先進国

Neutral In this Tuesday’s Strategy Report we closed our overweight financials call and moved this GICS1 sector to neutral from previously overweight capitalizing 20% in relative gains, since last November’s inception. This move is a hedge to our rising inflation view, and we would rather stick to overweighting energy and industrials as ways to express our inflation protection theme as opposed to maintaining an above benchmark allocation in financials. There are some warning signs for the sector as well. The Fed’s easing cycle has reached a zenith and, at the margin, this will weigh on relative financials profitability (bottom panel). The shadow fed funds rate (courtesy of Leo Krippner1) has also troughed and is closing in on the zero line (middle panel). Finally, using the 10-year/shadow fed funds rate yield curve also signals that the yield curve may have peaked already, at least for this early part of the business cycle (top panel). Bottom Line: We downgraded the S&P financials sector to neutral in yesterday’s Strategy Report and pocketed gains to the tune of 20%, since inception.   Footnotes 1https://www.ljkmfa.com/test-test/international-ssrs/

特別レポート

Highlights We update our assumptions for the likely 10-15 year return for a wide range of different asset classes. Our methodology is basically unchanged from our last Return Assumptions report published in 2019, though we have refined our analysis and use of data in some areas. Returns over the next decade will be very low compared to history. We project that a standard global portfolio (50% equities, 30% bonds, and 20% alternatives) will return only 3.0% a year in nominal terms. That compares to a historic return of 6.3%. There are still some assets that will produce better returns, most notably small caps (4.9% a year in the US) and alternatives (6.2% for private equity, for example). But they also carry higher risk. Spreadsheets are available with detailed data. Introduction This is the third edition of our work on return assumptions. Since publishing the previous reports in November 2017 and June 2019, we have had many opportunities to discuss our methodologies with clients and in the Global Asset Allocation course at the BCA Academy. This has allowed us to test and, in many cases, refine our approach. We believe the methodologies we use have stood the test of time. We have always emphasized that this sort of capital markets assumptions (CMA) analysis is an art, not a precise science. We continue to prefer to project returns over a somewhat undefined 10-15 year period, since this allows us to think about the underlying trend of likely returns. Many other CMA papers use five (or even three) year time horizons which, in our view, are problematical since they rely heavily on a forecast of the timing, length, and severity of the next recession. Our approach is based on the concept that the return on the risk-free long-term government bond is the cornerstone to projecting asset returns, and that this return is rather predictable: It is approximately the current yield. Most other asset returns can be built up from that – the return on high-yield bonds, for example, by assuming that their historic spread over government bonds, and default and recovery rates will continue in the future. For equities, we continue to use six different methodologies, which are based on a mixture of valuation and projected earnings growth. This approach – that assumed returns can be built up from a combination of current yield plus forecast future growth in capital values – also works for most alternative asset classes, for example real estate. We have made a few minor changes to our methodology in this edition. We have, for example, made our use of historical data (for spreads, profit margins, growth relative to GDP, etc.) more consistent, using the 20-year average where possible. The biggest change this time is that clients can download here a spreadsheet with all the data in this report in order, for example, to use the data as inputs into their own optimizers. In addition, we have set up our detailed spreadsheet to allow clients to see the underlying inputs, the formulae behind our methodologies, and to input their own assumptions. This will also allow us to update the results of our analysis as often as needed. Please let us know here if you would like more details about this additional service. This Special Report is structured as follows. First, we analyze the overall results: What is the probable return from each asset class over the next 10-15 years, and how do these differ from historical returns. Next, we describe in detail the methodologies we use, for (1) economic growth, (2) fixed-income instruments, (3) equities, and (4) 12 different alternative asset classes. Then, we describe our way of forecasting currency returns, and show the return assumptions in different base currencies. Finally, we update the numbers for volatility and correlations, which many investors need as inputs into optimization programs. The summary of our results is shown in Table 1. The results are all average annual nominal total returns, in local currency terms (except for global indexes, which are in US dollars). The data is updated to end-April 2021 (except for some alternative asset classes where only quarterly data is available). Table 1BCA Assumed Returns Overall Results Returns over the coming decade are likely to be very disappointing compared to history. Our assumptions suggest a typical global portfolio, consisting of 50% large-cap equities, 30% bonds, and 20% alternatives, will produce an annual nominal return of only 3.0%, compared to an average of 6.3% over the past 20 years. A US-only portfolio with a similar composition is likely to produce only a 3.1% return, compared to 7% in history. The reason is simple: Valuations currently are very stretched in almost every asset class. The risk-free rate (the 10-year government bond yield) in the US is 1.6% (compared to a 20-year average of 3.1%). It is negative in the euro area (in nominal terms) and zero in Japan. These rates are the anchor for the returns of all other asset classes, which are theoretically priced off the risk-free rate plus a risk premium. We have long argued that valuations are not a good timing tool for investors. An asset can remain very expensive or very cheap for a considerable period. But all the evidence shows that the valuation at the starting point is a very powerful indicator of long-run returns. The yield on government bonds, for example, has a strong correlation with their 10-year return (Chart 1). In the equity market, the Shiller PE has historically had little correlation with the return over one or two years, but has a 90% correlation with the return over the subsequent 10 years (Chart 2). Chart 1Starting Yield Determines Bond Returns Chart 2Valuation Drive Long-Run Equtiy Returns     With valuations in equity markets now expensive relative to history (for example, forward PE for US stocks of 22x compared to a 20-year average of 16x, and 18x in the euro zone compared to 13x), investors should expect that equity market returns will be low relative to history. Our assumptions point to a 2.6% annual return from US stocks, 2.3% from the euro zone, and 1.6% from Japan (compared to 8.5%, 3.9%, and 3.5% over the past 20 years). Our assumptions are significantly lower than when we last published our analysis in 2019; then we projected 5.6% for US stocks, 4.7% for the euro zone, and 6.2% for Japan. The difference is that equity multiples have risen and risk-free rates have fallen significantly since then. So what should investors do? They have only two choices: Lower their return assumptions, or increase their weightings in riskier asset classes. Chart 3Hard To See How US Pension Funds Will Achieve Their Targets The average US public pension fund (Chart 3) still assumes a return of 7% a year, and private pension funds’ assumption is not much lower. And yet corporate pension funds have been pushed by their consultants in recent years to increase their weighting in bonds, to more closely match their liabilities (Chart 4). It is almost mathematically impossible to achieve their targets with that sort of portfolio. In other countries, such as Australia or Canada, pension funds’ return targets are typically inflation or cash plus 3-4 percentage points. But even those targets are challenging.   Chart 4...Especially With Over 50% In Bonds There are asset classes which will produce higher returns. For example, we project a return of 4.9% from US small-cap stocks – and 9.7% from UK small caps. US high-yield bonds should produce a return of 3.2% a year (even after defaults) and Emerging Markets local currency sovereign debt 2.7% (in USD terms) – not exactly exciting, but at least a pick-up over other fixed-income securities. The projected returns from illiquid alternative assets continue to look relatively attractive. An equal-weighted portfolio of the 12 alternatives we cover is projected to return 5.7% a year, not much lower than the forecast of 6.1% from our 2019 report (and compared to an average of 7.1% of the past 20 years). There are some alt assets where returns have started to trend down: Private equity, for instance, is projected to return 6.2% a year, compared to 11.1% in history, and hedge funds 4.5%, compared to 5.9%. But the illiquidity premium should not disappear completely, even if the move of alternative investments to become more mainstream has reduced it to a degree. So adding more risky assets to a portfolio is an answer, at least for those investors with a long enough time-horizon that allows them to bear the inevitable big drawdowns that come with having a more volatile portfolio. And, unfortunately, lower returns mean that the incremental return gained for each unit of risk taken has declined compared to the past 10 or 20 years (Chart 5) – the efficient frontier has flattened significantly. Chart 5You Need To Take More Risk To Produce Return How We Came Up With The Assumptions GDP Growth Several of our methodologies use assumptions (for example, in equity methods (2) and (3), based on projections of earnings growth, real-estate capital-value growth, and commodities prices) which require estimates of nominal GDP growth in each country and region. To make these forecasts, we assume that nominal GDP growth can be decomposed into: (1) growth of the working-age population, (2) productivity growth, and (3) inflation. This ignores capital intensity, but it has been relatively stable over history and is difficult to forecast. Table 2 shows the assumptions we use, and our forecasts for real and nominal GDP in each country and region. Table 2Calculations Of Trend GDP Growth For population growth we use the United Nations’ median forecast of annual growth in the population aged 25-54 between 2020 and 2040. This ranges from -1% in Japan to +1% in Emerging Markets – although note that the range of forecast population growth in EM varies widely from 1.2% in India to -1.1% in Korea (and in China, too, is negative at -0.7%). This estimate is reasonably reliable, although it does miss some possible factors, such as changes in the female participation rate, hours worked, and changing openness to immigration. Productivity is much harder to forecast. Over the past 10 to 20 years, productivity growth has trended down in most countries (Charts 6A & B). We take a slightly more optimistic view, assuming that productivity growth over the next 10-15 years will equal the 20-year average. We base this on the belief that