Income Strategy has had the UK on “downgrade watch” over the past few months. Improving growth momentum and recovering inflation have raised the risks of a more hawkish turn by the Bank of England (BoE), as evidenced by the elevated reading from our UK Central Bank Monitor (Chart 4). At the same time, the spread of the Delta variant injected a note of caution into an otherwise positive UK economic story. We now think it is time to move from “downgrade watch” to a full downgrade of our current neutral stance on UK Gilts. The BoE left its policy settings unchanged at last week’s policy meeting, but did provide strong indications that some removal of monetary accommodation would soon be necessary. The central bank noted that the UK economy was recovering from the pandemic shock at a faster-than-expected pace. In the August Monetary Policy Report (MPR) also released last week, the BoE maintained its 2021 real GDP growth forecast at 7.25% while slightly raising its 2022 growth estimate to 6%. UK GDP is now projected to fully recover to the pre-COVID level by the end of 2021. More importantly, the projections for the unemployment rate were lowered substantially. The central bank no longer expects much of an impact on unemployment when the UK government’s job-protecting furlough scheme expires in September. The BoE now expects unemployment to peak at 5.1% in Q3/2021 (Chart 5), a big change from the 6% projection in the May MPR, with the central bank noting that job vacancies are already back to pre-pandemic levels. The unemployment rate is projected to reach 4.25% in both 2022 and 2023. Chart 5Major Changes To The BoE's Forecasts The BoE baseline forecast now calls for UK headline CPI inflation to see a temporary surge to 4% in Q4/2021 – a significant change from the 2.5% peak in inflation projected in the May MPR - before returning back to close to 2% over the next two years. Yet the minutes of last week’s policy meeting noted that the medium-term risks surrounding inflation were “two-way”, a message that sounds a bit more concerning compared to the benign 2022/23 inflation projections. The BoE is now running the risk of underestimating how long the UK inflation uptrend can persist and force increases in interest rates – perhaps beginning as soon as mid-2022 – given the multiple factors that are pushing up inflation. A modest growth hit from the Delta variant The daily number of new cases has fallen by nearly one-half since the peak on July 20th, according to the Oxford University data (Chart 6). Hospitalizations are also rolling over at a peak that would be one-quarter the size of the January peak. If these trends continue, this latest wave of COVID will not have a lasting negative impact on the economy that would dampen inflation pressures. The modest dip in the UK manufacturing and services PMIs in June and July, when cases were rising, supports this conclusion. Accelerating wage growth UK job vacancies are now higher than the pre-pandemic peak, while the BoE’s Agents’ Survey of companies reports an increasing number of firms reporting recruitment difficulties across a broader range of industries (Chart 7). The job market frictions are similar to the dynamics currently at play in the US, where labor demand is booming but firms have struggled to fill openings because government pandemic support programs have dampened labor market participation. Chart 6The Biggest Threat To The Dovish BoE Stance Chart 7Good Help Is Hard To Find In The UK The BoE noted in the August MPR that its forecasts include the impact of labor market frictions that have temporarily raised the medium-term equilibrium rate of unemployment during the pandemic, resulting in a surge in wage growth. However, this effect is expected to fade as the economy normalizes and government support programs expire. For example, the BoE estimates that the UK government’s job retention “furlough” scheme, which pays a reduced wage to workers who cannot work because of COVID economic restrictions and which expires in September, has acted to dampen measured wage growth over the past year. At the same time, compositional effects, with pandemic job losses being skewed towards lower-paying roles, have had a far greater impact in lifting wage growth. The BoE estimates that the “underlying” pace of wage growth, excluding pandemic effects, is only 3.3% compared to the reported 7.2%, but is expected to rise towards 4.5% in Q3 as the labor market recovers. Yet if the employment frictions do not fade as rapidly as the BoE expects, perhaps due to persistent skills mismatches for existing job openings, then the inflationary pressures emanating from the UK jobs market may cause UK inflation to stay elevated for longer than the BoE is projecting. Continued recovery from the initial COVID shock Chart 8Recovering From The COVID Recession The BoE now expects UK real GDP to return to its pre-pandemic level in Q4 of this year (Chart 8). Much of the recovery in activity seen so far has been in services as pandemic restrictions have been lifted. Looking forward, consumer spending will be boosted by improving growth momentum in employment and incomes, further underpinned by a high levels of household savings accumulated during the pandemic. Business investment is also expected recover, given the robust reading from the BoE Agents’ Survey of investment intentions (bottom panel). The twin engines of consumption and investment will be enough to keep the UK economy growing at an above-trend pace in 2022, even with a modest expected drag from fiscal policy, which should help maintain some of the current cyclical inflationary pressures. Rising house prices UK house prices are experiencing another sharp uptick, with the Nationwide index up 10.3% year-over-year in Q2 (Chart 9). Demand for homes has been boosted by the UK government’s holiday on stamp duty, or housing transaction taxes, which began last year as a form of pandemic economic support. Housing transactions spiked in June as demand surged ahead of the expiry of the stamp duty holiday last month, and some payback is likely in the near-term. Yet UK housing demand has also been supported by the same factors boosting house prices in most developed economies - low interest rates, high household savings available for down payments and the increased need for space for those choosing to work from home. UK house price inflation thus could remain higher for longer than the BoE expects. Chart 9Is This House Price Surge 'Transitory' Or Policy Driven? Supply Chain Bottlenecks The BoE noted in the August MPR that overall UK import prices have risen faster than expected, especially with the British pound higher on a year-over-year basis. UK firms have faced rising input costs because of disruption to global supply chains from the pandemic. For example, the annual growth rate of import prices for manufactured components rose by 12.1% in May, a sharp contrast to the -5.4% deflation of consumer goods prices (Chart 10). The BoE projects UK overall import price inflation to turn negative in 2022 and 2023, a big part of its slowing inflation forecast. Some decrease is inevitable as price momentum in oil and other commodities cools from overheated levels seen in 2021. However, supply chain disruptions are a global phenomenon already persisting for longer than expected in other countries and could linger into 2022 if global growth stays above trend - potentially causing UK import price inflation to once again exceed the BoE’s expectations. Summing it all up, the pressure is clearly building on the BoE to dial back the massive monetary easing put in place last year in response to the pandemic. Not only is the economy now recovering far more rapidly than the BoE had been projecting, with inflation set to peak at a higher level, but there are other indications that monetary conditions may now be too loose like accelerating house prices. There are numerous upside risks to the BoE’s benign post-2021 inflation forecasts, especially with the central bank also projecting the UK to have a positive output gap in 2022 and 2023 (Chart 11). Chart 10BoE Betting On Waning Global Supply Bottlenecks Markets are not expecting much from the BoE in terms of interest rate increases. While the UK overnight index swap (OIS) curve is now discounting an initial 25bp rate hike in August 2022, only one other 25bp increase is expected by the end of 2024 (Table 1). Chart 11Domestic Price Pressures On The Rise The BoE has not been a very active central bank since the 2008 financial crisis, never raising the Bank Rate above 0.75% over that time, thus the markets now seem conditioned to think that the BoE will continue to do very little in the future. Table 1Markets Expect The BoE To Hike Before The Fed Chart 12Markets Expect Persistent Negative UK Real Rates That is evident when you look at longer-dated OIS rates compared to forward inflation rates from the UK CPI swap curve. The combined message from those markets is that the BoE is expected to maintain deeply negative real interest rates for at least the next decade, a major reason why the UK has persistently negative real bond yields (Chart 12). A lower equilibrium real interest rate (i.e. “r-star”) is consistent with the declining trend in the OECD’s estimate of UK potential real GDP growth over the past 20 years (Chart 13). Yet it is a stretch to think that the neutral UK real interest rate is now negative, especially given how rapidly UK growth and inflation have snapped back from the 2020 COVID recession. UK interest rate markets are highly vulnerable to any hawkish shift by the BoE – and outcome that the current growth and inflation dynamics suggest is increasingly likely over the next 6-12 months. The BoE has already started to process of dialing back monetary accommodation by slowing the pace of asset purchases in its quantitative easing (QE) program (Chart 14). While no decision on additional tapering was made last week, the BoE did dedicate three pages of the August MPR to a detailed discussion on how the future size of the BoE’s balance sheet would likely be reduced if the BoE were to begin raising interest rates. There has also been some political pressure on the UK to dial back QE, with the Chair of the Economic Affairs Committee in the UK House of Lords saying that the BoE was “addicted” to QE last month. BoE Governor Andrew Bailey has previously stated that he viewed QE as a regular part of a central banker’s toolkit, to be used opportunistically during periods of deep economic or financial market stress. That made sense in 2020 during the height of the pandemic, but is no longer the case now. Chart 13UK R-Star Is Still Positive We anticipate that the BoE will end the current QE program sometime in the next six months, with an initial 25bp rate hike occurring sometime in mid-2022. Chart 14UK QE: Expect More Tapering This would be a faster pace of tapering, with a quicker liftoff, than the Fed, although we expect the Fed to eventually raise rates by more than the BoE in the next interest rate cycle. Investment Conclusions Given our expectation that the BoE is starting to prepare the markets for an unwind of its pandemic policy settings, we come to the following fixed income and currency investment conclusions (Chart 15): Chart 15Summarizing Our UK Fixed Income Recommendations Chart 16A More Hawkish BoE Would Benefit The Pound Duration: Maintain a below-benchmark duration stance within dedicated UK bond portfolios, with too few rate hikes discounted Country Allocation: Downgrade UK Gilts to underweight in global bond portfolios Yield Curve: On a tactical (0-6 months) basis, the UK Gilt curve may re-steepen as UK and global growth stays resilient, but a more hawkish BoE will eventually result in a flatter Gilt curve Inflation-Linked: Inflation breakevens on UK index-linked Gilts are already quite elevated and are overvalued on our fair value models, while real yields are at deeply negative levels that are conditioned on a continually dovish BoE – a combination that suggests an underweight stance on UK linkers is appropriate. Corporate Credit: Stay neutral on a tactical basis, as solid UK growth will offset the impact of a shift to a less dovish BoE. Currency: Our currency strategists are positive on the British pound - which is undervalued on their models (Chart 16) - over the medium-term, with the BoE seemingly on a path to begin tightening monetary policy sooner than the ECB and perhaps even the Fed.     Robert Robis, CFA Chief Fixed Income Strategist rrobis@bcaresearch.com Recommendations The GFIS Recommended Portfolio Vs. The Custom Benchmark Index Duration Regional Allocation Spread Product Tactical Trades Yields & Returns Global Bond Yields Historical Returns

