Friday, May 20, 2022

A Follow up on Inflation: The Disparate Effects on Company Values!

In my last post, I discussed how inflation's return has changed the calculus for investors, looking at how inflation affects returns on different asset classes, and tracing out the consequences for equity values, in the aggregate. In general, higher and more volatile inflation has negative effects on all financial assets, from stocks to corporate bonds to treasury bonds, and neutral to positive effects on gold, collectibles and real assets. That said, the impact of inflation on individual company values can vary widely, with a few companies benefiting, some affected only lightly, and other companies being affected more adversely, by higher than expected inflation. In an environment where finding inflation hedges has become the first priority for most investors, the search is on for companies that are less exposed to high and rising inflation. The conventional wisdom, based largely on investor experiences from the 1970s, is that commodity companies and firms with pricing power are the best ones to hold, if you fear inflation, but is that true, and even if it is true, why is it so?  To answer these questions, I will return to basics and try to trace  the effects of inflation on the drivers of value, with the intent of finding the characteristics of stocks with better inflation-hedging properties.

Inflation and Value

When in doubt about how any action or information plays out in value, I find it useful to go back to value basics, and trace out the effects of that action/information on value drivers. Following that rule book, I looked at the effects of inflation on the levers that determines value, in the graph below:


Put simply, the effects of inflation on firm value boil down to the impact inflation has on expected cash flows/growth and risk. At the risk of restating what is already  in the graph above,  the factors that will play out in determining the end impact on inflation on value are in the table below:


If you were seeking out a company that would operate as an inflation hedge, you would want it to have pricing power on the products and services that it sells, with low input costs, and operating in a business where investments are short term and reversible. On the risk front, you would like the company to have a large and stable earnings stream and a light debt load

Looking Back
There are lessons that can be learned by looking at the past, about how inflation affects different groupings of companies, though there is the danger of over extrapolation. In this section, I look first at how classes of stocks have done over the decades, and relating that performance to inflation (expected and unexpected). I then examine how equities have performed in the less than five months of 2022, where inflation has returned to the front pages.

Historical Data: 1930-2019
To see how this framework works in practice, let's start by looking at the performance of US stocks, across the decades, and look at the returns on stocks, broadly categorized based on market capitalization and price to book ratios. The former is short hand for the small cap premium and the latter is the proxy for the value factor in returns.
The distinction that I made between expected and unexpected inflation comes into play in this table. It is unexpected inflation that seems to have a large impact on the behavior of small cap stocks, outperforming in  decades where inflation was higher than expected (1940-49, 196069, 1970-79)  and underperforming in decades with lower than expected inflation (1990-99, 2010-19). The value effect, measured as the difference between low price to book and high price to book stocks was highest in the 1970s, when both actual and unexpected inflation were high, but remained resilient in the 1980s, when inflation stayed high, but came in under expectations. 

The 2022 Experience
    As the focus has shifted back to inflation in the last five months, it is worth looking at performance across US stocks, broken down by different categorizations, to see whether the patterns of the past are showing up in today's markets.. For starters, let's look at the how the damage done by inflation on stocks varies across sectors, looking at the 2022 broken down in three slices, the returns in the first quarter of 2022 (when Russia competed with inflation for market attention), the period from April 1 - May 19, 2022 (when inflation was the dominant story) and the entire year to date.


In 2022, the collective market capitalization of all US firms has dropped by 19.75%,  with the bulk of the drop occurring after April 1, 2022. During the period (April 1- May 19, 2022), the three worst performing sectors (highlighted) were technology, consumer discretionary and communication services, and the best performing sectors were energy (no surprise, given the rise in oil prices) and utilities, old standbys for investors during tumultuous periods.  

To check to see if the outperformance of small cap and low price to book ratios that we saw in the 1970s is being replicated in 2022, I broke companies down by decile (based on market cap and price to book at the start of 2022), and looked at changes in aggregate value in 2022:

As in the 1970s, the small cap premium seems to have returned with a vengeance, as small cap stocks have outperformed large caps in 2022, and the lowest price to book stocks have done less badly than high price to book stocks. To examine the interaction and stock price performance in 2022, I looked at the aggregate returns on firms classified into deciles based upon both equity risk (betas) and default risk (with bond ratings):
The link between equity risk and stock returns support the hypothesis that firms that are riskier are more affected by inflation, with one exception: the stocks with the lowest betas have also done badly in 2022. On bond ratings, there is no discernible link between ratings and returns, until you get to the lowest rated bonds (CCC & below). In a final assessment, I break down companies based upon operating cash flows (EBITDA as a percent of enterprise value) and dividend yield (dividends as a percent of market capitalization).
Companies that generate more cash flows from their operations and return more of that cash flow in dividends to stockholders have clearly held their value better than companies with low or negative cash flows that pay no dividends, in 2022.  Looking at these results, value investors will undoubtedly find vindication for their beliefs that this is a correction long over due, i.e., a return to normalcy where safe stocks in boring sectors that pay high dividends deliver excess returns. I do think that given how consistently growth stocks have been beating value stocks for the last decade, a correction was in order, but I believe it is way too early to proclaim the return of old fashioned value investing. 

Bottom Line
This has been a painful year for investors in US equities, but the pain has not been evenly spread across investors. Portfolios that are over weighted in risky, money losing companies have been hurt more than portfolios that are more weighted towards companies with less debt and more positive cash flows. Even within some of the worst performing sectors, such as technology, breaking companies down, based upon earnings and cash flows, there is a clear advantage to holding money making, older tech companies than money losing, young tech companies:
The question of whether these trends will continue to apply for the rest of the year cannot be answered without taking a stand on inflation, and the effects that fighting it will create for the economy. 
  • If you believe that there is more surprises to come on the inflation front, and that a recession is not only imminent, but likely to be steep, the returns in the first five months of 2022 will be a precursor to more of the same, for the rest of the year. 
  • If you believe that markets have mostly or fully adjusted to higher inflation, betting on a continuation of the small cap and value outperformance to continue is dangerous. 
  • To the extent that there may be other countries where inflation is not the clear and present danger that it is in the United States, investing in equities in those countries will offer better risk and return tradeoffs.
As I noted in my last post, once the inflation genie is out of the bottle, it tends to drive every other topic out of market conversations, and become the driving force for everything from asset allocation to stock selection. 

