Marc Rubinstein on Reinventing Goldman Sachs

December 15, 2020 in Audio, Commentary, Equities, Financials, Interviews, Member Podcasts, Net Interest

We had the pleasure of speaking with Marc Rubinstein, author of Net Interest, a financial sector newsletter, about his article, Reinventing Goldman Sachs.

Marc’s post was prompted by the announcement of a strategic partnership between Goldman Sachs and Stripe:

  • Stripe now enables platforms to embed financial services, enabling their business customers to easily send, receive and store funds
  • Stripe is enabling standardized access to banking capabilities via APIs by expanding its bank partner network to include Goldman Sachs Bank USA and Evolve Bank & Trust as US partners

Marc introduces the topic by touching on a few similarities and differences between the two companies:

“Stripe is a company founded in 2010 in San Francisco. It builds software which allows companies to accept payments and manage their businesses online. Its mission is grand: ‘to increase the GDP of the internet’.”

Goldman Sachs was founded much earlier, in 1869 to be exact, in New York City. It provides a wide range of financial services to companies, financial institutions, governments and more. Its mission is “to advance sustainable economic growth and financial opportunity across the globe.”

“The two companies have a few things in common. They were both founded by immigrants from Europe. Their customers are typically businesses rather than consumers. And, as their mission statements reflect, they are less in the business of economic production and more in the business of economic facilitation.”

“Oh, and their market values are about the same. Stripe is reportedly in talks to raise funding at a valuation of between $70 billion and $100 billion; Goldman’s market cap is $84 billion.”

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About this series:

MOI Global looks forward to illuminating conversations with Marc Rubinstein, whose Net Interest newsletter we have found truly exceptional. Our goal is to bring you Marc’s insights into the financial sector on a regular basis.

About Marc:

Marc Rubinstein is a fellow MOI Global member, managing partner of Fordington Advisors, and author of Net Interest. He is a former analyst and hedge fund manager, most recently at Lansdowne Partners, with more than 25 years of experience in the financial sector. Marc is based in London.

About Net Interest:

Net Interest, authored by Marc Rubinstein, is a newsletter of insight and analysis from the world of finance. Enjoyed by the most senior executives and smartest investors in the industry, it casts light on this important sector in an easy-to-read style. Each post explores a theme trending in the sector. Between fintech, economics and investment cycles—there’s always something to talk about!

The content of this website is not an offer to sell or the solicitation of an offer to buy any security. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this website. BeyondProxy’s officers, directors, employees, and/or contributing authors may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated herein.

Bruce Greenwald on the Future of Value-Oriented Investing

December 10, 2020 in Audio, Building a Great Investment Firm, Commentary, Deep Value, Equities, Explore Great Books Podcast, Featured, GARP, History of Value Investing, Interviews, Jockey Stocks, Member Podcasts, Transcripts, Wide Moat

We had the great pleasure of speaking with Professor Bruce N. Greenwald, Founding Director of the Heilbrunn Center for Graham and Dodd Investing at Columbia Business School, about the outlook for value-oriented investing and the newly published second edition of his investment classic, Value Investing: From Graham to Buffett and Beyond.

The second edition comes two decades after the first, with each edition coinciding almost perfectly with a market boom in Internet stocks. Whether the publication of the second edition is a contrarian signal remains to be seen.

Professor Greenwald’s comments in this conversation may surprise some listeners, as his thoughts on the evolution of value investing emphasize how it needs to change in order to remain relevant and successful in the future.

Listen to the conversation (recorded on November 24, 2020):

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The following transcript has been edited for space and clarity.

John Mihaljevic: It’s a pleasure and honor for me to welcome to this conversation Professor Bruce Greenwald, the Robert Heilbrunn Professor Emeritus of Finance and Asset Management at Columbia Business School, and the Academic Director of the Heilbrunn Center for Graham & Dodd Investing. Professor Greenwald has been recognized for his teaching abilities, and I’ve heard it firsthand from many of his students as well. He has received numerous awards including the Columbia University Presidential Teaching Award. All of us in the value investing community look to you, Professor Greenwald, as somebody who has guided us for many years in our value investing endeavors. You’ve been a steadfast guide and advisor whose wisdom we all appreciate. Welcome.

Professor Bruce Greenwald: Thank you.

Mihaljevic: Also, you have blessed us with another gift, which is the second edition of your best-selling book on value investing; it’s been quite some years since the first edition. How many years exactly?