Highlights The rapid spread of the COVID-19 delta variant in Asia will re-focus precious metals markets anew on the possibility of another round of lockdowns and the implications for demand, particularly in Greater China and India, which account for 33% and 12% of global physical demand for gold (Chart of the Week).1 Regulatory crackdowns across various sectors in China will continue to roil markets over coming months.  Policy uncertainty around these crackdowns is elevated in local financial markets, and could spill into global markets.  This will support the USD at the margin, which creates a headwind for gold and silver prices. Ambiguous and contradictory signaling from Fed officials following the July FOMC meeting re its $120-billion-per-month bond-buying program also adds uncertainty to precious-metals and general commodity forecasts. Despite this uncertainty, we remain bullish gold and silver.  More efficacious jabs will become available, which will support the global economic re-opening, particularly in EM economies.  In DM economies, vaccination uptake likely increases as risks become more apparent.  We continue to expect gold to trade to $2,000/oz and silver to trade to $30/oz this year. Feature Markets once again are focused on the possibility lockdowns will follow rising COVID-19 infections and deaths, as the delta variant – the most contagious variant to date – spreads through Asia and elsewhere. Chart of the WeekCOVID-19 Delta Variant Rampages Chart 2COVID-19 Infections, Deaths Rising Infection and death rates are moving higher globally (Chart 2). COVID-19 infections are still rising in 78 countries. Based on the latest 7-day-average data, the countries reporting the most new infections daily are the US, India, Indonesia, Brazil, and Iran. The countries reporting the most deaths each day are Indonesia, Brazil, Russia, India, and Mexico. Globally, more than 42% of infections were in Asia and the Middle East, where ~ 1mm new infections are reported every 4 days. We expect more efficacious jabs will become available, which will support the global economic re-opening, particularly in EM economies. In DM economies, vaccination uptake likely increases as risks become more apparent. China's Regulatory Crackdown Markets also are contending with a regulatory crackdowns across multiple sectors in China, which is part of a years-long reform process initiated by the Politburo.2 Industries ranging from internet, property, education, healthcare to capital markets will have new rules imposed on them under China's 14th Five-Year Plan as part of this process. Our colleagues in BCA's China Investment Service note the pace of regulatory tightening will not moderate in the near term, as policymakers transition from an annual planning cycle focused on setting economic growth targets to a multi-year planning horizon. "This allows policymakers to have a higher tolerance for near-term distress in exchange for long-term benefits," according to our colleagues. The overarching goal of this reform process is to introduce more social equality in the society. Of immediate import for precious metals markets is the potential for spillover effects outside China arising from the policy uncertainty that already is emanating from that market. Uncertainty boosts the USD and gold. This makes its effect uncertain. In our most recent modeling of gold prices, we have found strong two-way feedback between US and Chinese policy uncertainty.3 We also find that broad real foreign exchange rates for the USD and RMB exert a negative influence on gold prices, while higher economic uncertainty pushes gold prices higher (Chart 3). In addition, across markets – Chinese and US economic policy uncertainty – have similar effects, suggesting economic uncertainty across these markets has a similar effect as domestic uncertainty at home (Chart 4).4 Chart 3Domestic Uncertainty, Real FX Rates Strongly Affect Gold Prices... Chart 4...As Do Cross-Border Uncertainty, Real FX Rates This is yet another reason to pay close attention to PBOC and Fed policy innovations and surprises: they affect each other in similar ways within and across borders. Fed Officials Add Uncertainty Following the FOMC meeting at that end of last month, various Fed officials expressed their views of Chair Jerome Powell's post-meeting remarks, or again resumed their campaigns to begin tapering the US central bank's bond-buying program. Chair Powell's remarks reinforced the data-dependency of the Fed in directing its bond buying and monetary accommodation. He emphasized the need to see solid improvement in the jobs picture in the US before considering any lift-off of rates. As to the Fed's bond-buying program, this, too, will depend on progress on reducing unemployment in the US. Powell also reiterated the Fed views the current inflation in the US as transitory, a point that was emphasised by Fed Governor Lael Brainard two days after Powell's presser. Some very important Fed officials, most notably Fed Vice Chair Richard Clarida, are staking out an early position on what will get them to consider reducing the Fed's current accommodative policies, chiefly an "overshoot" of PCE inflation, the Fed's favored gauge, above 3%. Other Fed officials are urging strong action now: St. Louis Fed President James Bullard is adamant that tapering of the Fed's bond-buying program needed to begin in the Autumn and should be done early next year. Bullard is supported by Governor Christopher Waller. The Fed's bond-buying program is more than a year old. Beginning in July 2020, the Fed started buying $80 billion of Treasurys and $40 billion of mortgage-backed securities every month, or ~ $1.6 trillion so far. This lifted the Fed's balance sheet to ~ $8.3 trillion. Thinking about this as a commodity, that's a lot of asset supply removed from the Treasury and MBS market, which likely explains the high cost of the underlying debt instruments (i.e., their low interest rates). It is understandable why the gold market would get twitchy whenever Fed officials insist the winddown of this program must begin forthwith and be done in relatively short order. The loss of that steady stream of buying could send interest rates higher quickly, possibly raising nominal and real interest rates in the process, which, given the sensitivity of gold prices to US real rates would be bearish (Chart 5). While it is impossible to know when the tapering of the Fed's asset-purchase program will end, these occasional choruses of its imminent inauguration add to uncertainty in the US, which also depresses precious metals prices, as Chart 5 indicates. A larger issue attends this topic: economic policy uncertainty is not contained within national borders. Above, we noted there is a two-way feedback between US and China economic policy uncertainty. There also is a long-term relationship in levels of economic policy uncertainty re China and Europe, which makes sense given the trading relationship between these states. Changes in the two measures of economic policy uncertainty exhibit strong co-movement (Chart 6). Chart 5Taper Talk Makes Precious Metals Markets Twitchy Chart 6Economic Policy Uncertainty Goes Across National Borders Investment Implications The increase in COVID-19 infection and re-infection rates, and death rates, is forcing commodity markets to reevaluate demand projections and the likelihood of continued monetary accommodation globally. This ultimately affects the prospects for commodity prices. Conflicting interpretations of the state of local and the global economies increases uncertainty across markets, especially precious metals, which are exquisitely sensitive to even a hint of a change in policy. This uncertainty is compounded when top officials at systematically important central banks provide sometimes-contradictory interpretations of the state of their economies. Despite this uncertainty we remain bullish gold and silver, expecting efficacious vaccines to become more widely available, which will allow the global recovery to regain its footing. We are less sanguine about the prospects for the winding down of the massive monetary accommodation globally, particularly that of the US, where data-dependent policymakers still feel compelled to provide almost-certain policy prescriptions in an increasingly uncertain world.This is a fundamental factor driving global uncertainty. We remain long gold expecting it to trade to $2,000/oz this year, and long silver, expecting it to hit $30/oz.   Robert P. Ryan Chief Commodity & Energy Strategist rryan@bcaresearch.com Ashwin Shyam Research Associate Commodity & Energy Strategy ashwin.shyam@bcaresearch.com   Commodities Round-Up Energy: Bullish While US crude oil inventories rose 3.6mm barrels in the week ended 30 July 2021 gasoline stocks fell 5.3mm barrels, contributing to an overall decline in crude and product inventories in the US of 1.2mm barrels, according to the US EIA's latest tally (Chart 7). US crude and product stocks have been falling throughout the COVID-19 pandemic, and now stand ~ 13% below year earlier levels at 1.7 billion barrels. Crude oil stocks, at 439mm barrels, are just over 15% below year-ago levels. This reflects the decline in US domestic production, which is down 7.1% y/y and now stands at 11.2mm b/d. US refined-product demand, however, is up close to 9% over the January-July period y/y, and stands at 21.2mm b/d. Base Metals: Bullish Workers at the world's largest copper mine, Escondida in Chile, are in government-mediated talks with management that end on Saturday to see if they can avert a strike. There is a chance talks could be extended five days beyond that date, under Chilean law. The mine is majority owned by BHP. Workers at a Codelco-owned mine also voted to strike and will enter government-mediated talks as well. These potential strikes most likely explain why copper prices have been holding relatively steady as other commodities have come under pressure, as markets reassess the odds of a demand slowdown brought about by surging COVID-19 infections, which are hitting Asian markets particularly hard (Chart 8). Chart 7 Chart 8   Footnotes 1     We flagged this risk in our July 8, 2021 report entitled Assessing Risks To Our Commodity Views, which is available at ces.bcaresearch.com. 2     Please see Pricing A Tighter Regulatory Grip published on August 4, 2021 by our China Investment Strategy.  It is available at cis.bcaresearch.com. 3    We measure this using Granger-Causality tests. 4    These broad real FX rates are handy explanatory variables, in that they combine two very important factors affecting gold prices – inflation and broad FX trade-weighted indexes.  Additional modelling also suggests these broad real FX rates for the USD and RMB coupled with US real 2- and 5-year rates also provide good explanatory models for gold prices. Investment Views and Themes Strategic Recommendations Tactical Trades Commodity Prices and Plays Reference Table Trades Closed in 2021 Summary of Closed Trades

Special Report

Dear Client, This week, in lieu of our regular report, I am sending you a special report written by my colleague Jonathan LaBerge, chief strategist of our flagship The Bank Credit Analyst service. Jonathan argues that investors should see social media as a technological innovation that harms productivity. While Jonathan concedes that social media was not the main driver of policy uncertainty and political risk over the past decade, he makes a good case that it plays an aggravating role. He warns that social media and political polarization still pose risks to the macroeconomic outlook in the coming years, while also highlighting idiosyncratic risks threatening social media stocks. We trust that you will find this report insightful. We will resume regular publication next week. All very best, Matt Gertken   Vice President Geopolitical Strategy US Political Strategy BCA Research Highlights Investors should view social media as a technological innovation with negative productivity growth. Social media has contributed to policy mistakes – such as fiscal austerity and protectionism – that have acted as shocks to aggregate demand over the past 15 years. The cyclical component of productivity was long lasting in nature during the last economic expansion. Forces that negatively impact economic growth but do not change the factors of production necessarily reduce measured productivity, and repeated policy mistakes strongly contributed to the slow growth profile of the last economic cycle. Political polarization in a rapidly changing world is the root cause of these policy shocks, but social media likely facilitated and magnified them. The risks of additional mistakes from populism remain present, even before considering other risks to society from social media: a reduction in mental health among young social media users, and the role that social media has played in spreading misinformation. A potential revival in protectionist sentiment is a risk to a constructive cyclical view that we will be closely monitoring over the coming 12-24 months. Investors with concentrated positions in social media stocks should be aware of the potential idiosyncratic risks facing these companies from the public’s impression of the impact of social media on society – especially if social media companies come to be widely associated with political gridlock, the polarization of society, and failed economic policies (as already appears to be the case). Feature Investors should view social media as a technological innovation with negative productivity growth. Social media has contributed to policy mistakes – such as fiscal austerity and protectionism – that have acted as shocks to aggregate demand over the past 15 years. Political polarization in a rapidly changing world is the root cause of these policy shocks, but social media likely facilitated and magnified them. While the risk of premature fiscal consolidation appears low today compared to the 2010-14 period, the pandemic and its aftermath could force the Biden administration or Congressional Democrats toward protectionist or otherwise populist actions over the coming year in the lead up to the 2022 mid-term elections. The