part of the decline in productivity since the Global Financial Crisis is due to cyclical reasons which are now dissipating, and also to expectations that new technologies coming through (artificial intelligence, big data, automation, robotics etc) will boost productivity in the coming years. Others take a more pessimistic view. The Congressional Budget Office’s forecast of trend real US GDP growth in 2022-2031 of 1.8%, for example, is lower than our estimate of 2.2% mainly because of its more cautious estimate of productivity growth. Chart 6AProductivity Growth (I) Chart 6BProductivity Growth (II)   To derive nominal GDP growth, we assume that inflation over the next 10 years will be on average the same as over the past 20 years, for example 2% in the US, 1.6% in the euro area, 0.1% in Japan, and 3.9% in Emerging Markets (using a weighted average of EM by equity market cap). This estimate, too, has a high degree of uncertainty. One could imagine a scenario whereby inflation picks up significantly over the next decade due to excessively easy monetary policy, overly generous fiscal spending, growth in protectionism, rising labor pressure for wage increases, and the effects of a rising dependency ratio (the ratio of non-working people, especially retirees, to total population).1 But another scenario of continued “secular stagnation” and disinflation, caused by automation-driven job losses and a chronic lack of aggregate demand, is also conceivable. We think our middle-path forecast is the most sensible one to use in projecting likely asset returns, but investors might also want to plan based on these alternative scenarios too. Note that for Emerging Markets, we continue to show two different scenarios, which vary according to different projections of productivity growth. EM productivity growth has been declining steadily since around 2010, and in all major emerging economies, not just China. Our first scenario assumes that this decline ends and that, as in our assumption for developed economies, productivity growth reverts to the 20-year average. The more pessimistic (and, in our view, more likely) scenario assumes that the deterioration in productivity continues and that in 10 years’ time, EM productivity is the same as the average of developed economies. Which scenario will be correct depends on whether emerging economies, not least China, are able to implement structural reforms over the next decade, for example liberalizing the labor market, allowing a greater role for the private sector, improving corporate governance, and institutionalizing more orthodox fiscal and particularly monetary policy. Fixed Income Our anchor for calculating assumed returns is the return on long-term risk-free assets, specifically the 10-year government bond in the strongest countries. It is a reasonable assumption that an investor who buys, for example, a 10-year Treasury bond today and holds it for 10 years will make 1.6% a year in nominal US dollar terms. While this is not perfectly mathematically correct (since it ignores reinvested interest payments, for instance), empirically the return on government bonds has been very closely linked to the yield at the start-point in history (see Chart 1). From this starting-point in each country, we can easily build up the return for other fixed-income assets. These assumptions and the results are shown in Table 3. Table 3Fixed-Income Return Calculations Government bonds in most countries have an average duration of less than 10 years. Over the past five years, in the US it has averaged 6.4 years, and in the euro area 8.0 years. Only in the UK is the average over 10 years: 12.4 years to be precise. To calculate the return from the government bond index for each country we therefore assume that the shape of the yield curve (using the spread between 7-year and 10-year bonds) in future will be the same as the historic 20-year average. Cash. We assume that over the next 10 years the yield on cash will gradually revert to an equilibrium level. We calculate a market-implied real long-term neutral rate from the 10-year historical average of 5-year/5-year OIS implied forwards deflated by the 5-year/5-year implied CPI swap rate. This is a change from the methodology we used in 2019, when we based this off the neutral rate, r*, as calculated by the Holston Laubach-Williams model. But the New York Fed has temporarily stopped updating its calculation of this due to pandemic-induced volatility in the data, and anyway it was not available for every country. We turn the real cash rate into a total nominal return using our assumption for inflation described in detail in the GDP section above, the 20-year historical average of CPI. For inflation-linked securities, such as TIPS, we take the average yield over the past 10 years (a 20-year average was not available in many markets) and add the assumption for inflation described above. Corporate credit. We assume that spreads, and default and recovery rates, while highly volatile over the cycle, remain stable in the long run (Chart 7). We use 20-year averages for these, except that data for investment-grade default rates in Japan, the UK, Canada, and Australia are not available and so we use the average of the US and the euro zone. High-yield default rates are not available for the UK either, and so we do the same. Other bonds. For government-related debt (which is a big part of some bond indexes, 28% in the US for example) we assume that the 20-year historical average of the option-adjusted spread over government bonds will apply in the future too. We use the same methodology for securitized debt (for example, mortgage- and asset-based bonds): The 20-year average spread over the return on government bonds. Emerging Market debt. The assumptions and results for the three categories of EM debt (US dollar sovereign debt, US dollar corporate debt, and local currency sovereign debt) are shown in Table 4. We here assume that the 20-year average historical spread will continue in future. Default and recovery rates are a little harder to calculate, due to a lack of data. For USD sovereign debt (where defaults are rare and so hard to project), we use the rating-based default rate, calculated by Aswath Damodaran of NYU Stern School of Business.2 For USD-denominated EM corporate debt, we use the historical average, calculated by Moody's 2.5%.3 For local-currency debt, we use the same rating-based default rate as for USD sovereign debt. To translate the return into hard currency, we assume that currencies will move in line with the inflation differential between Emerging Markets and the US. For EM inflation we use an average of the IMF’s inflation forecasts for the nine largest emerging markets weighted by their weights in the J.P. Morgan GBI-EM Global Diversified local government bond index, and compare this to our US inflation forecast. This produces an EM inflation forecast of 2.9% a year, compared to 2.2% for the US, thus lowering the USD-based return from local EM debt by 0.7 percentage point. (See a more detailed discussion of forecasting long-term EM currency changes in the Currency section below). Index returns. Table 3 also shows the assumed return for the Bloomberg Barclays bond index for each country and for the global bond index, based on a weighted average of our assumption for each fixed-income asset class and country. Chart 7ACredit Spreads & Default Rates (I) Chart 7BCredit Spreads & Default Rates (II)   Table 4Emerging Market Debt   Equities The assumptions and detailed results for seven different equity markets are shown in Table 5. We have not made any substantial changes to our methodology for equities. We continue to use the average of six different methods to calculate the probable equity returns over the next 10-15 years. These are: Equity Risk Premium (ERP). The return from equities equals the yield on government bonds (we use 10-year bonds) plus an equity risk premium. For the US, we use an equity risk premium of 3.5%. This is based on work by Dimson, Marsh and Staunton4 showing that this is approximately the average excess return of equities over bonds in developed economies since 1900. We scale the equity risk premium for other countries using their average beta to the US market over the past 10 years. This varies from 0.66 for Japan (giving an ERP of 2.3%) and 1.2 in the euro area (ERP is 4.2%). Growth model. Here we assume that the return from equities equals the current dividend yield plus dividend growth. We need to adjust the dividend yield, however, to take into account that in some countries, particularly the US, it is more tax efficient for companies to do buybacks than to pay out dividends. We do this by adding equity withdrawals to the dividend yield. But this needs to be done on a net basis (taking into account equity issuance). We calculate this using the average annual change in the index divisor over the past 10 years. For the US, this is -0.8%, meaning there are more buybacks than new share issues. But in all other regions, the number is positive, and as high as 5.9% a year for Emerging Markets. This dilution is something that many calculations of assumed equity returns miss. For dividend growth, we assume that the dividend payout ratio remains stable, and that earnings growth is correlated with nominal GDP growth. However, history shows that earnings grow more slowly than GDP (logically so, when you consider that companies usually grow fastest before they list on a stock exchange). So we deduct 1% from nominal GDP growth to derive our earnings growth assumption. Note that for Emerging Markets, we use two different measures of dividend growth, depending on future productivity growth, as detailed above in our explanation of the GDP projections. Growth model (with reversion to mean). To take into account that valuations and profit margins typically revert to mean over the long run, we adjust the standard growth model (No. 2 above) by assuming that the current 12-month forward PE ratio and forward net profit margin for each country gradually revert over the next 10 years to their 20-year average. In the US, for example, that would mean that the current 12-month forward PE of 22.5x falls back to 16.0x, and profit margin of 12.5% falls to 10.7%. In every country and region, the profit margin is currently above the long-run average, and in all except the UK the PE is too. Note that we have changed from using the trailing PE and margin, because to use these now would be misleading given the big pandemic-driven decline in profits in 2020. Earnings yield. An intrinsically intuitive (and empirically demonstrable) way of estimating future returns is to use the earnings yield. This is based on the idea that an investor’s return from owning a stock comes either from the company paying a dividend, or from it investing retained earnings and paying a dividend in future. In the US, for example, a forward PE of 22.5x translates into an earnings yield of 4.4%. Again, here we switched this time to using 12-month forward forecast earnings yield, rather the trailing. Shiller PE. There is a strong correlation between valuation at the starting-point and the subsequent return from equities, at least over the long-run, although not over a period of less than 3-5 years (Chart 2). We regressed the Shiller PE (current price divided by average real earnings over the past 10 years) against the return from equities over the subsequent 10 years for each country and region. Composite valuation metric. The Shiller PE has its detractors. Using a fixed 10-year