YouTube Video


Inflation Posts (in 2022)

Friday, May 6, 2022

In Search of a Steady State: Inflation, Interest Rates and Value

The nature of markets is that they are never quite settled, as investors recalibrate expectations constantly and reset prices. In most time periods, those recalibrations and resets tend to be small and in both directions, resulting in the ups and downs that pass for normal volatility. Clearly, we are not in one of those time periods, as markets approach bipolar territory, with big moves up and down. The good news is that the culprit behind the volatility  is easy to identify, and it is inflation, but the bad news is that inflation remains the most unpredictable of all macroeconomic factors to factor into stock prices and value. In this post, I will look at where we stand on inflation expectations, and the different paths we can end up on, ranging from potentially catastrophic to mostly benign.

Inflation: The Full Story

    I wrote my first post on this blog in 2008, and inflation merited barely a mention until 2020, though it is an integral component of investing and valuation. Since 2020, though, inflation has become a key story line in almost every post that I write about the overall market, and I have had multiple posts just on the topic. To see why inflation has become so newsworthy, take a look at the chart below, where I graph inflation from 1950 to 2022, in the United States:

Download data

While I report multiple measures of inflation, from the consumer price index (adjusted and unadjusted) to the producer price index, to the price deflator used in the GDP, they all tell the same story. We have had a long stretch of low and stable inflation, and that is especially true since the 2008 crisis. In fact, the average inflation rate in the 2011-20 decade was the lowest of the seven decades that I cover in this chart. Just as important, though, is the fact that variation in inflation, from year to year, was lower in 2011-2020 in every other decade, other than 1991-2000. It reinforces a point I made in my inflation post last year, where I argued that to understand inflation's impact on asset values, you have to break it down into its expected and unexpected components, with the former showing up in the expected returns you demand on investments, and the latter playing out as a risk factor.


Investors who are old enough to remember the 1970s point to it as a decade of high inflation, but that is only with the benefit of hindsight. At the start of that decade, investors had no reason to believe that they were heading into a decade of higher inflation, and initial signs of price increases were attributed to temporary factors (with OPEC being a convenient target). In fact, expected inflation lagged actual inflation through much of the decade, and the damage done to financial asset returns that decade came as much from actual inflation being higher than expected inflation, period after period, as from higher inflation.

It is precisely because we have been spoiled by a decade of low and stable inflation that the inflation numbers in 2021 and 2022 came as such a surprise to economists, investors and even the Fed. Early on, the inflation surge was explained away by the reopening of the economy, after the COVID shutdown, and then by stressed supply chains, and expectations about future inflation stayed low. However, as reported inflation has remained stubbornly high, and neither COVID nor supply chains provided sufficient rationale, market expectations of inflation have started to go up. I capture this shift using two measures of expected inflation, the first coming from the University of Michigan's surveys of consumer expectations of inflation for the future and the latter from the US Treasury market, as the difference between the ten-year treasury bond and the ten-year inflation-protected treasury bond (TIPs) rates:


Consumer expectations of inflation reached 5.40% in March 2022, hitting levels not seen since the early 1980s. While the market-implied expected inflation rate has also climbed to a ten-year high of 2.85%, it is clearly lower than the consumer survey expectation. There are three possible explanations for the divergence:

  1. Short term versus Long term: The consumer survey extracts an expectation of inflation in the near term, whereas the treasury markets are providing a longer term perspective, since I am using ten-year rates to derive the market-implied inflation.
  2. Consumers are over adjusting: The big inflation surges have happened in gasoline, food and housing, all items that consumers use on a continuous basis, and it is possible that they are over reacting and adjusting expected inflation up too much, as a consequence.
  3. Markets are under adjusting: Alternatively, it is possible that it is consumers who are being realistic, and it is that the bond markets which are under adjusting to higher inflation, partly because many investors have operated only in a low and steady inflation environment, and partly because some of these investors have a belief that the Fed has super powers when it comes to setting interest rates and determining inflation.
I have always argued that the notion of the Fed as this all-powerful entity that sets rates, determines economic growth and keeps inflation in check is a myth, and a very dangerous one at that, since it gives license to policy makers and investors to behave rashly, expecting a safety net to protect them from their mistakes. 

Economic Consequences

    As inflation, actual and expected, has made a return, it is not surprising that the ripple effects are being felt across the economy, with the ripples sometimes resembling tidal waves. The most direct effects have been on interest rates, where we have seen rates rise quickly, and to levels not seen in years. In the chart below, I look at how the treasury curve has shifted in the recent periods:


To provide a sense of how much rates have changed just in 2022, compare the yield curve on January 1, 2022 to the one on May 5, 2022. On January 1, 2022, the yields on the very short end of the maturity spectrum (1-6 month treasuries) were close to zero, the ten-year treasury bond rate was 1.51% and the long end of the yield curve had an upward slope. On May 5, 2022, the treasury yields for the short end had risen, with the 1-month rate reach 0.50%, the ten-year treasury bond rate had breached 3% and the term structure had leveled out for the long end of the spectrum (with the 2-year yield moving towards the 10-year yield, which in turn was close to the 20-year and 30-year yields). Of course, the "Fed did it" crowd will argue that this is all Jerome Powell's doing, an indication of how little they understand about both what rates the Fed does control (the Fed Funds rate is at the very shortest end of the spectrum, and it is not a trading rate) and how willing they are to ignore the data. If you were to graph out when the Fed woke up from its inflation-denial and when treasury rates started rising, it seems clear that it was the treasury market that is causing the Fed to act, rather than the other way around.
    As treasury rates have risen, markets also seem to have been more wary about risk, and how it is being priced. In the chart below, I start with the default spreads in the corporate bond market and you can see the increase in spreads that have occurred just over the course of 2022:

Default spreads have risen across every ratings class, but more so for lowly-rated bonds than for bonds with higher ratings. Here again, there are some who would attribute this to the Russia-Ukraine conflict, but that would miss the fact that bulk of the surge in spreads happened before February 23, 2022, when the conflict started. In the equity market, I capture the price of risk with a forward-looking estimate of expected returns on stocks, computed from the level of stock prices and expected future cash flows, and I graph both the expected return and the implied equity risk premium (from netting out the risk free rate) in the graph below:

Implied ERP spreadsheet

In equity markets, the shift in expected returns has been significant, perhaps even dramatic, as the expected return on stocks, which started 2022 at 5.75%, has moved above 8% for the first time since May 2019, with some of that shift coming from a higher treasury bond rate (1.51% to 2.89%) and some of it coming from a higher equity risk premium (4.24% to 5.14%).