midterms, for their part, are expected to bring gridlock back into US politics, which could remove fiscal options should the economy backslide. Frequent shocks during the last economic expansion reinforced the narrative of secular stagnation. In the coming years, any additional policy shocks following a return to economic normality will again be seen by both investors and the Fed as strong justification for low interest rates – despite the case for cyclically and structurally higher bond yields. In addition, investors with concentrated positions in social media companies should take seriously the long-term idiosyncratic risks facing these stocks. These risks stem from the public’s impression of the impact of social media on society, particularly if social media comes to be widely associated with political gridlock, the polarization of society, and failed economic policies. A Brief History Of Social Media The earliest social networking websites date back to the late 1990s, but the most influential social media platforms, such as Facebook and Twitter, originated in the mid-2000s. Prior to the advent of modern-day smartphones, user access to platforms such as Facebook and Twitter was limited to the websites of these platforms (desktop access). Following the release of the first iPhone in June 2007, however, mobile social media applications became available, allowing users much more convenient access to these platforms. Charts 1 and 2 highlight the impact that smartphones have had on the spread of social media, especially since the release of the iPhone 3G in 2008. In 2006, Facebook had roughly 12 million monthly active users; by 2009, this number had climbed to 360 million, growing to over 600 million the year after. Twitter, by contrast, grew somewhat later, reaching 100 million monthly active users in Q3 2011. Social media usage is more common among those who are younger, but Chart 3 highlights that usage has risen over time for all age groups. As of Q1 2021, 81% of Americans aged 30-49 reported using at least one social media website, compared to 73% of those aged 50-64 and 45% of those aged 65 and over. Chart 4 highlights that the usage of Twitter skews in particular toward the young, and that, by contrast, Facebook and YouTube are the social media platforms of choice among older Americans. Chart 1Facebook: Monthly Active UsersChart 2Twitter: Monthly Active Users Worldwide Chart 3A Sizeable Majority Of US Adults Regularly Use Social Media Chart 4Older Americans Use Facebook Far More Than Twitter As a final point documenting the development and significance of social media, Chart 5 highlights that more Americans now report consuming news often (roughly once per day) from a smartphone, computer, or tablet other than from television. Radio and print have been completely eclipsed as sources of frequent news. The major news publications themselves are often promoted through social media, but the rise of the Internet has weighed heavily on the journalism industry. Social media has, for better and for worse, enabled the rapid proliferation of alternative news, citizen journalism, rumor, conspiracy theories, and foreign disinformation. Chart 5Social Media Has Changed The Way People Consume News The Link Between Social Media And Post-GFC Austerity Following the 2008-2009 global financial crisis (GFC), there have been at least five deeply impactful non-monetary shocks to the US and global economies that have contributed to the disconnection between growth and interest rates: A prolonged period of US household deleveraging from 2008-2014 The Euro Area sovereign debt crisis Fiscal austerity in the US, UK, and Euro Area from 2010 – 2012/2014 The US dollar / oil price shock of 2014 The rise of populist economic policies, such as the UK decision to leave the European Union, and the US-initiated trade war of 2018-2019. Among these shocks to growth, social media has had a clear impact on two of them. In the case of austerity in the aftermath of the Great Recession, a sharp rise in fiscal conservatism in 2009 and 2010, emblematized by the rise of the US Tea Party, profoundly affected the 2010 US midterm elections. It is not surprising that there was a fiscally conservative backlash following the crisis: the US budget deficit and debt-to-GDP ratio soared after the economy collapsed and the government enacted fiscal stimulus to bail out the banking system. And midterm elections in the US often lead to significant gains for the opposition party However, Tea Party supporters rapidly took up a new means of communicating to mobilize politically, and there is evidence that this contributed to their electoral success. Chart 6 illustrates that the number of tweets with the Tea Party hashtag rose significantly in 2010 in the lead-up to the election, which saw the Republican Party take control of the House of Representatives as well as the victory of several Tea Party-endorsed politicians. Table 1 highlights that Tea Party candidates, who rode the wave of fiscal conservatism, significantly outperformed Democrats and non-Tea Party Republicans in the use of Twitter during the 2010 campaign, underscoring that social media use was a factor aiding outreach to voters. Chart 6Tea Party Supporters Rapidly Adopted Social Media To Mobilize Politically Table 1Tea Party Candidates Significantly Outperformed In Their Use Of Social Media And while it is more difficult to analyze the use and impact of Facebook by Tea Party candidates and supporters owing to inherent differences in the structure of the Facebook platform, interviews with core organizers of both the Tea Party and Occupy Wall Street movements have noted that activists in these ideologically opposed groups viewed Facebook as the most important social networking service for their political activities.1 Under normal circumstances, we agree that fiscal policy should be symmetric, with reduced fiscal support during economic expansions following fiscal easing during recessions. But in the context of multi-year household deleveraging, the fiscal drag that occurred in following the 2010 midterm elections was clearly a policy mistake. This mistake occurred partially under full Democratic control of government and especially under a gridlocked Congress after 2010. Chart 7 highlights that the contribution to growth from government spending turned sharpy negative in 2010 and continued to subtract from growth for some time thereafter. In addition, panel of Chart 7 highlights that the US economic policy uncertainty index rose in 2010 after falling during the first year of the recovery, reaching a new high in 2011 during the Tea Party-inspired debt ceiling crisis. Chart 7The Fiscal Drag That Followed The 2010 Midterm Elections Was A Clear Policy Mistake In addition to the negative impact of government spending on economic growth, this extreme uncertainty very likely damaged confidence in the economic recovery, contributing to the subpar pace of growth in the first half of the last economic expansion. Chart 8 highlights the weak evolution in real per capita GDP from 2009-2019 compared with previous economic cycles, which was caused by a prolonged household balance sheet recovery process that was made worse by policy mistakes. To be sure, the UK and the EU did not have a Tea Party, and yet political elites imposed fiscal austerity. It is also the case that President Obama was the first president to embrace social media as a political and public relations tool. So it cannot be said that either social media or the Republican Party are uniquely to blame for the policy mistakes of that era. But US fiscal policy would have been considerably looser in the 2010s if not for the Tea Party backlash, which was partly enabled by social media. Too tight of fiscal policy in turn fed populism and produced additional policy mistakes down the road. Chart 8Policy Mistakes Significantly Contributed To Last Cycle's Subpar Growth Profile From Fiscal Drag To Populism While social media is clearly not the root cause of the recent rise of populist policies, it has had a hand in bringing them about – in both a direct and indirect manner. The indirect link between social media use and the rise in populist policies has mainly occurred through the highly successful use of social media by international terrorist organizations (chiefly ISIL) and its impact on sentiment toward immigration in several developed market economies. Chart 9 highlights that public concerns about immigration and race in the UK began to rise sharply in 2012, in lockstep with both the rise in UK immigrants from EU accession countries and a series of events: the Syrian refugee crisis, the establishment and reign of the Islamic State, and three major terrorist attacks in European countries for which ISIL claimed responsibility. Given that the main argument for “Brexit” was for the UK to regain control over its immigration policies, these events almost certainly increased UK public support for withdrawing from the EU. In other words, it is not clear that Brexit would have occurred (at least at that moment in time) without these events given the narrow margin of victory for the “leave” campaign. The absence of social media would not have prevented the rise of ISIL, as that occurred in response to the US’s precipitous withdrawal from Iraq. The inevitable rise of ISIL would still have generated a backlash against immigration. Moreover, fiscal austerity in the UK and EU also fed other grievances that supported the Brexit movement. But social media accelerated and amplified the entire process.  Chart 10 presents fairly strong evidence that Brexit weakened UK economic performance relative to the Euro Area prior to the pandemic, with the exception of the 2018-2019 period. In this period Euro Area manufacturing underperformed during the Trump administration’s trade war as a result of its comparatively higher exposure to automobile production and its stronger ties to China. Panel 2 highlights that GBP-EUR fell sharply in advance of the referendum, and remains comparatively weak today. Chart 9Terrorism And Immigration Likely Contributed To Brexit Chart 10Brexit Weakened UK Economic Performance Prior To The Pandemic Turning to the US, Donald Trump’s election as US President in 2016 was aided by both the direct and indirect effects of social media. In terms of indirect effects, Trump benefited from similar concerns over immigration and terrorism that caused the UK to leave the EU: Chart 11 highlights that terrorism and foreign policy were second and third on the list of concerns of registered voters in mid-2016, and Chart 12 highlights that voters regarded Trump as the better candidate to defend the US against future terrorist attacks. Chart 11Terrorism Ranked Highly As An Issue In The 2016 US Election Chart 12Voters Regarded Trump As Better Equipped To Defend Against Terrorism Trump’s election; and the enactment of populist policies under his administration, were directly aided by Trump’s active use of social media (mainly Twitter) to boost his candidacy. Chart 13 highlights that there were an average of 15-20 tweets per day from Trump’s Twitter account from 2013-2015, and 80% of those tweets occurred before he announced his candidacy for president in June 2015. This strongly underscores that Trump mainly used Twitter to lay the groundwork for his candidacy as an unconventional political outsider rather than as a campaign tool itself, which distinguishes his use of social media from that of other politicians. In other words, new technology disrupted the “good old boys’ club” of traditional media and elite politics. Chart 13Trump Used Twitter To Lay The Groundwork For His Candidacy Chart 14The Trump Tax Cuts A Huge Rise In Corporate Earnings Some policies of the Trump administration were positive for financial markets, and it is fair to say that Trump fired up animal spirits to some extent: Chart 14 highlights that the Tax Cuts and Jobs Act caused a significant rise in stock market earnings per share. But the Trump tax cuts were a conventional policy pushed mostly by the Congressional leadership of the Republican Party, and they did not meaningfully boost economic growth. Chart 15 highlights that, while the US ISM manufacturing index rose sharply in the first year of Trump’s administration, an uptrend was already underway prior to the election as a result of a significant improvement in Chinese credit growth and a recovery in oil prices after the devastating collapse that took place in 2014-2015. Chart 15But The Tax Cuts Did Not Do Much To Boost Growth Similarly, Chart 15 highlights that the Trump trade war does not bear the full responsibility of the significant slowdown in growth in 2019, as China’s credit impulse decelerated significantly between the passage of the Tax Cuts and Jobs Act and the onset of the trade war because Chinese policymakers turned to address domestic concerns. But Chart 16 highlights that the aggressive imposition of tariffs, especially between the US and China, caused an explosion in trade uncertainty even when measured on an equally-weighted basis (i.e., when overweighting trade uncertainty, in countries other than the US and China), which undoubtedly weighed on the global economy and contributed to a very significant slowdown in US jobs growth in 2019 (panel 2). Moreover, Chinese policymakers responded to the trade onslaught by deleveraging, which weighed on the global economy; and consolidating their grip on power at home. In