period does not reflect the different lengths of recessions and bull markets. It may say more about the mean-reverting nature of earnings than about whether the current price level is too high. So we also use the BCA Compositive Valuation Metric, which comprises eight indicators including, besides standard valuation measures such as price/sales and price/book, more esoteric ones such as market cap/GDP and Tobin’s Q. Again, we regress the metric against the subsequent 10-year return. Table 5Equity Return Calculations Alternative Assets Real Estate & REITs. We use the same basic methodology for both: The current yield (cap rate or dividend yield) plus projected capital value appreciation (linked to GDP growth). For US direct real estate, for example, we use the simple average cap rate of the five categories of commercial real estate (CRE), apartments, office, retail, industrial, and hotels in major cities: 6.1%. We also use the simple average of available city and category data for other countries. Cap rates are notoriously hard to estimate precisely; our data include a range of real estate, not just prime locations. We assume that capital values will grow in line with nominal GDP growth (using the same assumptions for this as we used for equities, 4.2%). We then deduct 0.5% for maintenance. This produces an expected return of 9.8% for the US. The only difference for REITs is that we do not deduct maintenance since this should already be reflected in the dividend yield. US REITs have a dividend yield currently of 3.5%, which produces an assumed return of 7.7% (Table 6). One risk with this methodology is that in the post-pandemic world, work and life practices might change. This will hurt office and residential real estate in major cities (which are overrepresented in investible CRE), though smaller cities and rural areas might benefit. As a result, capital values might fall. Table 6Alternatives Return Calculations Farmland & Timberland. Our methodology is similar to that for real estate: Current yield plus projected growth in capital values. For farmland, we use the farmland renter yield, sourced from the US Department of Agriculture. To estimate future land values, we take the gap between land value growth over the past 40 years (3.7%) and nominal growth of world GDP over that time (5.2%), assume that gap will continue and so deduct it from our estimate of global nominal GDP growth going forward (3.6%). This gives a result of 6.5%. For timberland, we assume that annualized returns in the future are the same as over the past 20 years. This produces a return assumption of 5.7%, which is (logically) moderately lower than our assumed return for farmland. Private Equity & Venture Capital. We project the return for private equity (PE) using the 30-year time-weighted average of the three-year rolling annualized return of PE over US large-cap equities, 3.6% (Chart 8). This produces an assumed return of 6.2%. For venture capital (VC), we use the same historical average for VC over PE (0.4%) to arrive at an assumed return of 6.6%. Hedge Funds. We use the 20-year time-weighted return of the Hedge Fund Composite Index over cash, 3.5% (Chart 9). This projects a future annual nominal return of 4.5%. Commodities. We previously used a methodology based on the idea that commodities’ bear markets in history have been rather fairly consistent, lasting on average 17 years, with an average decline of 50%, and that the current bear market began in 2012 (Chart 10). However, there are arguments that a new “commodities super-cycle” may be starting, driven by government infrastructure spending, and investment in alternative energy.5 We are agnostic for now on whether that will be the case, but it makes sense to switch to a neutral methodology, more in line with what we use for other assets classes: The return from commodities relative to GDP over the long run. Specifically, the CRB Raw Industrials Index has risen by an annualized 1.6% since 1951, during which time US nominal GDP growth averaged 6% (Chart 11). We assume that the differential will continue in future (although we calculate growth using global, not US, GDP), giving an annual return from commodities over the next 10-15 years of -0.9%. Gold. We calculate this using a regression of the gold price against nominal GDP growth and the annual change in the real 10-year yield over the past 40 years. For the forward-looking return assumption, we use a forecast of real rates (based on the equilibrium cash rate plus the average historical spread between the 10-year yield and cash) and a forecast of global nominal GDP growth. This produces an assumed return of 3.8%. Structured products. This asset class consists mainly of mortgage-backed and other asset-backed securitized instruments. In the US, these have historically returned 0.6% over US Treasurys. We assume that this premium continues, producing a total future return of 1.1% a year. Chart 8Private Equity Premium Chart 9Hedge Fund Return Over Cash     Chart 10Commodity Prices In History Chart 11Commodity Prices Vs. GDP Growth     Currencies Chart 12Currencies Tend To Revert To PPP To translate our local currency returns into an investor’s base currency, we need to arrive at some projections for FX movements over the next decade. Fortunately, for developed market currencies at least, it is relatively straightforward to use purchasing power parities (PPP) to do this since, over the long run, all the major currencies have tended to revert to PPP (Chart 12). We assume that in 10 years’ time all currencies will trade at PPP. We use the IMF’s estimate of today’s PPP for each currency to calculate the current under- or over-valuation. We assume that PPP will change in future years according to the relative inflation between each country and the US. The IMF provides five-year inflation forecasts and we assume that inflation will continue at this rate until 2031. For the euro zone, we calculate the PPP of the euro using the GDP-weighted PPPs of the five largest economies. The results (Table 7) suggest that the US dollar is currently overvalued and, given the forecast of higher inflation in the US than elsewhere in the future, will depreciate significantly against all major currencies except the Australian dollar. The USD is projected to depreciate by 1.7% a year against the euro and 1.1% against the yen over the next 10 years. It is likely to appreciate by 1.3% a year against the AUD, however. Table 7Currency Return Calculations Emerging Markets (Table 8) are more complicated. There is no evidence that EM currencies move towards PPP over time. All the major EM currencies are currently very cheap versus PPP (varying from 34% undervalued for the Chinese yuan to 67% for the Indonesian rupiah) but they were 10 years ago, too, and have not significantly moved towards PPP over that time. Table 8EM Currencies To calculate likely EM currency moves against the USD, therefore, we carry out a regression of the nine largest EM currencies against their relative CPI inflation rate to US inflation in history. We assume an intercept of zero. The regression coefficients vary from +0.5 for China to -1.7 for Malaysia. Apart from China, Malaysia, Poland and South Africa, the coefficients were negative, meaning that historically the USD has strengthened against the EM currency at least partly in line with relative inflation. To calculate likely future currency movements, we use the IMF’s five-year inflation forecasts and assume that the same rate of inflation will continue for our whole projection period. This methodology points to moderate annual depreciation of most EM currencies against the USD, varying from 0.8% a year for the Russian ruble to 0.1% for the Indonesia rupiah. The Chinese yuan and Taiwanese dollar are projected to appreciate moderately. We calculate the average EM currency movement using the weights of these nine large economies in the EM J.P. Morgan GBI-EM Global Diversified local-currency sovereign bond index. This produces a small (0.1%) a year appreciation. However, the IMF’s EM inflation forecasts may be too optimistic. It forecasts, for example, that Brazilian inflation will be only 3.3% a year in future, compared to an average of 6.1% over the past 20 years, and Russian inflation 4.0% versus a historical average of 9.3%. This suggests that EM currency performance could be worse than our projections. Table 9 shows the returns for the major asset classes expressed in local currency terms for six base currencies, based on the calculations explained above. Table 9Returns In Different Base Currencies Correlation And Volatility Below, in Table 10, we provide correlations for clients who need these inputs for their optimization calculations. Table 10Long-Run Correlation Matrix Returns can be calculated using the sort of forward-looking methodologies we have described above. For volatility, we think it is reasonable to use historical average data (Table 1, far right column), since volatility does not tend to trend over the long run (Chart 13). But correlation is a different matter. Correlations have varied significantly in history due to structural changes or regime shifts. The correlation of equities to bonds, it is well known, has moved from positive in the 1980s and 1990s, to negative since 2000 – probably because inflation disappeared as a factor moving bond prices (Chart 14). The correlation between equity market has risen as a result of the globalization of investment flows, though note that it fell back in 2010-2019. Chart 13Volatility Is Fairly Stable In The Long Run Chart 14Correlations Are Not Stable   So what correlations should investors use in an optimizer? Our recommendation would be to use the longest period of history available. A US investor, for example, might take the average correlation between Treasury bonds and large-cap US equities since 1945, 0.1%. Table 10 shows the correlation since 1973 of all the major asset classes for which data is available. Unfortunately, this misses some important asset classes such as high-yield bonds and Emerging Market equities, whose history does not go back that far. The results are intuitive – and prudent. From these numbers, it would seem sensible to use an assumption of a small positive correlation between US Treasurys and US equities, for example. US investment-grade debt has a correlation of 0.4 against equities. Global equity markets are all fairly highly correlated to each other, ranging mostly from 0.4 to 0.7. The most non-correlated asset class is commodities, especially gold.   Garry Evans, Senior Vice President Global Asset Allocation garry@bcaresearch.com   Amr Hanafy, Senior Analyst Global Asset Allocation amrh@bcaresearch.com   Footnotes 1 These are themes that BCA Research has been writing about for several years. See, for example, please see Global Investment Strategy, "1970s-Style Inflation: Could It Happen Again? (Part 1)," dated August 10, 2018; and " 1970s-Style Inflation: Could It Happen Again? (Part 2)," dated August 24, 2018. 2 Please see http://pages.stern.nyu.edu/~adamodar/New_Home_Page/datafile/ctryprem.html 3 Annual Emerging Markets Default Study: Coronavirus Will Push Up Default Rates https://www.moodys.com/researchdocumentcontentpage.aspx?docid=PBC_1214906 4 Please see, for example, https://www.credit-suisse.com/media/assets/corporate/docs/about-us/research/publications/credit-suisse-global-investment-returns-yearbook-2021-summary-edition.pdf. 5 Please see Commodity & Energy Strategy, "Industrial Commodities Super-Cycle Or Bull Market?", dated March 4, 2021.