    As the inflation bogeyman returns, the worries of what may need to happen to the economy to bring inflation back under control have also mounted. Almost every economic forecasting service has increased its assessed probability for a recession, with variations on depth and length. In a note published in mid-April, Larry Summers and Alex Domash go as far as to put the likelihood of a recession at 100%, based upon a joint indicator, i.e., that a combination of inflation > 5% and unemployment<4% has always led to a recession within 12 to 24 months, using quarterly data from the 1950s to today. While I remain a skeptic about historic rules of thumb (downward sloping yield curve, for example) to make predictive statements about future economic growth, I think that we can state categorically that there is a greater chance of an economic slowdown now than just a few weeks ago.

Investment Consequences

    As the storm clouds of higher inflation and interest rates, in conjunction with slower or even negative economic growth, gather, it should come as no surprise that equity markets are struggling to find their footing. At the close of trading on May 5, 2022, the S&P 500 stood at 4147, down 13.3% from the start of the year value, accompanied by increased volatility. To the question of whether to sell, hold on or buy in the face of weakness, the answer will depend on your macro assessments of the following:

  1. Steady State Interest Rate: As noted in the last section, the ten-year bond rate has doubled this year, an uncommonly large move for US treasuries, and there are three possibilities for the future. The first is that the bulk of the move in rates is behind us, and that treasury rates now reflect updated expectations of inflation. The second is that, like the 1970s, we will play catch up with inflation, and that rates will continue to move up, until expectations on inflation become more realistic. The third is that inflation is either transient, and will revert back to the lows we saw last decade, or that the economy will go into a recession and act as a natural break on inflation and interest rates. Note that in all three cases, it is not the Fed that is driving rates, but what is happening to inflation.
  2. Equity Risk Premium Path: The equity risk premium of 5.24%, estimated at the start of May 2022, is at the high end of historical equity risk premiums, but we have seen higher premiums, either in crises (end of 2008, first quarter of 2020) or when inflation has been high (the late 1970s). I think that what happens to equity risk premiums for the rest of the year will largely depend on inflation numbers, with high and volatile inflation continuing to push up the premium, and steadying and dropping inflation having the opposite effect.
  3. Earnings Estimates: The strength of the economy has been a big contributor to boosting actual and expected earnings on companies in the last two years, and these higher earnings have translated into more cash returned in dividends and buybacks. The earnings estimates for the S&P 500 companies from analysts, at the start of May 2022, reflect that strength and there seems to have been no adjustment downwards for a recession possibility. That may either reflect the fact that equity analysts are not among those who expect a recession (or expect only a very mild one, with little impact on earnings) or the possibility that there may be a lag in the process between the economy weakening and analysts adjusting expected earnings.
To see how these three forces play out, consider what I would term the status quo scenario, where you assume that today's treasury bond rate (3%) is the steady state, that earnings estimates will largely be delivered and that the equity risk premium will stabilize around current levels:

Download spreadsheet
The intrinsic value that you get for the index (4181) is almost spot on to the actual value, and that should not come as a surprise, since it reflects the consensus view on rates, earnings and risk premiums. However, there are wide divergences from the consensus on all three inputs and in the table below, I estimate the index values under these divergent viewpoints:


As you can see, the range of values is immense and they include scenarios ranging from the upbeat to the catastrophic. At one end of the spectrum, in the most benign scenario, which I will title Much Ado about Nothing, inflation turns out to be transient, fears of economic collapse are overstated and the equity risk premium reverts back towards historic norms, and the market looks under valued, perhaps even significantly so. At the other end, in perhaps the most malignant scenario, titled The Seventies Show, inflation continues to rise, even as the economy goes into recession and risk premiums spike, leading to a further correction of close to 50% in the market. In the middle, the Volcker rerun, Jerome Powell discovers his inner central banking self, cracks down on inflation and wins, but does so by pushing the company into a deep recession, making himself extremely unpopular with politicians up for election and the unemployed. There is a fourth possibility, where you Live and let live (with inflation), where we (as investors and consumers) accept a higher inflation world, with its costs and consequences, as the price to pay to keep the economy going. 
   One of the costs that come with the last scenario is that inflation eats away at trust in not just currencies, but in all financial assets, and that investors will turn away from stocks and bonds. In the 1970s, the asset classes that benefited the most from this flight were gold and real estate, and the question is which asset classes will best play this role now, if inflation is here to stay. I do think that securitizing real estate has made it behave more like financial assets, and removed some of its power to hedge against inflation, but there may be segments (such as rental properties, where rent can be raised to match inflation) that retain their inflation fighting magic. Gold's history as a collectible gives it staying power, but the truth is that it is not big enough or productive enough as an investment class for us to all hold it. That, of course, brings us to cryptos, NFTs and other, more recent, entrants into the investment choice list. In theory, you could make the argument that these new investment choices will operate like gold, but you have two serious barriers to overcome. The first is that they have not been around for long, and that history is full of collectibles, from tulip bulbs to Beanie Babies to Pokemon cards,  that people paid high prices for, but failed to hold their value. The second is that in the limited history that we have for cryptos and NFTs, they have behaved less like collectibles (holding or increasing in value, as stocks and bonds collapse) and more like very risky equities, going up when stocks go up, and dropping when stocks go down. In fact, higher and sustained inflation may be the acid test of whether there is any substance to the bitcoin as millennial gold story, and the results will make or break those holding cryptos for the financial apocalypse that they see coming.

In Conclusion
The inflation genie is out of the bottle, and if history is any guide, getting it back in is going to take time and create significant pain. It is the lesson that the US learned in the 1970s, and that other countries have learned or chosen to not learn from their own encounters with inflation. It is the reason that when inflation made itself visible in the early part of 2021, I argued that the Fed should take it seriously, and respond quickly, even if there existed the possibility that it was transient. Needless to say, the Fed and the administration chose a different path, one that can be described as whistling past the graveyard, not just ignoring the danger with happy talk, but also actively taking decisions that only exacerbated the danger. Needless to say, they now find themselves between a rock (more inflation) and a hard place (a recession), and while you may be tempted to say "I told you so", the truth is that we will all feel the pain. 

YouTube Video

Spreadsheets

Data

Thursday, April 21, 2022

Elon's Twitter Play: Valuation and Corporate Governance Consequences

I am not a prolific user of social media platforms, completely inactive on Facebook and a casual lurker on LinkedIn, but I do use Twitter occasionally, and have done so for a long time, with my first tweet in April 2009, making me ancient by Twitter standards. That said, I tweet less than ten times a month and follow only three people (three of my four children) on the platform. I am also fascinated by Elon Musk, and even more so by his most prominent creation, Tesla, and I have valued and written about him and the company multiple times. When Musk made news a little over two weeks ago, with his announcement that he owned a major stake in Twitter, I could not stay away from the story, and what's happened since has only made it more interesting, as it casts light on just Musk and Twitter, but on broader issues of the social and economic value of social media platforms, corporate governance, investing and how politics has become part of almost every discussion.