essence, Trump was a political outsider who utilized social media to bypass the traditional media and make his case to the American people. Other factors contributed to his surprising victory, not the least of which was the austerity-induced, slow-growth recovery in key swing states. While US policy was already shifting to be more confrontational toward China, the Trump administration was more belligerent in its use of tariffs than previous administrations. The trade war thus qualifies as another policy shock that was facilitated by the existence of social media. Chart 16The Trade War Caused An Explosion In Global Trade Uncertainty Viewing Social Media As A Negative Productivity-Innovation A rise in fiscal conservatism leading to misguided austerity, the UK’s decision to leave the European Union, and the Trump administration’s trade war have represented significant non-monetary shocks to both the US and global economies over the past 12 years. These shocks strongly contributed to the subpar growth profile of the last economic expansion, as demonstrated above. Given the above, it is reasonable for investors to view social media as a technological innovation with negative productivity growth, given that it has facilitated policy mistakes during the last economic expansion. Chart 17 underscores this point, by highlighting that multi-factor productivity growth has been extremely weak in the post-GFC environment. While productivity is usually driven by supply-side factors over the longer term, it has a cyclical component to it – and in the case of the last economic expansion, the cyclical component was long lasting in nature. Any forces negatively impacting economic growth that do not change the factors of production necessarily reduce measured productivity; it is for this reason that measured productivity declines during recessions; and policy mistakes negatively impact productivity growth. Chart 17Policy Mistakes, Partially Enabled By Social Media, Reduced Productivity During The Last Expansion Chart 18State & Local Government Finances Are In Much Better Shape Today The Risk Of Aggressive Austerity Seems Low Today… Fiscal austerity in the early phase of the last economic cycle was the first social media-linked shock that we identified, but the risk of aggressive austerity appears low today. Much of the fiscal drag that occurred in the aftermath of the global financial crisis happened because of insufficient financial support to state and local governments – and the subsequent refusal by Congress to authorize more aid. But Chart 18 highlights that state and local government finances have already meaningfully recovered, on the back of bipartisan stimulus in 2020, while the American Rescue Plan provides significant additional funding. While it is true that US fiscal policy is set to detract from growth over the coming 6-12 months, this will merely reflect the unwinding of fiscal aid that had aimed to support household income temporarily lost, as a result of a drastic reduction in services spending. As we noted in last month’s report,2 goods spending will likely slow as fiscal thrust turns to fiscal drag, but services spending will improve meaningfully – aided not just by a post-pandemic normalization in economic activity, but also by the deployment of some of the sizable excess savings that US households have accumulated over the past year. Fiscal drag will also occur outside of the US next year. For example, the IMF is forecasting a two percentage point increase in the Euro Area’s cyclically-adjusted primary budget balance, which would represent the largest annual increase over the past two decades. But here too the reduction in government spending will reflect the end of pandemic-related income support, and is likely to occur alongside a positive private-sector services impulse. During the worst of the Euro Area sovereign debt crisis, the impact of austerity was especially acute because it was persistent, and it occurred while the output gap was still large in several Euro Area economies. Chart 19 highlights that Euro Area fiscal consolidation from 2010-2013 was negatively correlated with economic activity during that period, and Chart 20 highlights that, with the potential exception of Spain, this austerity does not appear to have led to subsequently stronger rates of growth. Chart 19Euro Area Austerity Lowered Growth During The Consolidation Phase… Chart 20…And Did Not Seem To Subsequently Raise Growth This experiment in austerity led the IMF to conclude that fiscal multipliers are indeed large during periods of substantial economic slack, constrained monetary policy, and synchronized fiscal adjustment across numerous economies.3 Similarly, attitudes about austerity have shifted among policymakers globally in the wake of the populist backlash. Given this, despite the significant increase in government debt levels that has occurred as a result of the pandemic, we strongly doubt that advanced economies will attempt to engage in additional austerity prematurely, i.e., before unemployment rates have returned close-to steady-state levels. …But The Risk Of Protectionism And Other Populist Measures Looms Large The role that social media has played at magnifying populist policies should be concerning for investors, especially given that there has been a rising trend towards populism over the past 20 years. In a recent paper, Funke, Schularick, and Trebesch have compiled a cross-country database on populism dating back to 1900, defining populist leaders as those who employ a political strategy focusing on the conflict between “the people” and “the elites.” Chart 21 highlights that the number of populist governments worldwide has risen significantly since the 1980s and 1990s, and Chart 22 highlights that the economic performance of countries with populist leaders is clearly negative. Chart 21Populism Has Been On The Rise For The Past 30 Years The authors found that countries’ real GDP growth underperformed by approximately one percentage point per year after a populist leader comes to power, relative to both the country’s own long-term growth rate and relative to the prevailing level of global growth. To control for the potential causal link between economic growth and the rise of populist leaders, Chart 23 highlights the results of a synthetic control method employed by the authors that generates a similar conclusion to the unconditional averages shown in Chart 22: populist economic policies are significantly negative for real economic growth. Chart 22Populist Leaders Are Clearly Growth Killers Even After… Chart 23… Controlling For The Odds That Weak Growth Leads To Populism This is especially concerning given that wealth and income inequality, perhaps the single most important structural cause of rising populism and political polarization, is nearly as elevated as it was in the 1920s and 1930s (Chart 24). This trend, at least in the US, has been exacerbated by a decline in public trust of mainstream media among independents and Republicans that began in the early 2000s and helped to fuel the public’s adoption of alternative news and social media. The decline in trust clearly accelerated as a result of erroneous reporting on what turned out to be nonexistent weapons of mass destruction in Iraq and other controversies of the Bush administration. Chart 21 showed that the rise in populism has also yet to abate, suggesting that social media has the potential to continue to amplify policy mistakes for the foreseeable future. Chart 24Inequality: The Most Important Structural Cause Of Populism And Polarization It is not yet clear what economic mistakes will occur under the Biden administration, but investors should not rule out the possibility of policies that are harmful for growth. The likely passage of a bipartisan infrastructure bill or a partisan reconciliation bill in the second half of this year will most likely be the final word on fiscal policy until at least 2025,4 underscoring that active fiscal austerity is not likely a major risk to investors. Spending levels will probably freeze after 2022: Republicans will not be able to slash spending, and Democrats will not be able to hike spending or taxes, if Republicans win at least one chamber of Congress in the midterms (as is likely). Biden has preserved the most significant of Trump’s protectionist policies by maintaining US import tariffs against China, and the lesson from the Tea Party’s surge following the global financial crisis is that major political shifts, magnified by social media, can manifest themselves as policy with the potential to impact economic activity within a two-year window. Attitudes toward China have shifted negatively around the world because of deindustrialization and now the pandemic.5 White collar workers in DM countries have clearly fared better during lockdowns than those of lower-income households. This has created extremely fertile ground for a revival in populist sentiment, which could force the Biden administration or Congressional Democrats toward protectionist or otherwise populist actions over the coming year, in the lead up to the 2022 mid-term elections. Investment Conclusions In this report, we have documented the historical link between social media, populism, and policy mistakes during the last economic expansion. It is clear that neither social media nor even populism is solely responsible for all mistakes – the UK’s and EU’s ill-judged foray into austerity was driven by elites. Furthermore, we have not addressed in this report the impact of populism on actions of emerging markets, such as China and Russia, whose own behavior has dealt disinflationary blows to the global economy. Nevertheless, populism is a potent force that clearly has the power to harness new technology and deliver shocks to the global economy and financial markets. The risks of additional mistakes from populism are still present, and that is even before considering other risks to society from social media: a reduction in mental health among young social media users, and the role that social media has played in spreading misinformation – contributing to the vaccine hesitancy in some DM countries that we discussed in Section 1 of our report. Two investment conclusions emerge from our analysis. First, we noted in our April report that there is a chance that investor expectations for the natural rate of interest (“R-star”) will rise once the economy normalizes post-pandemic, but that this will likely not occur as long as investors continue to believe in the narrative of secular stagnation. Despite the fact that the past decade’s shocks occurred against the backdrop of persistent household deleveraging (which has ended in the US), these shocks reinforced that narrative, and any additional policy shocks following a return to economic normality will again be seen by both investors and the Fed as strong justification for low interest rates. Thus, while the rapid closure of output gaps in advanced economies over the coming year argues for both cyclically and structurally higher bond yields, a revival in protectionist sentiment is a risk to this view that we will be closely monitoring over the coming 12-24 months. Second, for tech investors, the bipartisan shift in public sentiment to become more critical of social media companies is gradually becoming a real risk, potentially affecting user growth. Based solely on Facebook, Twitter, Pinterest, and Snapchat, social media companies do not account for a very significant share of the overall equity market (Chart 25), suggesting that the impact of a negative shift in sentiment toward social media companies would not be an overly significant event for equity investors in general. Chart 25 highlights that the share of social media companies as a percent of the broad tech sector rises if Google is included; YouTube accounts for less than 15% of Google’s total advertising revenue, however, suggesting modest additional exposure beyond the solid line in Chart 25. Chart 25The Underperformance Of Social Media Would Not Excessively Weigh On The Broad Market Still, investors with concentrated positions in social media stocks should be aware of the potential idiosyncratic risks facing social media companies as a result of the public’s impression of the impact of social media on society. If social media companies come to be widely associated with political gridlock, the polarization of society, and failed economic policies (as already appears to be the case), then the fundamental performance of these stocks is likely to be quite poor regardless of whether or not tech companies ultimately enjoy a relatively friendly regulatory environment under the Biden administration.   Jonathan LaBerge, CFA Vice President The Bank Credit Analyst   Footnotes 1     Grassroots Organizing in the Digital Age: Considering Values and Technology in Tea Party and Occupy Wall Street by Agarwal, Barthel, Rost, Borning, Bennett, and Johnson, Information, Communication & Society, 2014. 2     Please see The Bank Credit Analyst “July 2021,” dated June 24, 2021, available at bca.bcaresearch.com 3    “Are We Underestimating Short-Term Fiscal Multipliers?”,IMF World Economic Outlook, October 2012 4    Please see US Political Strategy Outlook "Third Quarter Outlook 2021: Game Time," dated June 30, 2021, available at usps.bcaresearch.com 5    “Unfavorable Views of China Reach Historic Highs in Many Countries,” PEW Research Center, October 2020.