Highlights Monetary Policy: The Fed will not immediately change its policy stance in response to rising inflation and inflation expectations. Rather, it will follow its current forward guidance and only lift rates off zero once the labor market has reached “maximum employment”. However, once the first rate hike has occurred, the Fed will shift its focus toward inflation and inflation expectations. Duration: The overnight index swap curve is priced for a total of 77 bps of rate hikes by the end of 2023. We see strong odds that more hikes will be delivered and therefore continue to recommend a below-benchmark portfolio duration stance. Corporate Bonds: High and rising inflation expectations will eventually pose a risk to credit spreads, but only once the Fed tightens policy in response. For now, we remain overweight spread product versus Treasuries, though we maintain a preference for high-yield corporates, USD-denominated EM Sovereigns and municipal bonds over investment grade corporate bonds. Feature Recent inflationary trends are making the Fed’s job more difficult. Not only was April’s increase in core CPI the largest since 1981, but measures of long-term inflation expectations have also jumped. The 5-year/5-year TIPS breakeven inflation rate has quickly risen to levels that are consistent with the Fed’s 2% inflation target (Chart 1). What’s more, survey measures of inflation expectations have also moved up, in many cases to uncomfortably high levels (Chart 2). Chart 1Back To Target Chart 2Inflation Expectations Have Jumped All of this makes the Fed’s zero-lower-bound interest rate policy look increasingly untenable. Can the Fed really just sit on the sidelines as inflation and inflation expectations rise to above-target levels? Our expectation is that the Fed will ignore rising inflation until the labor market is fully recovered, but it may then need to move quickly to contain inflationary pressures. The result could very well be a rate hike cycle that takes a long time to start, but then proceeds at a rapid pace. The Fed’s Liftoff Criteria Are Different Than Its Criteria For Pace A crucial point about the Fed’s forward guidance is that the criteria that will determine the timing of the first rate hike are different than the criteria that will determine the post-liftoff pace of rate hikes. Liftoff Criteria Table 1A Checklist For Liftoff For liftoff, the Fed has been very explicit that three conditions must be met before it will raise rates off the zero bound (Table 1). Of the three conditions listed in Table 1, the timing of when the labor market will reach “maximum employment” is the most uncertain. We have written extensively about how the Fed defines “maximum employment” and about the pace of employment growth that’s necessary to achieve that goal by specific future dates.1 To summarize, we calculate that average monthly nonfarm payroll growth of at least 698k is required to reach “maximum employment” by the end of this year and average monthly payroll growth of at least 412k is required to hit that target by the end of 2022 (Chart 3). Chart 3Employment Growth Chart 4Labor Demand Is Strong Our assessment is that “maximum employment” will be achieved in time for the Fed to lift rates in 2022, largely because employment growth must rise quickly in order to catch up with skyrocketing indicators of labor demand (Chart 4). The risk, of course, is that inflation continues to run hot as the Fed waits for its “maximum employment” condition to be met. If this occurs, we believe that the Fed will stick to its current forward guidance. It will ignore rising inflation until its liftoff criteria are met. Only then, will Fed policy turn toward containing inflation. Pace Criteria In a recent speech, Fed Vice-Chair Richard Clarida laid out three indicators that he will track to guide the pace of policy tightening post Fed liftoff.2 First, he pointed to inflation expectations. In particular, the Fed’s index of Common Inflation Expectations (CIE):3 Other things being equal, my desired pace of policy normalization post-liftoff to return inflation to 2 percent […] would be somewhat slower than otherwise if the CIE index is, at time of liftoff, below the pre-ELB level. [ELB = effective lower bound]. Chart 2 shows that the CIE index has already broken above its 2018 peak. It stands to reason that, all else equal, an elevated CIE index would speed up the post-liftoff pace of rate hikes. Chart 5Inflation Since August 2020 Second, Clarida noted that: Another factor I will consider in calibrating the pace of policy normalization post-liftoff is the average rate of PCE inflation since the new framework was adopted in August 2020. The annualized rate of change in core PCE since August 2020 is almost at the Fed’s 2% target already, and it will certainly rise to above-target levels when the April data are released, as was the case with core CPI (Chart 5). Finally, Clarida offered up a detailed Taylor-type monetary policy rule that he says he will consult once the conditions for liftoff are met: Consistent with our new framework, the relevant policy rule benchmark I will consult once the conditions for liftoff have been met is an inertial Taylor-type rule with a coefficient of zero on the unemployment gap, a coefficient of 1.5 on the gap between core PCE inflation and the 2 percent longer-run goal, and a neutral real policy rate equal to my SEP forecast of long-run r*. Chart 6Balanced Approach (Shortfalls) Rule* Recommendations Chart 6 shows the results of a very similar policy rule using median FOMC estimates for r*, NAIRU and the path of inflation. We use a slightly more pessimistic forecast for the unemployment rate and assume that it reaches 4.5% by the end of 2022 and 4% by the end of 2023. Even with those conservative assumptions, the rule still recommends a policy rate of 1.5% by the end of 2022 and 2.65% by the end of 2023. This is not to say that the Fed will immediately lift rates to those levels once it is ready to hike, only that the Fed will have a strong incentive to pursue a rapid pace of rate hikes once it finally lifts rates off the zero bound. Investment Implications For investors, the bottom line is that the Fed will not immediately change its policy stance in response to rising inflation and inflation expectations. Rather, it will follow its current forward guidance and only lift rates off zero once the labor market has reached “maximum employment”. However, once the first rate hike has occurred, the Fed will shift its focus toward inflation and inflation expectations. If inflation and inflation expectations rise further, or even remain sticky near current levels, the Fed will lift rates more quickly than many anticipate. At present, the overnight index swap curve is priced for a total of 77 bps of rate hikes by the end of 2023. We see strong odds that more hikes will be delivered and therefore continue to recommend a below-benchmark portfolio duration stance. Is Inflation A Risk For Spread Product? Yes it is, but not just yet. In past reports, we’ve often pointed to 5-year/5-year forward TIPS breakeven inflation rates in a range between 2.3% and 2.5% as a reason to turn more cautious on spread product (see Chart 1), and the recent rise in inflation expectations certainly does set off some alarm bells. High inflation expectations pose a risk to credit spreads because of what they signal about the future course of Fed policy. If the Fed responds to high inflation expectations by tightening policy into restrictive territory, then economic growth and credit spreads are at risk. All this remains true, but the Fed’s willingness to ignore rising inflation expectations – at least until “maximum employment” and fed funds liftoff are achieved – gives spread product a little more runway than usual. One way to illustrate this dynamic is with the slope of the yield curve (Chart 7). Historically, corporate bond (both investment grade and junk) excess returns are strong at least until the 3-year/10-year Treasury slope flattens to below 50 bps (Table 2). Currently, the 3-year/10-year Treasury slope is well above 100 bps and has shown few signs of rolling over. If the Fed was still following its old forward-looking policy framework, then the yield curve would likely be much flatter today. That is, the curve would be pricing-in some policy tightening in response to high and rising inflation expectations. However, as discussed above, inflation expectations are not currently the Fed’s primary concern and they will only become the Fed’s primary concern once “maximum employment” has been achieved and the funds rate has been lifted off the zero bound. Chart 7Spread Product Returns Are Strong When The Curve Is Steep Table 2Corporate Bond Performance In Different Phases Of The Cycle All in all, we are concerned that, if inflation expectations remain elevated, the Fed may quickly ramp up its post-liftoff pace of rate hikes, sending credit spreads wider. But we are reluctant to position for that outcome when we are still many months away from Fed liftoff and the slope of the yield curve remains so steep. Chart 8Low Expected Returns In IG Another factor to consider is that value in spread product is extremely tight. In fact, our measure of the 12-month breakeven spread for the quality-adjusted investment grade corporate bond index is almost at its most expensive level since 1995 (Chart 8). This doesn’t change our assessment of when restrictive Fed policy will cause spreads to widen, but it does reduce our return expectations in the interim. All else equal, since the rewards from being overweight spread product versus Treasuries are low, we will be quicker to reduce our recommended spread product allocation when our indicators start to point toward the end of the credit cycle. Though, at the very least, we will still want to see the 3-year/10-year Treasury slope start to flatten and approach 50 bps before we get too pessimistic on spread product. The bottom line is that high and rising inflation expectations will eventually pose a risk to credit spreads, but only once the Fed tightens policy in response. For now, we remain overweight spread product versus Treasuries, though we maintain a preference for high-yield corporates, USD-denominated EM Sovereigns and municipal bonds over investment grade corporate bonds.   Ryan Swift US Bond Strategist rswift@bcaresearch.com Footnotes 1 Please see US Bond Strategy Weekly Report, “Overshoot Territory”, dated April 13, 2021. 2 https://www.federalreserve.gov/newsevents/speech/clarida20210113a.htm 3 The CIE is a composite measure of different market-based and survey-based indicators of inflation expectations. https://www.federalreserve.gov/econres/notes/feds-notes/index-of-common-inflation-expectations-20200902.htm  Fixed Income Sector Performance Recommended Portfolio Specification