The Twitter Story

To get a measure of Musk's bid for Twitter, you have to also understand the company's path to its current status. In this section, I will focus on the milestones in the company's history that shape it today, with an eye on how it may affect how this acquisition bid plays out.

Inception to IPO

Twitter was founded in 2006 by Jack Dorsey, Noah Glass, Biz Stone and Evan Williams, and its platform was launched later that year. It succeeded spectacularly in attracting people to its platform, hitting a 100 million users in 2012, and then doubling those numbers again by 2013, when it went public ,with an initial public offering. In a post on this blog on October 5, 2013, I valued Twitter, based on the numbers in its prospectus:

Spreadsheet with valuation

In keeping with my belief that every valuation tells a story, my IPO valuation of Twitter in October 2013 reflected my story for the company, as a platform with lots of users, that had not yet figured out how to monetize them, but would do so over time. My forecasted revenues for 2023 of $11.2 billion and predicted operating margin of 25% in that year reflected my optimistic take for the company, with substantial reinvestment (in acquisitions and technology) needed along the way (as seen in my reinvestment). A few weeks later, the offering price for Twitter's shares was set at $26, by its bankers, and the stock debuted on November 7, 2013, at $45. In the weeks after, that momentum continued to carry the stock upwards, with the price reaching  $73.31 by December 26, 2013. 

If the story had ended then, the Twitter story would have been hailed as a success, and Jack Dorsey as a visionary. But the story continues...

The Rise and Fall of Jack Dorsey

In the years since its IPO, the Twitter story has developed in ways that none of its founders and very few of its investors would have predicted. On some measures of user engagement and influence, it has performed better than expected, but in the operating numbers measuring its success as a business, it has lagged, and the market has responded accordingly

Users: Numbers and Engagement

In terms of user numbers, Twitter came into the markets as a success, with 240 million people on its platform in November 2013, at the time of its public offering. In the years since, those user numbers have grown, as can be seen in the chart below:

In keeping with disclosure practices at other user-based companies, in 2017, Twitter also started tracking and reporting the users who were most active on its platform, by looking at daily usage, and counting daily active users (DAU). While total user numbers have leveled off in recent years, albeit with a jump in 2021, the daily active user count has continued to climb. 

Over the last decade, the company's platform, and the tweets that show up on it, became a ubiquitous part of news, culture and politics, as politicians used the platform to expand their reach and spread their ideas and celebrities built their personal brands around their followers. Looking at the list of the Twitter persona with the most followers provides some measure of its reach, with a mix of politicians (Barack Obama, Narendra Modi), musicians (Justin Bieber, Katy Perry, Taylor Swift, Ariana Grande), celebrities (Kim Kardashian) and sporting figures (Cristiano Ronaldo). Sprinkled in the list are brands/businesses (YouTube, CNN Breaking News), with millions of followers, though relatively few business people make the list, with Elon Musk being the exception.  It is worth noting that many of the people on top follower list tweet rarely, and that behavior is mimicked by many of the users on the platform, many of whom never tweet. The bulk of the tweets on the platform are delivered by a subset of users, with the top 10% of users delivering 80% of the tweets. 

While there are multiple reasons that Twitter users come to the platform, the demographics of its platform provides some clues, especially when contrasted with other social media platforms:

Pew Research

Twitter's user base skews younger, more male, more educated and more liberal than the US population, and especially so, when compared with Facebook, which has the biggest user base.

Revenues, Profits and Stock Prices

As Twitter user base and influence have grown, there has been one area where it has conspicuously failed, and that is on business metrics. The company's revenues have come primarily from advertising (90%) and while these revenues have grown, they have not kept up with user engagement, as can be seen in the chart below:

In the last few years, revenue growth has flattened, again with the exception of 2021, and while operating margins have finally turned positive in the last five years, there has been no sustained upward movement. To give a measure of Twitter's disappointing performance, note that the company's actual revenues in 2021 amounted to $5.1 billion, well below the $9.6 billion I estimated in 2021 (year 8 in my IPO valuation) as revenues in my IPO valuation of the company in November 2013, and its operating margin, even with generous assumptions on R&D, was 19.02% in 2021, still below my estimate of 19.76% in that year. 

The disappointments on the operating metric front has played out in markets, where Twitter's stock price dropped to below IPO levels in 2016 and its performance has lagged its social media counterparts:

Source: Bloomberg

In fact, Twitter's stock prices did not breach their December 2013 high of $73.31 until February 26, 2021, when the stock peaked at $77.06, before dropping back to 2013 levels again by the end of the year. The company that provides the best contrast to Twitter is Snapchat, another company that I valued at the time of its IPO in February 2017 at $14.4 billion, with a value per share of $10.91. Like Twitter, Snapchat had a rousing debut in the market, rising 40% to hit $24.48 on its first trading day, before falling on hard times, as Instagram undercut its appeal. The stock dropped below $6 in 2019, before mounting a comeback in 2021. While Snap is a younger company than Twitter, a comparison of the operating metrics and user numbers yields interesting results:

Looking at the 2021 numbers, Snap now has more daily active users than Twitter, but delivers less in revenues and is still losing money. That said, the market clearly either sees more value in Snap's story or has more confidence in Snap's management, since there is a wide gap in market capitalizations, with Snap trading at a premium of 60% over Twitter.

Corporate governance

While Twitter can be faulted on many of its actions leading into and after its IPO, there is one area where credit is due to the company. In a period when companies, especially in the tech sector, fixed the corporate governance game in favor of insiders and incumbents, by issuing shares with different voting classes, Twitter stuck to the more traditional model, with equal voting right shares.  It is also worth noting that Twitter came into its IPO, with a history of bloodletting at the top, with Jack Dorsey, who led the company at the start, getting pushed aside by Evan Williams, his co-founder, before reclaiming his place at the top. In fact, at the time of its IPO, Twitter's CEO was Dick Costolo, but he was replaced by Dorsey again, a couple of years later. Dorsey's founder status gave him cover, but his ownership stake of the company was not overwhelming enough to stop opposition. As disappointment mounted at the company, the murmuring of discontent became louder among Twitter shareholders, especially since Jack divided his top executive duties across two companies, Twitter and Square, both of which demanded his undivided attention.  