Highlights Recent progress on the path to a post-pandemic state and the return to pre-COVID economic conditions has been mixed. The share of vaccinated individuals continues to rise globally, and the number of confirmed UK cases has recently peaked. However, vaccine penetration remains comparatively low in the US, and there has been no meaningful change in the pace of vaccination. Given the emergence of the delta variant as well as vaccine hesitancy in some countries, policymakers currently face a trilemma that is conceptually similar to the Mundell-Fleming Impossible Trinity. The pandemic version of the Impossible Trinity suggests that policymakers cannot simultaneously prevent the reintroduction of pandemic control measures while maintaining a functioning medical system and the complete freedom of individuals to choose whether or not to be vaccinated. Were they to occur, the imposition of renewed pandemic control measures or a dangerous rise in hospitalizations this fall would likely weigh on earnings expectations, at a time when income support for households negatively impacted by the pandemic will be withdrawn. The delta variant of COVID-19 is not vaccine-resistant, meaning that a delta-driven surge in hospitalizations this fall could delay – but not prevent – eventual asset purchase tapering and rate hikes from the Fed. 10-year Treasury yields are well below the fair value implied by a mid-2023 rate hike scenario, underscoring that the recent decline in long-maturity yields is overdone. The recent (slight) tick higher in China’s credit impulse is perhaps a sign that the worst of the credit slowdown has already occurred, but we do not expect a rising trend without a genuine shift toward a looser monetary policy stance. As such, a normalization in services spending in advanced economies remains the likely impulse for global growth over the coming year, at least over the coming 3-6 months. On a 12-month time horizon, we would recommend that investors position for the underperformance of financial assets that are negatively correlated with long-maturity government bond yields. However, for investors more focused on the near term, we would note the potential for further underperformance of cyclical sectors, value stocks, international equities, and most global ex-US currencies versus the US dollar – depending heavily on the evolution of the medical situation in the US and the subsequent response from policymakers. Feature Since we published our last report, progress made on the path to a post-pandemic state and the return to pre-COVID economic conditions have been mixed. Encouragingly, Chart I-1 highlights that the share of people who have received at least one dose of COVID-19 vaccine continues to rise outside of Africa, which continues to be impacted by India’s ban on vaccine exports. By the end of September, at least a quarter of the world’s population will have been fully vaccinated against COVID-19, and many more will have received at least one dose. Pfizer’s plan to request emergency authorization for its vaccine for children aged 5-11 by October also stands to raise total vaccination rates in advanced economies even further by the end of the year. In addition, Chart I-2 presents further evidence that the relationship between new cases of COVID-19 and hospitalization has truly been altered. The chart shows that the number of patients in UK hospitals is much lower than what would be implied by the number of new cases, which itself now appears to have peaked at a lower level than that of January. Given that the strain on the medical system is the dominant constraint facing policymakers, a modest rise in hospitalizations implies a durable end to pandemic restrictions and a return to economic normality. Chart I-1Global Vaccination Progress Continues Chart I-2Vaccines Have Truly Altered The Relationship Between Cases And Hospitalizations   However, the risk from the delta variant appears to be higher in the US than in the UK, due to a lower level of vaccine penetration. Only 56% of the US population has received at least one dose of a COVID-19 vaccine, compared with 67% in Israel, 69% in the UK, and 71% in Canada. And thus far, there has been no meaningful change in the pace of vaccination in the US in response to the threat from the delta variant, despite recent exhortations from politicians and media personalities from both sides of the political spectrum. The Impossible Trinity: Pandemic Edition Last year, most investors would have said that the existence of a safe and effective vaccine would likely be enough to durably end the pandemic. But given the development of more dangerous variants of the disease, and the existence of vaccine hesitancy in many countries, policymakers now face a trilemma that is conceptually similar to the concept of the “Impossible Trinity” as described by Mundell and Fleming. The upper portion of Chart I-3 illustrates the standard view of the Impossible Trinity, which posits that policymakers must choose one side of the triangle, while foregoing the opposite economic attribute. For example, most modern economies have chosen “B,” gaining the free flow of capital and independent monetary policy by giving up a fixed exchange rate regime (and allowing currency volatility). By contrast, Hong Kong has chosen side “A,” meaning that its monetary policy is driven by the Federal Reserve in exchange for a pegged currency and an open capital account. The lower portion of Chart I-3 presents the pandemic version of the trilemma, which sees policymakers having to choose two of these three outcomes: No economically-damaging pandemic control restrictions placed on society A functioning medical system The complete freedom of individuals to choose whether or not to be vaccinated Chart I-3Variants And Vaccine Hesitancy Have Created A Difficult Choice For Policymakers In reality, the pandemic version of the Impossible Trinity is likely to be resolved in a fashion similar to how China views the original trilemma,1 which is to distribute a 200% “adoption rate” among the three competing choices. In essence, this means that policymakers will likely partially adopt all three measures with a degree of intensity that will change over time in response to the prevailing circumstances. Chart I-4No Sign Yet Of A Pickup In US Vaccination Rates But Chart I-4 is a clear example of the differences in approach adopted by the US in response to vaccine hesitancy compared to other. So far, attempts to convince vaccine-hesitant Americans to get their shot have relied mostly on “carrot” approaches in an attempt to preserve individual freedom of choice, i.e. side “B” in Chart I-3. As noted above, these measures, so far, have failed, as there has been no noticeable uptick in the pace of vaccine doses administered in the US over the past month. By contrast, France, like several other countries, has begun to use “stick” approaches that push it more toward side “A” of the trilemma. In mid-July, French President Emmanuel Macron announced that French citizens who want to visit cafes, bars or shopping centers must show proof of vaccination or a negative test result. The policy also mandated that French health care and nursing home workers must be vaccinated. The result was a sharp, and thus far sustained, uptick in the pace of doses administered. For equity investors, the risk is that the politically contentious nature of vaccine mandates in the US will cause policymakers to acquiesce to renewed pandemic control measures this fall if the delta variant continues to spread widely over the coming few months (as seems likely). Alternatively, policymakers may allow a dangerous increase in hospitalizations, but this would merely postpone the imposition of control measures – and they would be more severe once reintroduced. Thus, there is a legitimate risk that the spread of the delta variant in the US does weigh on earnings expectations, especially for consumer-oriented services companies, at a time when income support for households negatively impacted by the pandemic will be withdrawn. Bond Yields, Delta, And Slowing Growth Momentum Chart I-5Growth Momentum Has Slowed... Of course, many investors would point to the significant decline in US 10-year bond yields since mid-March as having already acted in response to waning growth momentum. For example, the peak in US bond yields coincided with the March peak in the ISM manufacturing PMI, as well as a meaningful shift lower in the US economic surprise index (Chart I-5). Without a soaring inflation surprise index, the overall economic surprise index for the US would likely already be negative. The takeaway for some investors has been that a decline in yields has been normal given that the economy has passed its point of maximum strength. But there are two aspects of this narrative that do not accord with the data. First, Chart I-6 highlights that growth is peaking from an extremely strong pace, making it difficult to justify the magnitude of the decline in long-term yields over the past few months. And second, Chart I-7 highlights that the decline in the US 10-year yield closely corresponds to delta variant developments in the US. The chart shows that the 10-year yield broke below 1.5% shortly after the effective US COVID-19 reproduction rate (“R0”) began to rise, and the significant decline in yields over the past month began once R0 rose above 1. Chart I-7 does suggest that yields have reacted in response to the growth outlook, but in a different way than the “maximum strength” narrative suggests. Chart I-6…But Growth Itself Remains Quite Strong Chart I-7The Yield Decline Over The Past Month Seems Related To Delta Chart I-810-Year Yields Are Too Low, Even If Variants Delay The Fed While we can identify the apparent trigger for the decline in bond yields since mid-March, we do not agree that the decline is fundamentally justified. The delta variant of COVID-19 is not vaccine-resistant, meaning that a delta-driven surge in hospitalizations this fall could delay – but not prevent – eventual asset purchase tapering and rate hikes from the Fed. For example, Chart I-8 highlights that the 10-year yield is now 60 basis points below its fair value level in a scenario in which the Fed only begins to raise interest rates in mid-2023, underscoring that the recent decline in yields is overdone. And, although it is also true that market-based measures of inflation compensation have eased from their May highs, we have noted in previous reports that the Fed’s reaction function is almost exclusively driven by progress in the labor market back toward “maximum employment” levels – not inflation. Chart I-9 highlights that US real output per worker has grown at a much faster pace since the onset of the pandemic than what occurred on average over the past four economic recoveries, reflecting the success that US fiscal policy has had in supporting aggregate demand as well as constraints on labor supply in services industries. These factors will wane in intensity over the coming year, suggesting that real output per worker is unlikely to rise meaningfully further over that time horizon. Based on consensus market expectations for growth as well as the Fed’s most recent forecasts, a flat trend in real output per worker over the coming year would imply that the employment gap will be closed by Q2 of next year. This would be consistent with the recent trend in high frequency mobility data, such as US air traveler throughput and public transportation use in New York City (Chart I-10), the epicenter of the negative impact on urban core services employment stemming from the pandemic “work from home” effect. Chart I-9Real Output Per Worker Unlikely To Rise Much Further Over The Coming Year Chart I-10High-Frequency Data Points To A Closed Jobs Gap By Mid-2022   A closed employment gap by the middle of next year would imply that the Fed will begin to raise rates sometime in 2H 2022. Even if this were delayed by several months due to delta, Chart I-8 illustrated that 10-year Treasury yields are still too low. No Help From China If the spread of the delta variant over the coming few months does temporarily weigh on developed market economic activity via renewed pandemic control measures, investors should note that the lack of a countervailing growth impulse from China may act as an aggravating factor. Chart I-11 highlights that China’s PMI remains persistently below its 12-month