Highlights Portfolio Strategy The rising shadow fed funds rate and related flattening of the yield curve, eerie similarities with the 2009/10 episode, overbought technicals, and extended sector breadth, all signal that financials are due for a breather. Downgrade to neutral and lock in relative gains of 20% since inception. Early signs of housing related euphoria turning into consternation, lack of an overall bank credit impulse, relative share price overbought conditions, a looming increase in bank non-performing loans as government spending programs are set to expire in the autumn, will more than offset compelling bank valuations and rising interest rates. Trim the S&P banks index to underweight.   Recent Changes We trigger our downgrade alert and trim the S&P financials sector to neutral today cementing gains of 20% since inception. Downgrade the S&P banks index to underweight today. Table 1 Feature Following the 9/11 attacks, the great Alan Abelson of Barron’s “Up And Down Wall Street” column, eloquently wrote: “The market is a mechanism for allocating capital and, of course, making us all rich. What it most decidedly isn't is a forum for venting civic sentiment. To equate buying stock with patriotism or selling stock with a lack of patriotism is balderdash, the equivalent of praising or damning a thermometer for the temperature it records (emphasis ours).” This last part of the quote has been with me ever since, and is relevant today in the context of rising inflation, the related further bond market selloff and the equity market’s looming reaction to it. Currently, one cannot blame the stock market for not really caring about inflation as it is the equivalent of blaming mercury-in-glass for taking the temperature. However, the Fed’s tapering of asset purchases is coming later this fall and there will be a market shakeout before the SPX reaches a new equilibrium, likely 10% lower than current levels. Over the past few weeks we highlighted ten reasons to lighten up on equities and five technical reasons not to chase equities higher in the near-term. Today we reiterate our short-term cautiousness on the prospects of the stock market and below is a detailed reminder of our thesis. Fourteen months ago we penned a report titled “20 Reasons To Buy Equities” and now that the SPX is up 2,000 points since that trough, the risk/reward tradeoff is to the downside and we are compelled to book gains and raise some cash. On May 3 we upgraded health care to overweight and added some defensive exposure to our portfolio and last week we highlighted five technical reasons not to chase equities higher in the near term. What follows are 10 reasons to lighten up on stocks and therefore await a better entry point to deploy fresh capital later this summer: 1. The Fed and other developed global central banks’ easing has reached a peak. In fact, taper has started at the BoC and the BoE announced a quasi-taper, the ECB is rumored to commence decreasing asset purchases this summer and the Fed will likely taper by yearend (Chart 1). 2. US fiscal easing has also hit an apex and a large fiscal cliff looms in 2022 a mid-term election year (Chart 2). Chart 1Yellow… 3. The bulls have taken full control of the equity market and our Risk Appetite Indicator recently touched the four standard deviations line (Chart 2). 4. The ISM manufacturing survey peaked near 65 and the non-manufacturing hit an all-time high (Chart 2). Chart 2…Flags… 5. China’s is in a slowdown mode and BCA’s total social financing projections indicate a further deceleration in the back half of the year (Chart 1).  6. Equity market internals have been signaling trouble since February, warning that this bifurcated market is in desperate need of a breather (Chart 3). 7. The VIX in mid-April had a 15 handle for the first time since early last year, warning that investors are complacent (Chart 3). 8. Similarly, the junk bond option adjusted spread is at cyclical lows, and financial conditions are as good as they get probing all-time lows (Chart 2). 9. SPX profit growth is slated to jump 34% in calendar 2021, according to the latest I/B/E/S estimates with EPS on track to hit an all-time high level of $188 (Chart 3). 10. Finally, valuations remain lofty with the forward P/E ratio hovering near 21 an historically high level (Chart 3). Bottom Line: The easy money has been made since the March 23, 2020 trough when the SPX was 2,000 points lower. Our sense is that the next 10% move in the SPX is lower (close to 3,800) rather than higher and a healthy and much needed reset looms. Thus, we recommend investors book some gains, raise some dry powder and be prepared to deploy fresh capital later this summer. This week we take profits on an early cyclical sector and trim to neutral, and downgrade one of its key industry groups to underweight. Chart 3…Waving Don’t Overstate Your Welcome In Financials Last November, we boosted the S&P financials sector to overweight as soon as we could following the Pfizer/BioNTech COVID-19 vaccine efficacy news, and since then this interest rate-sensitive sector has bested the SPX by 20%. Our sense is that the easy money has been made on this position and today we recommend investors lock in profits and downgrade exposure to neutral. There are a few reasons why we are compelled to monetize our handsome gains accrued over the past six months. First, this is a hedge to our rising inflation view, and we would rather stick to overweighting energy and industrials as ways to express our inflation protection theme as opposed to maintaining an above benchmark allocation in financials. The second part of our inflation Special Report on May 10 also warns against hiding in financials during bouts of inflation, further cementing our view of booking these significant relative gains for our portfolio. Second, the Fed’s easing cycle has reached a zenith and at the margin this will weigh on relative financials profits (fed funds rate shown as a year-over-year change and on an inverted scale, bottom panel, Chart 4). The shadow fed funds rate (courtesy of Leo Krippner)1 has troughed and is closing in on the zero line (shadow fed funds rate shown inverted, middle panel, Chart 4). Using the 10-year/shadow fed funds rate yield curve also signals that the yield curve may have peaked already, at least for this early part of the business cycle (top panel, Chart 4). Chart 4Don’t Overstay Your Welcome Chart 5Gruesome Parallel Third, typically, financials explode right out of the gate following a recession and if we use 2009/10 as a close parallel then there are high odds that financials stocks are entering a rather gruesome period as far as relative returns are concerned. Chart 5 plots relative share prices and has aligned the November 2020 bottom with the March 2009 trough. Early in the year, we posited that the SPX was following the 2009/10 episode to the tee and if history at least rhymes, financials are also in for a rude awakening. Fourth, technicals are overbought and near a level that has marked previous easing off phases in relative share prices (second panel, Chart 6). Moreover, breadth is as good as it gets: not only are the number of financials subgroups trading higher than their 40-week moving average glued to the 100% ceiling, but also earnings breadth has nowhere to go but down (third & bottom panels, Chart 6). However, we refrain from turning outright bearish on this early-cyclical sector as valuations remain bombed out and provide a large enough cushion to absorb any shocks (Chart 7). Chart 6Overstretched… Chart 7…But Undervalued In sum, the rising shadow fed funds rate and related flattening of the yield curve, eerie similarities with the 2009/10 episode, overbought technicals, and extended sector breadth, all signal that financials are due for a breather. Bottom Line: We trigger our downgrade alert and crystalize gains in the S&P financials sector of 20% since inception and downgrade exposure to neutral, today. Shy Away From Banks We execute our downgrade in the S&P financials sector to neutral by trimming the S&P banks index to a below benchmark allocation. Investors can treat this downgrade as a hedge to our oil & gas exploration & production and rails overweights, as well as a hedge against a failure of inflation rising further in the coming months. Importantly, there are clear elements of cooling in the red-hot housing market. Housing starts and permits came off the boil last week and failed to live up to economists’ upbeat expectations. Lumber is getting clobbered and entered a bear market having first surged to five standard deviations above its five decade mean. Moreover, the latest news from the University of Michigan survey of consumers’ sentiment on buying conditions for houses (top panel, Chart 8) made for grim reading, signaling that a key bank loan category, mortgage credit, is in for a rough summer/fall season. Chart 8Is Housing Cresting? Tack on the nosedive in mortgage applications for purchasing a new home courtesy of rising mortgage rates, albeit from a low base, and factors are falling into place for an underperformance phase in banks (bottom panel, Chart 8). Were it only for housing related credit, we would overlook it as a single yellow flag. However, our credit impulse diffusion indicator – gauging the eight credit categories that the Fed tracks – is sinking like a stone, especially on a 13- and 52-week basis (Chart 9). Such broad based weakness warns that organic growth in bank profits (as opposed to buybacks) will be hard to come by in the coming quarters. Stimulus checks and a sharply rising fiscal deficit have served as a shot in the arm for consumers, businesses, landlords and banks, and have kept the economy going. However, as these liquidity taps dry out come autumn, it will be more difficult to continue to kick the proverbial can down the road. In other words, delinquency rates should tick higher and further infect non-performing loans (Chart 10). Granted, banks had provisioned aggressively last year and have been releasing reserves of late, but at the margin this will likely prove a net negative for their earnings.   Chart 9No Credit Pulse Chart 10NPLs On The Rise Two additional words of caution. First, cyclical momentum is as good as it gets for relative share prices. Banks have run too far too fast and a lot of the good news is already baked in as the middle panel of Chart 11 highlights. Second, while valuations remain bombed out, it is worrisome that banks have failed to make any real progress on narrowing the gap between ROE and P/B metrics since the GFC, unlike following the Savings & Loans and 9/11 catalyzed recessions (bottom panel, Chart 11). The implication is that banks are a value trap rather than a value opportunity. Finally, one key risk to our modestly bearish bank undertone, is the US 10-year Treasury yield. Relative bank performance and interest rates have been joined at the hip since the GFC aftermath as the Fed anchored short rates on the zero lower bound, thus shifting the sensitivity of bank profits to the long end of the curve versus the shape of the curve. If interest rates started galloping higher investors would initially seek the “safety” of bank earnings that would get a fillip from rising net interest margins and put our negative bank view offside (Chart 12). Chart 11Highest Momentum Since the GFC, But Valuations Are Nonresponsive Chart 12Risks To Monitor Netting it all out, early signs of housing related euphoria turning into consternation, lack of an overall bank credit impulse, relative share price overbought conditions, a looming increase in bank non-performing loans as government spending programs are set to expire in the autumn, will more than offset compelling bank valuations and rising interest rates. Bottom Line: Trim the S&P banks index to underweight, today.  The ticker symbols for the stocks in this index are: BLBG: S5BANKX – JPM, BAC, C, WFC, USB, PNC, TFC, FRC, FITB, SIVB, KEY, MTB, RF, CFG, HBAN, CMA, ZION, PBCT.   Anastasios Avgeriou US Equity Strategist anastasios@bcaresearch.com   Footnotes 1     https://www.ljkmfa.com/test-test/international-ssrs/ Current Recommendations Current Trades Strategic (10-Year) Trade Recommendations ​​​​​​​ Size And Style Views February 24, 2021 Stay neutral cyclicals over defensives January 12, 2021  Stay neutral small over large caps June 11, 2018 Long the BCA Millennial basket  The ticker symbols are: (AAPL, AMZN, UBER, HD, LEN, MSFT, NFLX, SPOT, ABNB, V). January 22, 2018 ​​​​​​​Favor value over growth