The corporate governance issues at Twitter came to a head in 2020, when Elliott Management, an activist hedge fund, purchased a billion dollars of Twitter stock, and demanded changes. While Dorsey was successful in fighting off their demands that he step down, he surprised investors and may company employees when he stepped down in November 2021, claiming that he was leaving of his own volition. That may be true, but it seemed clear that the relationship between Dorsey and his board of directors had ruptured, and that the departure might not have been completely voluntary. As a replacement, the board did stay within the firm in picking a successor, Parag Agrawal, who joined Twitter as a software engineer in 2011 and rose to become Chief Technology Officer in 2017.

The Musk Entree!

It is ironic that the threat to Twitter has come from Elon Musk, who has arguably used its platform to greater effect than perhaps anyone else on it. There are some Twitter personalities who have more followers than Musk, but most of them are either inactive or tweet pablum, but Musk has made Twitter his vehicle for selling both his corporate vision and his products, while engaging in distractions that sometimes frustrate his shareholders. While he has made veiled promises of alternative platforms for expression, it was a surprise to most when he announced on April 4, 2022, that he had acquired a 9.2% stake in the company. Stock prices initially soared on the announcement, but what has followed since has been one of the strangest corporate chronicles that I have ever witnessed, as you can see in the time line below:

This post is being written on April 19, and the only thing that is predictable is that everything is unpredictable, at the moment, and that should come as no surprise, when Musk is involved.

The Value Arguments: Status Quo and Potential

While Musk's acquisition bid is anything but conventional, the gaming that it initiated on the part of Twitter, the target company, and Musk, the potential acquirer, was completely predictable. The company's initial response was that it was worth great deal more than Musk's offering price, and that Twitter shareholders would be receiving too little for their shares if they sold. Musk's response was that the market clearly did not believe that current management could deliver that higher value, and that he would be able to do much better with the platform.

Twitter's argument that Musk was lowballing value, by offering $54.20 per share for the company,  and that the company was worth a lot more is not a novel one, and it is heard in almost every hostile acquisition, from target company management. That argument can sometimes be true, since markets can undervalue companies, but is it the case with Twitter? To answer that question, I valued Twitter on April 4, at about the time that Musk announced his 9.2% stake, updating my story to reflect a solid performance from the company in 2021, and with Parag Agrawal, its newly anointed CEO:

Spreadsheet with Twitter Status Quo Value

In my story, which I view as upbeat, given Twitter's inability to deliver on operating metrics in the last decade, I see continued growth in revenues, with revenues reaching almost $13 billion in 2033, and a continued increase in operating margins to 25%, not quite the levels you see at the dominant online advertising players (Facebook and Google), but about what you would expect for a successful, albeit secondary, online advertising platform. (Note that I am capitalizing R&D expenses to give the company healthier margins right now, to begin my valuation). The value per share that I obtained was about $46, $ 4 higher than the prevailing stock price, but below Musk's acquisition offer of $54.20.

To the critique that revenue growth could surprise and that margins could be higher, my answer is of course, and to incorporate the uncertainty in my inputs, I fell back on one of my favored devices for dealing with uncertainty, a Monte Carlo simulation. I picked three variables, the revenue growth over the next five years, the target operating margin and the initial cost of capital, to build distributions around, and the results of the simulation are below:

The median value in the simulation is $45.17, close to the base case valuation, but at least based on my estimates, Musk's offering price is at the 75th percentile of value. It is possible that the value could be higher but making that is not a particularly strong argument to make, if you are Twitter's board.

Competing Views: The Fight for Twitter

As a company that has lived its entire life on the promise of potential, it should come as no surprise if that is where the next phase of this argument heads. In particular, Twitter's management will claim that the company's platform has the potential to deliver significantly more value, either by changing the business model (and including subscriptions and other revenue sources) or fine tuning the advertising model. On this count, Musk will agree with the argument that Twitter has untapped potential, but counter that he (and only he) can make the changes to Twitter's business model to deliver this potential. In short, investors will get to choose not only between competing visions for Twitter's future, but also who they trust to deliver those visions.

The problem that Twitter's management will face in mounting a case that Twitter is worth more, if it is run differently, is that they have been the custodians of the company for the last decade, and have been unable or unwilling to deliver these changes. Shareholders in Twitter will welcome management's willingness to consider alternative business models, but the timing makes it feel more like a deathbed conversion rather than a well thought through plan. Elon Musk's problem, on the Twitter deal, is a different one. If you think Jack Dorsey was stretching the limits of his time by running two companies, I am not sure how to characterize what Musk will be doing, if he acquires Twitter, since he does have a trillion dollar company to run, in Tesla, not to mention SpaceX, the Boring company and a host of other ventures. In addition, Musk's unpredictability makes it difficult to judge what his end game is, at least with Twitter, since he could do anything from selling his position tomorrow to bulldozing his way through a poison pill, taking Twitter down with him. I know that there are question of how Musk  finance the deal and whether he can secure funding, but of all of the impediments to this takeover, those might be the easiest to overcome. The fact that Twitter's stock price has stayed stubbornly below Musk's offering price suggests that investors have their doubts about Musk's true intentions, and whether this deal will go through.

Alternate Endings

No matter what you think about Elon Musk and how his acquisition bid will play out, it is undeniable that he has put Twitter in play here, and that it is likely that the company that emerges from this episode will look different from the company that went into it. In particular, I see four possible outcomes for Twitter:

  1. Status Quo: It is possible that Twitter wins this round with Musk, and that the poison pill adopted by the board is sufficient to get him to walk away from the deal, perhaps selling his holdings along the way. The existing management go back to their plans for incremental change that they have already put in motion, and hope that the payoffs of higher revenue growth and profitability will unlock share value. 
  2. Musk takes Twitter private: Having spent more than a decade seeing Musk pull off what most market observers would view as impossible, I have learned not to underestimate the man. For Musk to succeed at this point, he has to be able to buy enough shares in a tender offer and/or convince other shareholders to put pressure on the board to remove the poison pill, and allow him to move forward with his plans. The odds are against success, but then again, this is Elon Musk.
  3. Independent, but with corporate governance changes: Even if Twitter is able to fend off Musk, the way that the company's management and board have handled the deal does not inspire confidence in their ability to run the company. In fact, having gone through five CEOs over Twitter's life, it is worth asking the question whether the dysfunction at the company lies with the board, and not just with the CEO. In this scenario, institutional investors will follow through by pushing for change in the company, translating into new board members and perhaps even a new CEO.
  4. Someone else acquires Twitter: There may be something to Musk's claim that the changes that are needed to make Twitter a functional business can only be made, if it is taken private. If so, it is  the board may be willing to sell the company to someone other than Musk, albeit at a slightly higher price (if for no other reason than to save face). The fact that the buyer may be Silver Lake, a firm that Musk has connections with, or another private equity investor, whose plans for change are similar to Musk's, will mean that Elon Musk will have accomplished much of what he set out to do, without spending $43 billion dollars along the way or having to deal with the distractions that owning Twitter will bring to his other, more valuable, ventures.
If I were to put these possibilities in terms of likelihood, I would put "staying independent with significant corporate governance changes" as most likely, followed by someone else acquiring Twitter, with the status quo and Musk succeeding getting the lowest odds.