trend, as it has tended to do following a decline in China’s credit impulse. And while some investors were hoping that the PBOC’s recent cut to the reserve requirement ratio represented a pivot in Chinese monetary policy towards sustained easing, Chart I-12 highlights that the 3-month repo rate remains well off its low from last year – and is only modestly lower than it was on average during most of the 2018/2019 period. Chart I-11China Is Slowing, And Policy Has Not Yet Reversed Course Chart I-12The Recent RRR Cut Was Not The Start Of A Dovish PBOC Shift   The recent (slight) tick higher in China’s credit impulse is perhaps a sign that the worst of the credit slowdown has already occurred, but we do not expect a rising trend without a genuine shift toward a looser monetary policy stance. As such, a normalization in services spending in advanced economies remains the likely impulse for global growth over the coming year, at least over the coming three to six months. Investment Conclusions Chart I-13Assets That Benefit From Lower Yields May Remain Well-Bid In The Near Term The unprecedented nature of the pandemic, as well as the unclear impact the delta variant will have given prevailing rates of vaccination in advanced economies, has clouded the near-term economic outlook. It is unlikely that the delta variant of SARS-COV-2 will have a long-lasting impact on economic activity in advanced economies, but it does have the potential to cause the temporary reintroduction of some pandemic restrictions and, thus, modestly delay the transition to a post-pandemic state. While long-term government bond yields are set to rise on a 12-month time horizon, financial assets that are negatively correlated with long-term bond yields could remain well-bid over the next few months. Chart I-13 highlights that cyclical equity sectors have underperformed defensive equity sectors over the past month, and banks have underperformed the overall index. The correlation between long-maturity real Treasury yields and the relative performance of value and growth stocks has also held up, with growth stocks outperforming since the end of March. Global ex-US equities have also underperformed US stocks, and the dollar has modestly risen. On a 12-month time horizon, we would recommend that investors position for a reversal of all these recent moves. However, for investors more focused on the near term, we would note the potential for further underperformance of cyclical sectors, value stocks, international equities, and most global ex-US currencies versus the US dollar – depending heavily on the evolution of the medical situation in the US and the subsequent response from policymakers. This underscores that cyclical investment strategy will be even more data dependent than usual throughout the second half of the calendar year. The pace of nonfarm payrolls growth in the US remains the single most important data release driving US monetary policy, and investors should especially focus on whether jobs growth this fall is consistent with the Fed’s maximum employment objective, as the impact of the delta variant becomes clearer, as constraints to labor supply are removed, and as employees progressively return to work. Jonathan LaBerge, CFA Vice President The Bank Credit Analyst July 29, 2021 Next Report: August 26, 2021 II. The Social Media Magnification Effect: Austerity, Populism, And Slower Growth Investors should view social media as a technological innovation with negative productivity growth. Social media has contributed to policy mistakes – such as fiscal austerity and protectionism – that have acted as shocks to aggregate demand over the past 15 years. The cyclical component of productivity was long lasting in nature during the last economic expansion. Forces that negatively impact economic growth but do not change the factors of production necessarily reduce measured productivity, and repeated policy mistakes strongly contributed to the slow growth profile of the last economic cycle. Political polarization in a rapidly changing world is the root cause of these policy shocks, but social media likely facilitated and magnified them. The risks of additional mistakes from populism remain present, even before considering other risks to society from social media: a reduction in mental health among young social media users, and the role that social media has played in spreading misinformation. A potential revival in protectionist sentiment is a risk to a constructive cyclical view that we will be closely monitoring over the coming 12-24 months. Investors with concentrated positions in social media stocks should be aware of the potential idiosyncratic risks facing these companies from the public’s impression of the impact of social media on society – especially if social media companies come to be widely associated with political gridlock, the polarization of society, and failed economic policies (as already appears to be the case). Investors should view social media as a technological innovation with negative productivity growth. Social media has contributed to policy mistakes – such as fiscal austerity and protectionism – that have acted as shocks to aggregate demand over the past 15 years. Political polarization in a rapidly changing world is the root cause of these policy shocks, but social media likely facilitated and magnified them. While the risk of premature fiscal consolidation appears low today compared to the 2010-14 period, the pandemic and its aftermath could force the Biden administration or Congressional Democrats toward protectionist or otherwise populist actions over the coming year in the lead up to the 2022 mid-term elections. The midterms, for their part, are expected to bring gridlock back into US politics, which could remove fiscal options should the economy backslide. Frequent shocks during the last economic expansion reinforced the narrative of secular stagnation. In the coming years, any additional policy shocks following a return to economic normality will again be seen by both investors and the Fed as strong justification for low interest rates – despite the case for cyclically and structurally higher bond yields. In addition, investors with concentrated positions in social media companies should take seriously the long-term idiosyncratic risks facing these stocks. These risks stem from the public’s impression of the impact of social media on society, particularly if social media comes to be widely associated with political gridlock, the polarization of society, and failed economic policies. A Brief History Of Social Media The earliest social networking websites date back to the late 1990s, but the most influential social media platforms, such as Facebook and Twitter, originated in the mid-2000s. Prior to the advent of modern-day smartphones, user access to platforms such as Facebook and Twitter was limited to the websites of these platforms (desktop access). Following the release of the first iPhone in June 2007, however, mobile social media applications became available, allowing users much more convenient access to these platforms. Charts II-1 and II-2 highlight the impact that smartphones have had on the spread of social media, especially since the release of the iPhone 3G in 2008. In 2006, Facebook had roughly 12 million monthly active users; by 2009, this number had climbed to 360 million, growing to over 600 million the year after. Twitter, by contrast, grew somewhat later, reaching 100 million monthly active users in Q3 2011. Chart II-1Facebook: Monthly Active Users Chart II-2Twitter: Monthly Active Users Worldwide   Social media usage is more common among those who are younger, but Chart II-3 highlights that usage has risen over time for all age groups. As of Q1 2021, 81% of Americans aged 30-49 reported using at least one social media website, compared to 73% of those aged 50-64 and 45% of those aged 65 and over. Chart II-4 highlights that the usage of Twitter skews in particular toward the young, and that, by contrast, Facebook and YouTube are the social media platforms of choice among older Americans. Chart II-3A Sizeable Majority Of US Adults Regularly Use Social Media Chart II-4Older Americans Use Facebook Far More Than Twitter Chart II-5Social Media Has Changed The Way People Consume News As a final point documenting the development and significance of social media, Chart II-5 highlights that more Americans now report consuming news often (roughly once per day) from a smartphone, computer, or tablet other than from television. Radio and print have been completely eclipsed as sources of frequent news. The major news publications themselves are often promoted through social media, but the rise of the Internet has weighed heavily on the journalism industry. Social media has, for better and for worse, enabled the rapid proliferation of alternative news, citizen journalism, rumor, conspiracy theories, and foreign disinformation. The Link Between Social Media And Post-GFC Austerity Following the 2008-2009 global financial crisis (GFC), there have been at least five deeply impactful non-monetary shocks to the US and global economies that have contributed to the disconnection between growth and interest rates: A prolonged period of US household deleveraging from 2008-2014 The Euro Area sovereign debt crisis Fiscal austerity in the US, UK, and Euro Area from 2010 – 2012/2014 The US dollar / oil price shock of 2014 The rise of populist economic policies, such as the UK decision to leave the European Union, and the US-initiated trade war of 2018-2019. Among these shocks to growth, social media has had a clear impact on two of them. In the case of austerity in the aftermath of the Great Recession, a sharp rise in fiscal conservatism in 2009 and 2010, emblematized by the rise of the US Tea Party, profoundly affected the 2010 US midterm elections. It is not surprising that there was a fiscally conservative backlash following the crisis: the US budget deficit and debt-to-GDP ratio soared after the economy collapsed and the government enacted fiscal stimulus to bail out the banking system. And midterm elections in the US often lead to significant gains for the opposition party However, Tea Party supporters rapidly took up a new means of communicating to mobilize politically, and there is evidence that this contributed to their electoral success. Chart II-6 illustrates that the number of tweets with the Tea Party hashtag rose significantly in 2010 in the lead-up to the election, which saw the Republican Party take control of the House of Representatives as well as the victory of several Tea Party-endorsed politicians. Table II-1 highlights that Tea Party candidates, who rode the wave of fiscal conservatism, significantly outperformed Democrats and non-Tea Party Republicans in the use of Twitter during the 2010 campaign, underscoring that social media use was a factor aiding outreach to voters. Chart II-6Tea Party Supporters Rapidly Adopted Social Media To Mobilize Politically Table II-1Tea Party Candidates Significantly Outperformed In Their Use Of Social Media   And while it is more difficult to analyze the use and impact of Facebook by Tea Party candidates and supporters owing to inherent differences in the structure of the Facebook platform, interviews with core organizers of both the Tea Party and Occupy Wall Street movements have noted that activists in these ideologically opposed groups viewed Facebook as the most important social networking service for their political activities.2 Under normal circumstances, we agree that fiscal policy should be symmetric, with reduced fiscal support during economic expansions following fiscal easing during recessions. But in the context of multi-year household deleveraging, the fiscal drag that occurred in following the 2010 midterm elections was clearly a policy mistake. This mistake occurred partially under full Democratic control of government and especially under a gridlocked Congress after 2010. Chart II-7 highlights that the contribution to growth from government spending turned sharpy negative in 2010 and continued to subtract from growth for some time thereafter. In addition, panel of Chart II-7 highlights that the US economic policy uncertainty index rose in 2010 after falling during the first year of the recovery, reaching a new high in 2011 during the Tea Party-inspired debt ceiling crisis. Chart II-7The Fiscal Drag That Followed The 