Highlights The number one risk to our upbeat view on European economic activity and assets is a Chinese economic slowdown. The second most important risk to our view is a potential deterioration in the global credit impulse, even outside of China. The third major risk is that the current bout of US inflation proves to be permanent, which, paradoxically, would prompt a deflationary shock for the global economy. Despite these risks, we maintain our favorable view on European assets over the coming 12 to 18 months. However, favoring industrials over materials, and financials over other cyclicals, Swedish equities and peripheral bonds in balanced portfolios mitigate some of these risks. Do not expect the ECB to announce a tapering of its asset purchases at the June meeting. The ECB will lag well behind the Fed and the BoE. Buy European steepeners and US flatteners as a box trade. Feature Over the past three weeks, a sustained marketing push gave us the opportunity to interact intensively with a large subset of our clients (albeit virtually, courtesy of COVID-19). Generally, our positive stance on European assets was well received, but investors are loosely committing themselves to this view and very few are willing to make an aggressive bet on Europe. In fact, in most meetings, we spent more time than usual discussing the risks to our upbeat view on Europe and European cyclical equities. Three risks to our 12- to 18-month view standout. The first is a serious slowdown in Chinese growth. The second is a greater-than-anticipated impact on economic activity as a result of a deterioration in DM credit impulses. The third is stronger-than-expected US inflation. An also-ran was the risk that the current vaccines do not protect against the two variants of the COVID-19 virus dominant in India. However, an increasing body of recent scientific studies demonstrates that this is not the case; hence, this risk has been lowered to minor. Risk #1: A Chinese Slowdown Authorities in China have been constricting credit policy over the past six months. The key tools used have been a regulatory tightening in shadow-banking activities and real estate transactions, moral suasion on small banks to limit the expansion of their loan books, and slowing liquidity injections in the interbank system. Beijing’s policy tightening reflects the following two worries. First, the financial stability risk has increased meaningfully over the past 16 months. China’s corporate debt-to-GDP has increased 13 points to 163%, and is among the highest for major economies (Chart 1). Moreover, Chinese policymakers remain concerned by the middle-income trap, which would become an increasingly likely outcome if the stability of the country’s financial and banking system were compromised. Second, the latest round of stimulus has worsened wealth inequalities. House prices have been robust, yet household disposable income growth is still low by the yardstick of the past 40 years (Chart 2). Thus, a large proportion of China’s population has experienced a decline in housing affordability. Chart 1China"s Financial Stabilitiy Risk Chart 2Chinese Households Are Not Doing That Well The Chinese economy recently started to feel the impact of the policy tightening. China’s April retail sales data missed expectation by 7.2%, and, as our China Investment Strategy colleagues have observed, the demand side of the economy has lagged behind the recovery in supply ever since China re-opened last year. Credit trends confirm this assessment. The decline in the excess reserve ratio of the Chinese banking system is consistent with the recent deterioration in the credit impulse, which accelerated in April (Chart 3). Since the Great Financial Crisis, weaker Chinese credit flows herald softer global industrial activity and trade (Chart 3, bottom panel). The Chinese slowdown could become a major problem for the European economy and its asset markets. As we recently showed, the sensitivity of European economic activity to global growth has been steadily increasing over the past 20 years (Chart 4). Moreover, the spread between M1 and M2 money supply growth in China best explains the gap between European industrial activity and that of the US (Chart 4, middle and bottom panels). Essentially, M1 minus M2 approximates the Chinese private sector’s marginal propensity to consume, because it captures how fast demand deposits are growing relative to savings deposits. Thus, the recent decline in China’s marginal propensity to consume constitutes a bad omen for European activity and profit growth, both in absolute terms and relative to the US. Chart 3A Policy-Induced Slowdown Chart 4Europe Is More Exposed Than The US The slowdown in China’s economy will hurt European asset prices via multiple channels. Importantly, cyclical stocks are expensive and overbought compared to defensive ones. A meaningful decline in Chinese growth could result in a deep fall in the cyclicals-to-defensives ratio, which would hurt the pro-cyclical EUR/USD exchange rate (Chart 5). A weaker China might also create a significant fall in global yields, because it would hurt global growth, accentuate deflationary forces, and upset investor sentiment. European stocks underperform US equities when global yields decline (Chart 6). Chart 5The Euro Is Pro-Cyclical Chart 6A Key Threat To European Stocks Despite the dire impact that a Chinese economic slowdown normally causes on European growth and assets, this outcome remains a risk and not a base case (albeit, the top risk in our view). First, today is one of the rare occasions when global and European economic activity can decouple from China. The Euro Area’s vaccination campaign is gaining steam, which will allow a re-opening of the economy this summer (Chart 7). The vast pent-up demand in durable goods evident in Europe and the positive impact of the European monetary expansion on the contribution of consumer expenditure to real GDP growth also create powerful offsets (Chart 8). Chart 8European Pent-Up Demand As An Offset Chart 7Improving Vaccine Rollout The global industrial cycle is more buffered than usual against a Chinese economic slowdown. The collapse in the inventory-to-sales ratios around the world will fuel several quarters of restocking, which will boost the global manufacturing sector (Chart 9). Moreover, governments across advanced economies are unleashing large-scale infrastructure plans, such as the $2 trillion bill proposed by the Biden administration in the US or the EUR250 billion budget proposal by the Draghi government in Italy. As the EUR750 billion NGEU funds are disbursed, the tailwind to infrastructure spending will only grow (Chart 10). Additionally, the current spurt in inflation around the world is a relative price shock driven by scarcity created during the pandemic. This price shock incentivizes companies to expand production and capacity to meet demand. As a result, global capex intentions are rising, which will create an additional offset to China. Chart 9Restocking Ahead Chart 10More Fiscal Support This Way Comes Finally, constraints on Chinese policymakers limit to how far Chinese growth will decelerate. The Chinese Communist Party Congress, in which the make-up of the politburo is determined for the next five years, takes place in October 2022. However, the weak growth rate of household disposable income creates a headache for China’s leadership. While another round of massive stimulus is unlikely to shore up household disposable income (it has not worked thus far), Beijing will not take the chance to generate another deflationary shock. This constraint creates a natural floor under the growth deceleration that Beijing can tolerate. Thus, while a policy mistake is still possible, it is not our base case scenario. Investment Implication Faced with the aforementioned dynamics, BCA recommends that investors with a short-term investment horizon go neutral on cyclical equities relative to defensive ones. Practically, this means that EUR/USD is likely to continue to churn between 1.18 and 1.235 for the coming two to three months. Additionally, European equities are likely to move sideways relative to their US counterparts over this period. Within cyclical equities, we favor industrials over materials. Commodity prices, and thus the materials sector, are the most exposed to China. Meanwhile, the outlook for infrastructure spending and capex in DM economies has a greater impact on industrial stocks than on materials ones. Technically, industrials remain toward the bottom of their upward-slopping trend channel relative to materials, which suggests further catch up is likely (Chart 11). We also favor European financials over the rest of the cyclical sectors. The negative impact of a greater-than-expected Chinese economic slowdown on global yields will hurt financials. Nonetheless, domestic economic activity affects financials more than it influences the more internationally focused industrials and materials sectors. Thus, if the Eurozone service PMI can slingshot higher, a result of the re-opening of the economy this summer, then European financials will outperform industrials and materials stocks even if the Chinese economy slows (Chart 12). Moreover, financials trade at a large discount compared to these other two cyclical sectors (Chart 12). Chart 11Overweight Industrials Vs Materials Chart 12Financials As A Protection Against China Finally, we continue to favor Swedish equities. Industrials and financials account for 65% of the Swedish MSCI benchmark compared to 30% for that of the Euro Area. Therefore, they are particularly exposed to the positive outlook on global infrastructure spending and capex. Moreover, Swedish equities generate a return on equity of 15%, compared to 6% for the Eurozone stocks. To protect against the risk created by a weakening Chinese economy, we recommend investors hedge a long / overweight bet on Sweden with a short / underweight position in Norwegian equities that massively over-represent energy and materials. Risk #2: A Global Credit Impulse Deterioration According to the BIS data, the global credit impulse is on the verge of deteriorating, even outside of China. The G10 plus China annual credit impulse is elevated and peaking (Chart 13, left). Meanwhile, quarterly credit impulses in the US, the Euro Area, and China are negative (Chart 13, right), which often leads to turning points in the annual change in credit flows. Chart 13A Global Credit Impulse Problem Chart 13A Global Credit Impulse Problem A deterioration in the credit impulse could result in a sharp slowdown in global economic growth, because the deceleration in credit creation is broad-based among the major economies. If global growth decelerates, then European economic activity will also suffer. Table 1Essential Sector Breakdowns The impact on European financial markets will come from lower yields. A growth deceleration prompted by a falling credit impulse will put downward pressure on yields and will hurt the performance of value stocks relative to growth equities. Cyclical equities will also underperform defensive ones. In this scenario, European stocks will lag behind their US counterparts because of their relative sectoral biases (Table 1). Within the European benchmark, Tech-heavy Dutch stocks would perform best once yields begin to decline. The effect on growth of the slowing credit impulse remains a risk and not a base case scenario. Last year’s surge in credit intake mostly reflected precautionary demand. Companies around the world tapped their credit lines or the capital markets early in the crisis to build liquidity buffers. They then continued to borrow to take advantage of the exceptionally low interest rates that prevailed throughout most of the year. Similarly, a large proportion of household borrowing amounted to debt refinancing. As a result, last year’s explosion in credit growth had a limited impact on spending. Thus, the credit impulse’s decline in advanced economies should minimally hurt aggregate demand in the coming months. Investment Implication Investors can protect against this risk by overweighting Italian and Spanish bonds in a balanced portfolio. First, these instruments continue to offer better value than other government bonds around the world. Moreover, if global growth turns out to be weaker than expected, the ECB might have to increase the envelope of the