Political Markets?

In this discussion, I have deliberately stayed away from the elephant in the room, which is that this is , at its core, a political story, not a financial one. To see why, consider a simple test. If you tell me which side of the political divide you fall on, I am fairly certain that I will be able to guess whether you favor or oppose Musk's takeover bid. As with most things political, you will provide an alternate, more reasoned, argument for why you are for or opposed, but you are deluding yourself, and hypocrisy is rampant on both sides.  

  • If you are opposed to the deal, and your argument is that billionaires should not control social media platforms, that outrage cannot be selective, and you should be just as upset about Jeff Bezos owning the Washington Post or a George Soros bid for Fox News. If it is Musk's personality that you feel is what makes him an unsuitable owner, I wonder whether we should be requiring full personality tests of the owners of other media companies.
  • If you are for the deal, and it is because you want Twitter to be a bastion of free speech, it is worth remembering that every social media platform is involved in some degree of censoring, for legal reasons and self preservation. It should also be noted that while those disaffected with Twitter have attempted to build their own social media platforms, they still get far more mileage from their presence on Twitter than from their posts on alternate platforms, and the complaints about Twitter not being balanced seem to end up being on Twitter.
The hand wringing from pundits about changes that may or may not be coming to Twitter, and the impact it will have on our collective consciousness, to be over wrought. In fact, some critics of Musk seem to have decided that Twitter, in its current form, is a national treasure that needs to be preserved or at least protected from money grubbing barbarians. I beg to differ. The brevity (of having to compress your thoughts into 280 characters) and timeliness of Twitter's platform has made it the place to go to get breaking news, but the notion that it is an educational platform shortchanges the meaning of learning, and the impulsiveness that it encourages from users is a recipe for tweeting remorse, or worse. I believe that while there are some who come to Twitter for news and witty repartee, many come to the platform for the same reasons that they slow down on highways to look at car crashes, i.e., to witness, and sometimes partake in, deranged arguments about trivial issues. Much as we like to complain about the ugliness and anger that we see on social media, it is exactly those forces that draw users to it, and arguing that Elon Musk will make it worse, misses the point that he symbolizes the strengths and weaknesses of the Twitter platform better than any other person walking the face of the earth. 

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Saturday, March 19, 2022

Russia in Ukraine: Let Loose the Dogs of War!

As the world's attention is focused on the war in the Ukraine, it is the human toll, in death and injury, that should get our immediate attention, and you may find a focus on economics and markets to be callous. However, I am not a political expert, with solutions to offer that will bring the violence to an end, and I don't think that you have come here to read about my views on humanity. Consequently, I will concentrate this post on how this crisis is playing out in markets, and the effects it has had, so far, on businesses and investments, and whether these effects are likely to be transient or permanent.

The Lead In

To understand the market effects of the Russia-Ukraine conflict, we need to start with an assessment of the two countries, and their places in the global political, economic and market landscape, leading in. Russia was undoubtedly a military superpower, with its vast arsenal of nuclear weapons and army, but economically, it has never punched that weight. Ukraine, a part of the Soviet Union, has had its shares of ups and downs, and its economic footprint is even smaller. The pie chart below, provides a measure of the gross domestic product of Russia and Ukraine, relative to the rest of the world:

While Russia's share of the global economy is small, it does have a significant standing in the natural resource space, as a leading producer and exporter of oil/gas, coal and nickel, among other commodities. Ukraine is also primarily a natural resource producer, especially iron ore, albeit on a smaller scale.


Russia was also a leading exporter of these commodities, with a disproportionately large share of its oil and gas production going to Europe; in 2021, Russian gas accounted to 45% of EU gas imports.

The Market Reaction

   As the rhetoric of war has heated up in the last few months, markets were wary about the possibility of war, but as Russian troops have advanced into the Ukraine, that wariness has turned to sell off across markets. In this section, I will begin by looking at the bond market effects and then move on to equities and other asset classes, starting by looking at the localized reaction (for Ukranian and Russian securities) and then the global ripple effects.

Bond Markets and Default Risk

    In times of trouble, the first to panic are often lenders to the entities involved, and in today's markets, the extent of the reaction to country-level troubles can be captured in real time in the sovereign CDS (Credit Default Swap) markets. The graph below shows the sovereign spreads for Russia and Ukraine in the weeks leading up and including the conflict:


The sovereign CDS spread for Russia, which started the year at 1.70% soared above 25%, just after hostilities commenced, and were trading at 10.56% on March 16, after rumors that peace talks were underway brought them down. The sovereign CDS spread for the Ukraine started the year at 6.17% and climbed in the first few days of the crisis to more than 100% (effectively uninsurable) before settling in on March 16 at 28.62%. Even the ratings agencies, normally slow to act, have been moving promptly, with Moody's lowering Russia's rating from Ba2 to B3 on March 3, from B3 to Ca on March 6 and from Ca to C on March 8, and Ukraine's rating from B3 to Caa2 on March 4. Other ratings agencies have also taken similar actions.
    The worries about default have not stayed isolated to Russia and Ukraine, as ripple effects have shown up first in the countries that are geographically closest to the conflict (Eastern Europe) and more generally on sovereign CDS spreads in the rest of the world. The graph below looks at average spreads, by region, before and after the hostilities started:

Change in Sovereign CDS, by Region
There are no surprises in this table, with the effects on spreads being greatest for East European countries. Note, though, that while sovereign CDS spreads increased almost 51% between January 1, 2022 and March 16, 2022, in these countries, the overall riskiness of the region remains low, the average spread at 1.30%. The Middle East is the only region that saw a decrease in sovereign CDS spreads, as oil, the primary mechanism for monetization in this region, saw its price surge during the last few weeks. The Canadian sovereign CDS spread widened, but US and EU country spreads remained relatively stable.
    The increase in default spreads was not restricted to foreign markets, as fear also pushed up spreads in the corporate bond market. In the table below, I look at default spreads on bonds in different ratings, across US companies, on January 1, 2022 and March 16, 2022:

It is worth noting that corporate bond spreads, which were are at historic lows to start the year, were already starting to widen before Russia's military moved into the Ukraine on February 24, 2022, but the invasion has pushed the spreads further up at the lower ends of the default spectrum. The overriding message in all of this data is that Russia/Ukraine war has unleashed fears in the bond market, and once unleashed that fear has pushed up worries about default and default risk premia across the board.