2010 Midterm Elections Was A Clear Policy Mistake Chart II-8Policy Mistakes Significantly Contributed To Last Cycle's Subpar Growth Profile In addition to the negative impact of government spending on economic growth, this extreme uncertainty very likely damaged confidence in the economic recovery, contributing to the subpar pace of growth in the first half of the last economic expansion. Chart II-8 highlights the weak evolution in real per capita GDP from 2009-2019 compared with previous economic cycles, which was caused by a prolonged household balance sheet recovery process that was made worse by policy mistakes. To be sure, the UK and the EU did not have a Tea Party, and yet political elites imposed fiscal austerity. It is also the case that President Obama was the first president to embrace social media as a political and public relations tool. So it cannot be said that either social media or the Republican Party are uniquely to blame for the policy mistakes of that era. But US fiscal policy would have been considerably looser in the 2010s if not for the Tea Party backlash, which was partly enabled by social media. Too tight of fiscal policy in turn fed populism and produced additional policy mistakes down the road. From Fiscal Drag To Populism While social media is clearly not the root cause of the recent rise of populist policies, it has had a hand in bringing them about – in both a direct and indirect manner. The indirect link between social media use and the rise in populist policies has mainly occurred through the highly successful use of social media by international terrorist organizations (chiefly ISIL) and its impact on sentiment toward immigration in several developed market economies. Chart II-9Terrorism And Immigration Likely Contributed To Brexit Chart II-9 highlights that public concerns about immigration and race in the UK began to rise sharply in 2012, in lockstep with both the rise in UK immigrants from EU accession countries and a series of events: the Syrian refugee crisis, the establishment and reign of the Islamic State, and three major terrorist attacks in European countries for which ISIL claimed responsibility. Given that the main argument for “Brexit” was for the UK to regain control over its immigration policies, these events almost certainly increased UK public support for withdrawing from the EU. In other words, it is not clear that Brexit would have occurred (at least at that moment in time) without these events given the narrow margin of victory for the “leave” campaign. The absence of social media would not have prevented the rise of ISIL, as that occurred in response to the US’s precipitous withdrawal from Iraq. The inevitable rise of ISIL would still have generated a backlash against immigration. Moreover, fiscal austerity in the UK and EU also fed other grievances that supported the Brexit movement. But social media accelerated and amplified the entire process.  Chart II-10Brexit Weakened UK Economic Performance Prior To The Pandemic Chart II-10 presents fairly strong evidence that Brexit weakened UK economic performance relative to the Euro Area prior to the pandemic, with the exception of the 2018-2019 period. In this period Euro Area manufacturing underperformed during the Trump administration’s trade war as a result of its comparatively higher exposure to automobile production and its stronger ties to China. Panel 2 highlights that GBP-EUR fell sharply in advance of the referendum, and remains comparatively weak today. Turning to the US, Donald Trump’s election as US President in 2016 was aided by both the direct and indirect effects of social media. In terms of indirect effects, Trump benefited from similar concerns over immigration and terrorism that caused the UK to leave the EU: Chart II-11 highlights that terrorism and foreign policy were second and third on the list of concerns of registered voters in mid-2016, and Chart II-12 highlights that voters regarded Trump as the better candidate to defend the US against future terrorist attacks. Chart II-11Terrorism Ranked Highly As An Issue In The 2016 US Election Chart II-12Voters Regarded Trump As Better Equipped To Defend Against Terrorism Trump’s election; and the enactment of populist policies under his administration, were directly aided by Trump’s active use of social media (mainly Twitter) to boost his candidacy. Chart II-13 highlights that there were an average of 15-20 tweets per day from Trump’s Twitter account from 2013-2015, and 80% of those tweets occurred before he announced his candidacy for president in June 2015. This strongly underscores that Trump mainly used Twitter to lay the groundwork for his candidacy as an unconventional political outsider rather than as a campaign tool itself, which distinguishes his use of social media from that of other politicians. In other words, new technology disrupted the “good old boys’ club” of traditional media and elite politics. Some policies of the Trump administration were positive for financial markets, and it is fair to say that Trump fired up animal spirits to some extent: Chart II-14 highlights that the Tax Cuts and Jobs Act caused a significant rise in stock market earnings per share. But the Trump tax cuts were a conventional policy pushed mostly by the Congressional leadership of the Republican Party, and they did not meaningfully boost economic growth. Chart II-15 highlights that, while the US ISM manufacturing index rose sharply in the first year of Trump’s administration, an uptrend was already underway prior to the election as a result of a significant improvement in Chinese credit growth and a recovery in oil prices after the devastating collapse that took place in 2014-2015. Chart II-13Trump Used Twitter To Lay The Groundwork For His Candidacy Chart II-14The Trump Tax Cuts A Huge Rise In Corporate Earnings   Chart II-15But The Tax Cuts Did Not Do Much To Boost Growth Similarly, Chart II-15 highlights that the Trump trade war does not bear the full responsibility of the significant slowdown in growth in 2019, as China’s credit impulse decelerated significantly between the passage of the Tax Cuts and Jobs Act and the onset of the trade war because Chinese policymakers turned to address domestic concerns. Chart II-16The Trade War Caused An Explosion In Global Trade Uncertainty But Chart II-16 highlights that the aggressive imposition of tariffs, especially between the US and China, caused an explosion in trade uncertainty even when measured on an equally-weighted basis (i.e., when overweighting trade uncertainty, in countries other than the US and China), which undoubtedly weighed on the global economy and contributed to a very significant slowdown in US jobs growth in 2019 (panel 2). Moreover, Chinese policymakers responded to the trade onslaught by deleveraging, which weighed on the global economy; and consolidating their grip on power at home. In essence, Trump was a political outsider who utilized social media to bypass the traditional media and make his case to the American people. Other factors contributed to his surprising victory, not the least of which was the austerity-induced, slow-growth recovery in key swing states. While US policy was already shifting to be more confrontational toward China, the Trump administration was more belligerent in its use of tariffs than previous administrations. The trade war thus qualifies as another policy shock that was facilitated by the existence of social media. Viewing Social Media As A Negative Productivity-Innovation A rise in fiscal conservatism leading to misguided austerity, the UK’s decision to leave the European Union, and the Trump administration’s trade war have represented significant non-monetary shocks to both the US and global economies over the past 12 years. These shocks strongly contributed to the subpar growth profile of the last economic expansion, as demonstrated above. Chart II-17Policy Mistakes, Partially Enabled By Social Media, Reduced Productivity During The Last Expansion Given the above, it is reasonable for investors to view social media as a technological innovation with negative productivity growth, given that it has facilitated policy mistakes during the last economic expansion. Chart II-17 underscores this point, by highlighting that multi-factor productivity growth has been extremely weak in the post-GFC environment. While productivity is usually driven by supply-side factors over the longer term, it has a cyclical component to it – and in the case of the last economic expansion, the cyclical component was long lasting in nature. Any forces negatively impacting economic growth that do not change the factors of production necessarily reduce measured productivity; it is for this reason that measured productivity declines during recessions; and policy mistakes negatively impact productivity growth. The Risk Of Aggressive Austerity Seems Low Today… Chart II-18State & Local Government Finances Are In Much Better Shape Today Fiscal austerity in the early phase of the last economic cycle was the first social media-linked shock that we identified, but the risk of aggressive austerity appears low today. Much of the fiscal drag that occurred in the aftermath of the global financial crisis happened because of insufficient financial support to state and local governments – and the subsequent refusal by Congress to authorize more aid. But Chart II-18 highlights that state and local government finances have already meaningfully recovered, on the back of bipartisan stimulus in 2020, while the American Rescue Plan provides significant additional funding. While it is true that US fiscal policy is set to detract from growth over the coming 6-12 months, this will merely reflect the unwinding of fiscal aid that had aimed to support household income temporarily lost, as a result of a drastic reduction in services spending. As we noted in last month’s report,3 goods spending will likely slow as fiscal thrust turns to fiscal drag, but services spending will improve meaningfully – aided not just by a post-pandemic normalization in economic activity, but also by the deployment of some of the sizable excess savings that US households have accumulated over the past year. Fiscal drag will also occur outside of the US next year. For example, the IMF is forecasting a two percentage point increase in the Euro Area’s cyclically-adjusted primary budget balance, which would represent the largest annual increase over the past two decades. But here too the reduction in government spending will reflect the end of pandemic-related income support, and is likely to occur alongside a positive private-sector services impulse. During the worst of the Euro Area sovereign debt crisis, the impact of austerity was especially acute because it was persistent, and it occurred while the output gap was still large in several Euro Area economies. Chart II-19 highlights that Euro Area fiscal consolidation from 2010-2013 was negatively correlated with economic activity during that period, and Chart II-20 highlights that, with the potential exception of Spain, this austerity does not appear to have led to subsequently stronger rates of growth. Chart II-19Euro Area Austerity Lowered Growth During The Consolidation Phase… Chart II-20…And Did Not Seem To Subsequently Raise Growth   This experiment in austerity led the IMF to conclude that fiscal multipliers are indeed large during periods of substantial economic slack, constrained monetary policy, and synchronized fiscal adjustment across numerous economies.4 Similarly, attitudes about austerity have shifted among policymakers globally in the wake of the populist backlash. Given this, despite the significant increase in government debt levels that has occurred as a result of the pandemic, we strongly doubt that advanced economies will attempt to engage in additional austerity prematurely, i.e., before unemployment rates have returned close-to steady-state levels. …But The Risk Of Protectionism And Other Populist Measures Looms Large The role that social media has played at magnifying populist policies should be concerning for investors, especially given that there has been a rising trend towards populism over the past 20 years. In a recent paper, Funke, Schularick, and Trebesch have compiled a cross-country database on populism dating back to 1900, defining populist leaders as those who employ a political strategy focusing on the conflict