PEPP program, which has greatly benefited peripheral bonds. Moreover, the NGEU and REACT EU program buttress weaker European sovereign borrowers. Therefore, yield-hungry global investors will resume their aggressive purchase of the high-yielding peripheral bonds if global interest rates decline anew because of softening economic activity. Risk #3: Stronger Than Expected US Inflation BCA’s house view is that the current surge in global and US inflation is transitory, even if the pressures could last a few months before ebbing. It is mainly a consequence of inadequate aggregate supply in the face of a sudden surge in demand. We cannot be dogmatic about the inflation risk. The price-components of all the major activity surveys in the world are rising, and, in the US, the inflation expectations of households have risen meaningfully (Chart 14). If an inflation mentality were to take root, then core CPI would not decelerate toward yearend. Stronger-than-expected US core CPI would put significant upward pressure on Treasury yields. First, long-dated inflation expectations could begin to converge to the breakeven rates in the shorter tenors of the curve (Chart 15). More importantly, the Fed would become more hawkish sooner. This faster policy tightening would lift the OIS curve and result in higher real yields as well. Chart 14Are Inflation Expectations Becoming Unmoored? Chart 15Long-Dated Market-Based Inflation Expectations Still Lag The euro would therefore weaken, and the dollar would rally across the board. European inflationary pressures are limited compared to those of the US. The Eurozone suffers from a larger output gap due to the lagging nature of the European recovery, which more timid fiscal stimulus and Europe’s late start to the vaccination campaign compounded. Consequently, the ECB will not match the Fed’s faster tightening of policy, even in this scenario. Higher US TIPS yields and a stronger dollar would ultimately be deflationary blows to global growth. The dollar would directly tighten EM financial conditions. Higher real yields would destabilize stretched equity prices around the world. The resulting shock to global financial conditions would cause a major slowdown in global growth to occur much earlier than we currently foresee. While yields would rise at first, they would end 2022 at much lower levels than we currently expect because of this deflationary outcome. This combination would be very harmful to European equities, both in absolute terms and relative to the global benchmark. At first, European stocks would probably briefly fare well. Once investors begin to digest the deleterious impact of stronger inflation on global growth, however, the pro-cyclical European market will begin to suffer. Tighter EM financial conditions and underperforming financials will only accentuate the European stock market ills. Much stronger inflation is a risk and not a base case for now, because the current bout of inflation is transitory. The supply-side of the economy is already responding to the signal created by higher prices. Firms are set to increase their inventories and capex intentions are moving higher. Moreover, many of the bottlenecks constraining global supply chains will loosen, as the global economy re-opens in response to the international vaccination campaign. Additionally, current labor shortages in low-wage industry will also dissipate, once the $300 weekly support by the US government ends after the month of September. Thus, the supply of labor will also pick up in the fourth quarter of 2021. Moreover, the Fed could remain tolerant of an inflation overshoot, which would limit the pain of its impact. That being said, there is a real inflation risk due to the global deterioration in the dependency ratio and the shift to the left in terms of the economic preferences of the median voter. However, this danger is backdated to 2024 and beyond, once global labor markets are closer to full employment. Investment Implication There is little protection in our current set of recommendations against this risk, but this is a smaller threat than the previous two risks. However, when viewed alongside the first and second set of risks, the combined probability of a dangerous outcome for the market in general and for Europe in particular has grown compared to six months ago. Thus, while the jury is still out on these questions, it makes sense to de-risk portfolios temporarily, until the reward-to-risk ratio has once again improved. Hence, a tactical neutral stance on cyclical relative to defensive equities and on Europe relative to the rest of the world is appropriate for now. Will The ECB Join The BoC? At its April meeting, the Bank of Canada jolted the market by announcing a much earlier-than-anticipated start to its tapering program. We do not believe that the ECB will follow up at its June meeting. In a recent report, BCA’s Global Fixed-Income Strategy team highlighted the constraint that will prevent the ECB from adjusting policy next month.  The main factors are as follows: The results from the ECB’s strategic review have yet to be announced. Adjusting policy before an eventual change in the inflation mandate of the central banks creates an unnecessary risk of policy whipsaw. Yet another policy flip-flop would further mar the ECB’s credibility. Chart 16The ECB Does Not Want To Upend Credit Growth Loan growth in Europe is slowing down, led by France. However, Italian credit activity is improving in response to the generous TLTRO uptake in the southern economy (Chart 16). At this juncture, a rapid policy adjustment would threaten the recovery, while Europe has yet to re-open. Italian spreads remain fragile. The ECB’s asset purchases are an important contributor to the easing in financial conditions across the periphery. The recent 25bps widening in the BTP-Bund spread is a reminder that European fixed-income markets are not fully tension-free. Thus, a rapid removal of support could prompt a reflex selloff in Italian bonds. The subsequent tightening in financial conditions would unnecessarily feed deflationary pressures in Europe. The euro is strong. If the ECB unsettled the market and removed monetary accommodation as fast or even faster than the Fed, the euro’s rally would suddenly accelerate. This would generate a powerful deflationary shock for Europe that would force the ECB to adjust its inflation forecasts downward. Chart 17Especially When China Creates A Threat The Chinese economy is weak, which increases uncertainty around European economic outcome via the trade channel (Chart 17). Instead, the meetings in the back half of the year are much more likely candidates for the ECB to begin talking about its tapering program. By then, the European economic re-opening will have taken place, to which growth will have responded. The results of the ECB’s strategic reviews will have been announced. Finally, plans will have been ratified for the usage of NGEU funds across the EU, and thus, fiscal clarity will improve. Even if the ECB starts talking before yearend of terminating the PEPP, its communications will indicate that the program’s full envelope will be deployed within the original time frame. Thus, the PEPP program will be in place until the end of March 2022. Moreover, to prevent a rapid deterioration in bank credit, the ECB will continue to provide generous financing to deposit-taking institutions via the TLTRO program. Under these circumstances, the ECB is unlikely to increase its deposit rate before 2014. These views imply that the ECB policy tightening (both on the balance sheet and interest rate fronts) will lag behind that of the Fed, the BoE, the Norges Bank, and the Riksbank. Only the BoJ and the SNB will move after the ECB. The continued involvement of the ECB in the European fixed-income market, along with the elevated likelihood that we remain years away from the first rate hike, confirms that an overweight stance in European peripheral bonds is appropriate. We also continue to overweight corporate credit within European fixed-income portfolios. Our fixed-income colleagues also share these views. Chart 18Justifying A Box Trade Finally, the German yield curve should steepen compared to that of the US. Even if the ECB lags well behind the Fed when it comes to tightening policy, the current terminal rate proxy embedded in the EONIA curve is too low (Chart 18). Meanwhile, the earlier lift-off date for interest rates in the US relative to the Euro Area points to rising short rates west of the Atlantic. In this context, a box trade buying steepeners in Europe and flatteners in the US is appropriate, especially since it generates a positive carry of 167 bps (hedged into USD).   Mathieu Savary, Chief European Investment Strategist Mathieu@bcaresearch.com Cyclical Recommendations Structural Recommendations Currency Performance Fixed Income Performance Government Bonds Corporate Bonds Equity Performance Major Stock Indices Geographic Performance Sector Performance Closed Trades

Highlights Inflation is on everyone’s mind, … : Inflation has been a hot topic in our meetings with clients and in internal BCA discussions, but it has lately broken out among businesses and the general public. … but investors are mainly concerned with what it means for markets, … : When clients ask if and when inflation could become a problem, they really want to know if and when they should be repositioning their portfolios to prepare for it. … which ultimately brings the discussion back to the Fed: Inflation sensitivities vary among (and within) asset classes, but risk assets as a whole fare much worse when monetary policy settings are tight than when they are easy. If rising inflation drives the Fed to impose restrictive monetary policy, it will bring the curtain down on the equity bull market. Feature Inflation has been a hot topic with clients, for the internet-equipped public (Chart 1) and within BCA, where our latest monthly view meeting was entirely devoted to it. Client questions have addressed three broad themes: Chart 1Trending What constitutes too much inflation? How will you know too much inflation is on the way? How soon could too much inflation arrive? Economists have yet to establish exactly where inflation comes from and their attempts to build models that anticipate it have been woefully unsuccessful. The problem may be that prices are set at the micro level by a confluence of innumerable individual interactions. Just as Hayek pointed out that no top-down committee could determine how to allocate resources efficiently without the signals provided by prices, it’s fiendishly difficult to try to divine their aggregate future direction from macroeconomic inputs. Even if we can’t build an airtight model predicting consumer price moves, however, we can systematically assess several known contributors to inflation to try to gain some advance notice into its movements. Obtaining that advance notice is of great practical significance in the current market environment. In a Goldilocks-and-the-two-tails world where widespread vaccinations have rendered the too-cold left-tail outcome increasingly unlikely, overheating is the only obstacle to the potent-growth/easy-policy backdrop that would be just right for equities and other risk assets over the next twelve months. Troublesome inflation seems to be the only factor that could get the Fed to back off of its pledge to maintain ultra-easy monetary policy for an extended period and we see it as the biggest threat to the equity bull market. We are therefore introducing our inflation checklist and expect to revisit it regularly over the rest of the year and into 2022. It reveals what we’re watching to monitor inflation and how, with some interpretive discretion, we’ll know if it’s poised to break out. It will also allow US Investment Strategy readers to follow along with our thinking in real time. As long as the checklist does