Equity Markets and Equity Risk Premiums

    Lenders may be the first to worry, when there is a crisis that puts their payments at risk, but equity investors are often with them, pushing down stock prices and pushing up equity risk premiums. Again, I will start with Russian and Ukranian equities, using country indices to capture the aggregate effect on these markets, from the invasion:

Russia: RTX Russian Traded $ Index, Ukraine: Ukraine PFTS Index
Neither index is particularly representative, and currency effects contaminate both, but they tell the story of devastation in the two markets. In fact, since trading has been suspended on both indices, the extent of the damage is probably understated. To get a better sense of how Russian equities, in particular, have fared in the aftermath of the invasion, I looked at four higher profile Russian companies,:

The four Russian companies that I picked are representative of the Russian economy: Lukoil is a stand-in for Russia's oil businesses, Sberbank is Russia's most dynamic bank, a part of almost every aspect of Russian financial services, Severstal is a global steel company with roots and a significant market share in Russia and Yandex is Russia's largest technology company. In addition to being traded on the MICEX, the Russian exchange, these companies all have listings in foreign markets (Yandex has a US listing and the other three are listed on the London Exchange). The collapse in stock prices has been calamitous, with each of the four stocks losing almost all of their value, and with trading suspended since the end of February, it is still unclear whether the trading will open up, and if so at what price.
A knee-jerk contrarian strategy may indicate that you should be buying all these stocks, as soon as they open for trading, but a note of caution is needed. The price drop in these companies, especially severe at Sberbank, is not necessarily an indication that these companies will cease to exist, but that the Russian government may effectively nationalize them, leaving equity worthless.
    As Russian equities have imploded, the ripple effects again are being felt across the globe. The table below summarizes the market cap change, by region of the world:
It is no surprise that Eastern Europe and Russia, which are in the eye of the hurricane, have seen the most damage to equities, but other than the Middle East, every other equity market in the world is down, with the US, EU and China shedding significant market capitalization. Slicing the data based on sector yields the following:
Against, there are no surprises, with energy being the only sector to post positive returns and with consumer discretionary and technology generating the most negative returns. Finally, I looked at firms based upon price to book ratios as of January 1, 2022, as a rough proxy for growth/maturity, and at net debt to EBITDA multiples, as a measure of indebtedness:

In this crisis, the conventional wisdom has held, at least so far, with mature companies holding their values better than growth companies. Since these mature companies tend to carry more debt, you see more indebted companies doing much better than less indebted companies. While the value crowd, bereft of victories for a long time, may be inclined to do a victory dance, it is worth noting that the same phenomenon occurred between February and March of 2020, at the start of the COVID crisis, but that growth companies quickly recouped their losses and finished ahead of mature companies by the end of 2020.
   In keeping with my belief that it is the price of risk that is changing during a crisis, causing contortions in prices, I estimated the implied equity risk premium for the S&P 500, by day, starting on January 1, 2022, going through March 16, 2022, in the graph below:
Note that equities were already under pressure in the weeks before the invasion, as inflation fears surfaced again, and then hostilities have put further pressure on them. The implied equity risk premium, which started the year at 4.24%, was  at 4.73% by March 16, and the expected return on equity, which was close to an all-time low at 5.75% at the start of the year, was now up to 6.92%, still lower than historical norms, but closer to the numbers that we have seen in the last decade.

Flight to Safety and Collectibles
    As in any crisis, there was a rush to safety, accentuated by wealthy Russians trying to move their wealth to safe havens, with safety defined not just in terms of currency, but also in terms of being beyond the reach of US and European regulators and legislators. In the graph below, I start with two traditional havens for US investors, the US dollar and treasury bonds:
Trade-weighted dollar & US 10-year T.Bond Rate
The dollar has strengthened since February 23, with the trade weighted dollar rising about 3% in value, but the ten-year treasury bond, after an initial rise in prices (and drop in yields) has reversed course, perhaps as inflation concerns overwhelm safe haven benefits. I also looked at crisis investments, starting with gold, an asset that has held this status for centuries and contrasting it with bitcoin, millennial gold:


Gold, which started the year at just above $1,800 an ounce, rose from $1,850 on February 23 to peak at $2,050/oz a few days ago, before dropping back below $2,000/oz on March 16. Bitcoin, which started the year at about $46,000, had a strong first half of November, also rose at the start of this crisis, but seems to have given back almost all of its gains. To the extent that crypto holdings may be more difficulties for authorities to trace and lay claim on, it will be interesting to see if you see a rise in the prices of crypto currencies as Russian wealth looks for sanctuary.

Economic Consequences

    It is difficult to argue that people were taken by surprise by the events unfolding in the Ukraine, since the lead in has been long and well documented. It can be traced back to 2014, when Russia annexed Crimea, setting in motion a period of uncertainty and sanctions, and the global economy and Russia seemed to have weathered those challenges well. As this crisis plays out in financial markets, roiling the price of risk in both bond and equity markets, the other question that has to be asked is about the long term economic consequences of the crisis for the global economy.

Commodity Prices and Inflation Expectations

    Given Russia's standing as a lead player in commodity markets, and its role in supplying oil and gas to Europe specifically, it should come as no surprise that the markets for the commodities that Russia produces in abundance has been the most impacted, at least in the short term:

All four commodities saw their prices soar in the aftermath of February 23, with oil rising to $130 a barrel, before falling back below $100, and trading in the nickel market suspended on March 7, after prices rose about $100,000 a ton. Even as prices rose in the spot market, the futures market indicated that many participants believed that the price rise would be temporary, with futures prices closer to $80 a barrel, for a year ahead and two year ahead futures contracts.