between “the people” and “the elites.” Chart II-21 highlights that the number of populist governments worldwide has risen significantly since the 1980s and 1990s, and Chart II-22 highlights that the economic performance of countries with populist leaders is clearly negative. Chart II-21Populism Has Been On The Rise For The Past 30 Years The authors found that countries’ real GDP growth underperformed by approximately one percentage point per year after a populist leader comes to power, relative to both the country’s own long-term growth rate and relative to the prevailing level of global growth. To control for the potential causal link between economic growth and the rise of populist leaders, Chart II-23 highlights the results of a synthetic control method employed by the authors that generates a similar conclusion to the unconditional averages shown in Chart II-22: populist economic policies are significantly negative for real economic growth. Chart II-22Populist Leaders Are Clearly Growth Killers Even After… Chart II-23… Controlling For The Odds That Weak Growth Leads To Populism Chart II-24Inequality: The Most Important Structural Cause Of Populism And Polarization This is especially concerning given that wealth and income inequality, perhaps the single most important structural cause of rising populism and political polarization, is nearly as elevated as it was in the 1920s and 1930s (Chart II-24). This trend, at least in the US, has been exacerbated by a decline in public trust of mainstream media among independents and Republicans that began in the early 2000s and helped to fuel the public’s adoption of alternative news and social media. The decline in trust clearly accelerated as a result of erroneous reporting on what turned out to be nonexistent weapons of mass destruction in Iraq and other controversies of the Bush administration. Chart II-21 showed that the rise in populism has also yet to abate, suggesting that social media has the potential to continue to amplify policy mistakes for the foreseeable future. It is not yet clear what economic mistakes will occur under the Biden administration, but investors should not rule out the possibility of policies that are harmful for growth. The likely passage of a bipartisan infrastructure bill or a partisan reconciliation bill in the second half of this year will most likely be the final word on fiscal policy until at least 2025,5 underscoring that active fiscal austerity is not likely a major risk to investors. Spending levels will probably freeze after 2022: Republicans will not be able to slash spending, and Democrats will not be able to hike spending or taxes, if Republicans win at least one chamber of Congress in the midterms (as is likely). Biden has preserved the most significant of Trump’s protectionist policies by maintaining US import tariffs against China, and the lesson from the Tea Party’s surge following the global financial crisis is that major political shifts, magnified by social media, can manifest themselves as policy with the potential to impact economic activity within a two-year window. Attitudes toward China have shifted negatively around the world because of deindustrialization and now the pandemic.6 White collar workers in DM countries have clearly fared better during lockdowns than those of lower-income households. This has created extremely fertile ground for a revival in populist sentiment, which could force the Biden administration or Congressional Democrats toward protectionist or otherwise populist actions over the coming year, in the lead up to the 2022 mid-term elections. Investment Conclusions In this report, we have documented the historical link between social media, populism, and policy mistakes during the last economic expansion. It is clear that neither social media nor even populism is solely responsible for all mistakes – the UK’s and EU’s ill-judged foray into austerity was driven by elites. Furthermore, we have not addressed in this report the impact of populism on actions of emerging markets, such as China and Russia, whose own behavior has dealt disinflationary blows to the global economy. Nevertheless, populism is a potent force that clearly has the power to harness new technology and deliver shocks to the global economy and financial markets. The risks of additional mistakes from populism are still present, and that is even before considering other risks to society from social media: a reduction in mental health among young social media users, and the role that social media has played in spreading misinformation – contributing to the vaccine hesitancy in some DM countries that we discussed in Section 1 of our report. Two investment conclusions emerge from our analysis. First, we noted in our April report that there is a chance that investor expectations for the natural rate of interest (“R-star”) will rise once the economy normalizes post-pandemic, but that this will likely not occur as long as investors continue to believe in the narrative of secular stagnation. Despite the fact that the past decade’s shocks occurred against the backdrop of persistent household deleveraging (which has ended in the US), these shocks reinforced that narrative, and any additional policy shocks following a return to economic normality will again be seen by both investors and the Fed as strong justification for low interest rates. Thus, while the rapid closure of output gaps in advanced economies over the coming year argues for both cyclically and structurally higher bond yields, a revival in protectionist sentiment is a risk to this view that we will be closely monitoring over the coming 12-24 months. Chart II-25The Underperformance Of Social Media Would Not Excessively Weigh On The Broad Market Second, for tech investors, the bipartisan shift in public sentiment to become more critical of social media companies is gradually becoming a real risk, potentially affecting user growth. Based solely on Facebook, Twitter, Pinterest, and Snapchat, social media companies do not account for a very significant share of the overall equity market (Chart II-25), suggesting that the impact of a negative shift in sentiment toward social media companies would not be an overly significant event for equity investors in general. Chart II-25 highlights that the share of social media companies as a percent of the broad tech sector rises if Google is included; YouTube accounts for less than 15% of Google’s total advertising revenue, however, suggesting modest additional exposure beyond the solid line in Chart II-25. Still, investors with concentrated positions in social media stocks should be aware of the potential idiosyncratic risks facing social media companies as a result of the public’s impression of the impact of social media on society. If social media companies come to be widely associated with political gridlock, the polarization of society, and failed economic policies (as already appears to be the case), then the fundamental performance of these stocks is likely to be quite poor regardless of whether or not tech companies ultimately enjoy a relatively friendly regulatory environment under the Biden administration. Jonathan LaBerge, CFA Vice President The Bank Credit Analyst III. Indicators And Reference Charts BCA’s equity indicators highlight that the “easy” money from expectations of an eventual end to the pandemic have already been made. Our technical, valuation, and sentiment indicators are very extended, highlighting that investors should expect positive but modest returns from stocks over the coming 6-12 months. Our monetary indicator has aggressively retreated from its high last year, reflecting a meaningful recovery in government bond yields since last August. The indicator still remains above the boom/bust line, however, highlighting that monetary policy remains supportive for risky asset prices. Forward equity earnings are pricing in a substantial further rise in earnings per share, but for now there is no meaningful sign of waning forward earnings momentum. Net revisions remain very strong, and positive earnings surprises have risen to their highest levels on record. Within a global equity portfolio, global ex-US equities have underperformed alongside cyclical sectors, banks, and value stocks more generally. On a 12-month time horizon, we would recommend that investors position for the underperformance of financial assets that are negatively correlated with long-maturity government bond yields. But investors more focused on the near term, we would note the potential for further underperformance of cyclical sectors, value stocks, international equities, and most global ex-US currencies versus the US dollar – depending heavily on the evolution of the medical situation in the US and the subsequent response from policymakers. The US 10-Year Treasury yield has fallen sharply since mid-March. This decline was initially caused by waning growth momentum, but has since morphed into concern about the impact of the delta variant of SARS-COV-2 and the implications for US monetary policy. 10-year Treasury yields are well below the fair value implied by a mid-2023 rate hike scenario, underscoring that the recent decline in long-maturity yields is overdone. The extreme rise in some commodity prices over the past several months has eased. Lumber prices have normalized, whereas industrial metals have moved mostly sideways since late-April and agricultural prices remain 13% below their early-May high. We had previously argued that a breather in commodity prices was likely at some point over the coming several months, and we would expect further declines in some commodity prices as supply chains normalize, labor supply recovers, and Chinese demand for metals slows. US and global LEIs remain very elevated, but are starting to roll over. Our global LEI diffusion index has declined very significantly, but this likely reflects the outsized impact of a few emerging market countries (whose vaccination progress is still lagging). Still-strong leading and coincident indicators underscore that the global demand for goods is robust, and that output is below pre-pandemic levels in most economies because of very weak services spending. The latter will recover significantly at some point over the coming year, as social distancing and other pandemic control measures disappear. EQUITIES: Chart III-1US Equity Indicators Chart III-2Willingness To Pay For Risk Chart III-3US Equity Sentiment Indicators   Chart III-4US Stock Market Breadth Chart III-5US Stock Market Valuation Chart III-6US Earnings Chart III-7Global Stock Market And Earnings: Relative Performance Chart III-8Global Stock Market And Earnings: Relative Performance   FIXED INCOME: Chart III-9US Treasurys And Valuations Chart III-10Yield Curve Slopes Chart III-11Selected US Bond Yields Chart III-1210-Year Treasury Yield ComponentsChart III-13US Corporate Bonds And Health Monitor Chart III-14Global Bonds: Developed Markets Chart III-15Global Bonds: Emerging Markets   CURRENCIES: Chart III-16US Dollar And PPP Chart III-17US Dollar And Indicator Chart III-18US 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-28US And Global Macro Backdrop Chart III-29US Macro Snapshot Chart III-30US Growth Outlook Chart III-31US Cyclical Spending Chart III-32US Labor Market Chart III-33US Consumption Chart III-34US Housing Chart III-35US Debt And Deleveraging   Chart III-36US Financial Conditions Chart III-37Global Economic Snapshot: Europe Chart III-38Global Economic Snapshot: China   Jonathan LaBerge, CFA Vice President The Bank Credit Analyst Footnotes 1 Please see China Investment Strategy Weekly Report “Moderate Releveraging And Currency Stability: An Impossible Dream?” dated September 5, 2018, available at cis.bcaresearch.com 2 Grassroots Organizing in the Digital Age: Considering Values and Technology in Tea Party and Occupy Wall Street by Agarwal, Barthel, Rost, Borning, Bennett, and Johnson, Information, Communication & Society, 2014. 3 Please see The Bank Credit Analyst “July 2021,” dated June 24, 2021, available at bca.bcaresearch.com 4 “Are We Underestimating Short-Term Fiscal Multipliers?” IMF World Economic Outlook, October 2012 5 Please see US Political Strategy Outlook "Third Quarter Outlook 2021: Game Time," dated June 30, 2021, available at usps.bcaresearch.com 6 “Unfavorable Views of China Reach Historic Highs in Many Countries,” PEW Research Center, October 2020.