not point to a meaningful, persistent move higher in consumer prices, we will likely continue to be constructive on the prospects for financial markets and the economy. Checklist Design Table 1Inflation Checklist Our inflation checklist (Table 1) tracks price pressures in five broad categories: Labor Market Indicators, Price Indexes, Pipeline Pressures, Inflation Expectations and the Fed’s Reaction Function. We do not have a hard-and-fast scale of the categories’ relative importance, but we are especially alert to signals from the labor market and changes in inflation expectations. It will be hard to achieve persistently uncomfortable inflation readings without an upward inflection in the pace of wage growth and we do not see wage growth getting traction until inflation expectations rise enough to push workers to agitate for it. As we have previously stated, we do not think that core US inflation measures can break out of the range that has held them in check for three decades unless workers, households and businesses adopt a new inflation mindset (Chart 2). Chart 2Volcker's Gift We do not have a pre-determined rule for how many X’s it will take to signal that policy-altering inflation is on the way. Nor do we have pre-conceived notions about the various combinations of red flags that would herald the onset of a new inflation regime. The purpose of the checklist is to establish a consistent analytical framework for assessing the future direction of inflation and its impact on monetary policy settings. Interpreting the output of that framework will require judgment and we mean to maintain our flexibility in exercising it. The State Of The Labor Market The Phillips Curve, which posits an inverse relationship between unemployment and inflation, has fallen into disrepute with investors. Even the Fed has distanced itself from it, announcing last summer that it would no longer pursue a strategy of pre-emptively tightening policy when the labor market begins to heat up. Asserting that wage growth is inversely related to the unemployment rate simply applies the law of supply and demand to the labor market, and we have no problem with it, although it should be noted that the relationship is not linear. Wages only reliably rise once unemployment breaks below a minimum threshold level, such as NAIRU, the natural rate of unemployment (Chart 3). Chart 3The Unemployment Gap Matters For Wage Growth With that empirical relationship in mind, the category's components consider the available supply and utilization of labor inputs; demand for labor; and wage growth, which should reveal something about the current supply-demand balance. The 61.7% labor force participation rate remains far short of its 63.4% pre-pandemic level (Chart 4, top panel) while the prime-age employment-to-population ratio remains below its trough level of the two recessions that preceded the global financial crisis (Chart 4, bottom panel), making it clear that labor supply is still constrained. Chart 4A Lot Of Workers Are Still Idle ... Labor demand, on the other hand, is at levels topping the cyclical peaks of the last 20 years, according to the share of small businesses reporting job openings in the NFIB survey (Chart 5, solid line) and job openings as a share of total employment as reported by the Department of Labor’s Job Openings and Labor Turnover Survey (Chart 5, dashed line). One would expect that the combination of raging demand and constrained supply to lead to higher wages, yet the top wage measures remain quiet (Chart 6). We expect they will until the prime-age employment-to-population ratio starts to make a run at recovering its pre-pandemic level (Chart 7). Chart 5... Even Though Employers Are Looking For Help Chart 6Wage Growth Remains Subdued Chart 7The Labor Market Still Has A Lot Of Slack The bottom line is that the labor market is starkly bifurcated as vividly illustrated by the Atlanta Fed’s Labor Market Distributions spider chart (Chart 8). On the demand dimensions on the right side of the chart, the labor market is far ahead of where it was at the end of the last two expansions, but far behind on the supply dimensions at the top and bottom left and wages in the middle left. For now, we tick only the Labor Demand box, as it is the only element of the labor market that is back to full health. We expect that shadow supply, which will likely be released in earnest upon next term’s return of in-person instruction in schools across the country and the expiration of unusually generous unemployment insurance benefits, will keep wages from rising much higher until it is fully absorbed. Chart 8A Tale Of Two Markets Price Indexes The Fed’s preferred core PCE index remains in check, along with the headline PCE index (Chart 9, top panel), but the more widely followed CPI surprised to the upside in April (Chart 9, bottom panel), especially in month-over-month terms, with the headline index rising 0.8% and the core index rising 0.9% for its largest gain in 39 years. Last week’s report dove into the details of the core CPI print and concluded that it was driven by extreme outliers in a handful of categories that are unlikely to be sustained.1 The magnitude of the upside surprise nonetheless leaves us no choice but to check the Marquee Indexes box until the sequential increases settle down. Chart 9CPI Took Off In April The message from more refined measures like trimmed-mean CPI and PCE is more encouraging (Chart 10). Trimmed-mean indexes are akin to the Olympic judging method in which the top and bottom scores are discarded, and their proponents argue that they provide a truer measure of core inflation than the static series which exclude every food and energy category every month. The trimmed-mean CPI and PCE series are well behaved and suggest that the inflation genie has not yet gotten out of the bottle. Chart 10Outliers May Be Skewing The Core Indexes ... Pipeline Pressures Price increases across the commodity complex have drawn inflation watchers’ attention. Prices at the pump loom large in consumers’ perceptions of inflation and commodities are inputs in a range of manufactured goods; if manufacturers are able to pass price increases onto end users, commodity price increases may find their way into end-product prices. The BCA pipeline inflation indicator rolls the CRB raw industrials index, the ISM survey’s prices paid and supplier delivery time components, overtime hours worked and capacity utilization into a single measure that has moved in step with CPI. It is currently at its highest level in two decades (Chart 11). Chart 11... But Bottlenecks Are Inflicting Near-Term Upward Pressure Exchange rate moves are not as important for US inflation as they are in economies that are more reliant on trade, but they still matter at the margin. When the dollar weakens, the price of imports rises and when it strengthens, the price of imports falls. Trade-weighted indexes are our go-to series for gauging the dollar’s course (Chart 12, top panel), but the DXY index draws a lot of attention from market professionals and it is currently testing a multi-year technical support level (Chart 12, bottom panel). A break below 90 would presage a further fall and may push inflation expectations higher. Chart 12A Weaker Dollar Could Push US Import Prices Higher ... Services inflation is mainly a domestic phenomenon, but goods prices are globally determined. Inflation measures in major international economies can therefore provide some insight into the path of goods prices and the path of US inflation at the margin. Headline and core consumer prices in the Eurozone have yet to stir from their slumber (Chart 13, top panel) while consumer prices in China briefly deflated (Chart 13, bottom panel). The rest of the world is not yet exerting upward pressure on US consumer prices. Chart 13... But There Isn't Much Inflationary Pressure Outside The US Inflation Expectations Chart 14Investors Vote For Transitory Expectations inform behavior. If a widespread belief that troublesome inflation is going to return takes hold, individual workers and unions will demand higher wages to maintain their purchasing power, businesses up and down the supply chain will insist on price hikes to protect their margins and consumers may accelerate their big-ticket purchase decisions. Each of these actions adds fuel to the fire, and if economic participants come to believe that a new inflation regime has arrived, it could initiate a self-reinforcing dynamic in which higher prices beget higher prices. Think of it as the flip side of the deflation mindset that has left Japan with relentless disinflation in consumer prices and a relative plunge in asset prices. We are monitoring the inflation expectations curve very closely with the aim of detecting the arrival of a new inflation mindset. If the curve were to shift out – inflation expectations were higher across all time periods – and steepen, with inflation expectations rising across the entire time horizon, participants in the real economy might be on the cusp of changing their behavior to align with expectations. For now, we are encouraged that the inflation expectations curves as derived from the difference in TIPS and nominal Treasury yields (Chart 14, top two panels), and from the CPI swaps market (Chart 14, bottom two panels) suggest that investors agree that inflation pressures are likely to dissipate. We come to that conclusion from the fact that the 2-to-5-year and 5-to-10-year segments of the curve are inverted, which is to say that investors expect near-term inflation will exceed longer-term inflation. Inversion in both segments shows that investors expect a steady decline, with the inflation rate over the next two years exceeding the inflation rate over the next five years and the inflation rate over the next five years exceeding the inflation rate over the next ten years. We place greater reliance on market-determined measures of inflation expectations than survey measures, but we are monitoring a range of consumer and business surveys. The University of Michigan’s consumer sentiment survey shows that households also expect that near-term inflation pressures will not persist. Its respondents see inflation soaring over the next twelve months (Chart 15, top panel) but rising much more modestly over the next five years (Chart 15, bottom panel). Chart 15Households Also Think Acute Inflation Pressures Will Be Short Lived Fed Reaction Function The investment implications of higher inflation come down to how the Fed reacts to it. For now, the Fed is sticking to its pledge that it has reduced its propensity to tighten policy. It remains outwardly committed to pursuing an average inflation target and to eschewing proactive policy tightening when the labor market appears to be firming. Though we expect that markets will periodically test the Fed when inflation seems to be gathering momentum, we do not yet see any reason to doubt its resolve. We will only check either of the Fed boxes in the event that Fed speakers begin to telegraph a change of direction or if the summary of economic projections (“the dots”) indicates that the bias toward accommodative policy is shifting. We see that bias as nearly fixed in the near term, given that the Fed has gone to considerable lengths to outline its policy goals for participants in the financial markets and the economy. It is not etched in stone, but we don’t foresee a material change in the next few months. Until we do, or until we become convinced that the Fed has allowed itself to get helplessly behind the inflation curve, we expect to stick to our recommendation to overweight risk assets at the expense of Treasuries over the twelve-month cyclical timeframe.   Doug Peta, CFA Chief US Investment Strategist dougp@bcaresearch.com Footnotes 1 Please see the May 17, 2021 US Investment Strategy report, "The Data That Cried Wolf," available at www.bcaresearch.com.