    In a market already concerned about expected inflation, the rise in commodity prices operated as fuel on fire, and pushed expectations higher. In the graph below, I list out two measures of expected inflation, one from a inflation expectations ETF (ProShares Inflation Expectation ETF) and the other from the Federal Reserve 5-year forward inflation measure, computed as the difference between treasury and TIPs rates.

Both measures indicate heightened concerns about future inflation, and these are undoubtedly also behind the increase in the US ten-year treasury bond rate from 1.51% to 2.19%, this year.

Consumer Confidence and Economic Growth

    The question that hangs over not just markets but economic policy makers is how this crisis will affect global economic growth and prospects. It is too early to pass final judgment, but the early indications are that it has dented consumer confidence, as the latest reading from the University of Michigan consumer survey indicates:

University of Michigan Consumer Sentiment

Consumer sentiment is now more negative than it was at any time during the COVID crisis in 2020, and if consumers pull back on purchases, especially of discretionary and durable goods, it will have a negative effect on the economy. While the contemporaneous numbers on the US economy on unemployment and production still look robust, worries about recession are rising, at least relative to where they were before the hostilities. The graph below looks at the median forecasts of recession probabilities for the US, on the left, and for the Eurozone, on the right (from Bloomberg):

Median forecast probability of recession, US (left) and Eurozone (right)

As a result of the events of the last three weeks, forecasters have increased the probabilities of recessions from 15% to 20% for the US and from 17.5% to 25% for the Eurozone.

Investment Implications: Asset Classes, Geographies and Companies

    The Russian invasion of Ukraine has undoubtedly increased uncertainty, affected prices for financial assets and commodities and exacerbated issues that were already roiling markets prior to the invasion. For investors trying to recapture their footing in the aftermath, there are multiple questions that need answers. The first is whether a radical shift in asset allocation is needed, given how these perturbations, across asset classes, geographies and sectors. The second is how the disparate market sell off, small in some segments and large in others, over the last few months has altered the investment potential in individual companies in these segments.  On January 1, 2022, I valued the S&P 500, building in the expectation that the economy would stay strong for the year and that interest rates would rise over the course of time from the then prevailing value (1.51%) to 2.50% over five years, and arrived at a value of 4,320 for the index, about 10.3% lower than the traded value of 4766. While that was only ten weeks ago, the index has since shed 7.03% of its value, the T.Bond rate has risen to 2.19% and Russia's invasion of the Ukraine have increased commodity prices and the likelihood of a recession. I revisited my valuation of the index, with the updated values:

Spreadsheet to value the S&P 500

There are two things to note in this valuation. The first is that I have raised the target rate for the US T.Bond to 3%, reflecting both the increase that has already occurred this year, and concerns about how current events may be adding to expected inflation. The second is that I continue to use analyst estimates of earnings, and at least as of this week (with estimates from March 14, 2022), analysts do not seem to be lowering earnings to reflect recession concerns. That may either reflect their belief that this storm will pass without affecting the US economy significantly or a delay in incorporating real world concerns. If you open the spreadsheet, I offer you the option of adjusting expected earnings, if you believe analysts are being unrealistic in their forecasts. The net effect of the changes is that my estimated value of the index is now 4197, making the index over valued by 5.6% as of March 16, 2022.
    More generally, the question that investors face as they decide whether to reallocate their portfolios is whether the market has over or under reacted to events on the ground. 
  • If you are a knee-jerk contrarian, your default belief is that markets over react, and you would be buying into the most damaged asset classes, which would include US, European and Chinese stocks (worst performing geographies), and especially those in technology and consumer discretionary spaces (worst performing sectors), and selling those investments (energy companies and commodities like oil,  that have benefited the most from the turmoil. 
  • If, on the other hand, you believe that investors are not fully incorporating the effects of the long term damage from this war, you would reverse the contrarian strategy, and buy the geographies and sectors that have benefited already and sell those that have been hurt. 
As an avowed non-market-timer, I think that both these strategies represent bludgeons in a market that needs scalpels. Rather than make broad sector or geographic bets, I would suggest making more focused bets on individual companies. In picking these companies, market corrections, painful though they have been, have opened up possibilities, for investors, though their stock picks will reflect their investment philosophies and their views on economic growth:
  1. Discounted Tech: During the course of 2022, markets have reassessed their pricing of tech stocks, and marked down their market capitalizations, for both older, and profitable tech and young, money-losing but high growth tech. A few weeks ago, I posted my valuation of the FANGAM stocks and noted that only one of them was under valued, at the prices prevailing then. In the last few days, every company on the list has dipped in price by enough to be at least fairly valued or even cheap. While there may be value in some young tech companies, any investments in these firms will be joint bets on the companies and a strong economy, and with the uncertainties about inflation and economic growth overhanging the market, I would be cautious.
  2. Safety First: If you have been spooked by market volatility and the Russian crisis, and believe that there is more volatility coming to the market in the rest of the year, your stock picks will reflect your fears. You are looking for companies with pricing power (to pass through inflation) and stable revenues, and in my view, and while you should start by looking in the conventional places (branded consumer products and food processing, pharmaceuticals), you should also take a look at some of the big names in technology.
  3. The Russia Play: For the true bargain hunters, the wipeout of market capitalization of Russian stocks (like Sberbank, Severstal, Lukoil and Yandex) will create temptation, but I would offer two notes of caution. The first is that you have to decide whether you can buy them in good conscience, and that is your judgment to make, not mine. The second is that corporate governance at Russian companies, even in their best days, is non-existent, and I do not know how this crisis will play out in the long term, at these companies. After all, your ownership stake in these companies is only as good as the legal structure backing it up, and in Russia, that your stake may be worthless, even if these companies recover. A less risky route would be to tag companies with significant exposure to Russia, such as Pepsi, McDonald's and Philip Morris, and evaluate whether the market is overreacting to that exposure. I have seen no evidence, so far, that this is the case, but that may change.
There is one final sobering note to add to this discussion, and that relates to low probability, potentially catastrophic events, and how markets deal with them. There is a worst case scenario in the Russia-Ukraine war, that few of us are willing to openly consider, where the conflagration spreads beyond the Ukraine, and nuclear and chemical weapons come into play. While the probability of this scenario may be very low, it is not zero, and to be honest, there is no investing strategy that will protect you from that scenario, but market pricing will reflect that fear. If we escape that doomsday scenario, and come back to something resembling normalcy, markets will bounce back, and in hindsight, it will look like they over reacted in the first place, even if the risk assessments were right, at the time. Put simply, assuming that crises will always end well, and that markets will inevitably bounce back, just because that is what you have observed in your lifetime, can be dangerous.

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