Greenwald: It’s 20. My timing is perfect: The first edition came out in 1999 when everybody said value investing was dead. Then the second edition has just come out when everybody again says value investing is dead. It’s a 20-year cycle I’ve managed to hit at the peak both times.

Mihaljevic: It might not be optimal for book sales, but it’s optimal for making all of us money going forward. We are probably at an unprecedented point in time in terms of the disparity between growth and value.

Greenwald: That’s right. But I plan to talk today about how this situation is different from 1999. At that time the internet boom had driven everybody crazy, and the valuations were completely devoid of any rationality. For several years they produced enormous returns for non-value investors. This time fundamental changes in the economy will not go away; they are not temporarily crazy. These are not things value investing must adapt to. In that sense, the timing of this book is a little better than the timing of the last one.

The first thing to recognize is that if you look at the statistical evidence – if you look at reasonably well-developed models of value versus growth, you’ll see the value premium is still there but not obvious. Second, if you do the crudest definitions, you could call cheap stocks value stocks then you call the expensive stocks growth stocks – by this crude measure, value has underperformed for as much as 10 years. You have a lot of hitherto successful value investors who have underperformed for 10 to 15 years, so there is a long-term set of issues here about value. When you talk though about value, it’s important to be clear about what it is so you’re not throwing the baby out with the bathwater. Four underlying principles constitute a value approach, and there’s a follow-on corollary of those principles. We probably want to start there and then talk about the corollary.

The first basic value principle, principle zero, is the recognition – you see this in Graham and Dodd, and you see this in all good investors: Investing is a zero-sum game. The average return to all investors must be the average return to all assets, which is essentially what the market return is. That principle applies broadly, and it applies to every asset class because everybody owns everything. The derivatives – the uncovered shorts, the warrants, the options, and others – all of them have a buyer and seller, so they just net out. The first thing you must always ask if you’re a value investor – or any investor – is why you will be the one who outperforms. After all, on average people perform at the market level. The way to think about it is every time you buy a security, you think it’s a good idea because it will do better than others’ security choices or investment choices. At the same time, somebody else is always selling you that security because they think it will do worse than other investment choices. One of you is always wrong! You want to ask yourself, why, as a value investor, you will be, more often than not, on the right side of that trade.

First, the traditional answer has been that value investors look for opportunities to take advantage of deep-seated behavioral irrationalities. We know people overpay for lottery tickets, that they buy them with great abandon, and that they’re crappy investments. Nobody has ever gone broke arranging a lottery. Glamor stocks, the get-rich-quick stocks, will almost always be overvalued to some degree. Second, people don’t like to spend a lot of time thinking about ugly, disappointing, potentially loss-making, and therefore cheap stocks. Focusing on the latter, which is the value approach, will still have some value to it, but statistically that value is diminished. You don’t want to throw out this principle. You want to think intelligently about it.

The second value principle is to know what you’re buying. That’s why it’s called value investing; you must be able to identify the value you’re paying for. Historically, that has been about Graham and Dodd approaches to putting the value on securities. Earnings power, asset value, and triangulating the two are superior because, among other things, they do look carefully at balance sheets when DCF projection-based values don’t. Yet they are and have been better than traditional valuation approaches. You want to have a better approach to deciding what you buy.

The third principle after you know what you’re buying is to be patient. You must be willing to wait to see that there’s a margin of safety, a significant gap between the price you paid and the value you bought. Patience and discipline, in that sense, haven’t gone away.

The problem is that because value investors concentrated on knowing what they were buying, they weren’t willing to buy the future. Almost by default, it became the case that a value investor would not pay for growth. It turns out, if you think about the history of investing – and the history is relatively short in terms of the broad number of investors we think about – investing in growth was, for the most part, not a particular advantage. In the wake of the Depression, in the wake of the Second World War, nobody wanted to take any chances. Not being willing to pay for growth just puts you in the same bucket as everybody else. Then starting in the 1950s, the late 1940s with the Nifty Fifty, you’ve got investors who looked to buy growth companies and looked to buy just the great American corporations like General Motors, General Electric, DuPont, U.S. Steel, RCA, and so on. They paid for the growth. That probably didn’t work because from the 1950s to the late 1980s, growth produced disappointing returns. Returns disappointed because the dominant economic force over that period was globalization. Globalization has you go from a national market where, say, General Motors is the dominant competitor with economies of scale and significant competitive advantages that create barriers to entry, to big global markets nobody dominates and where there are no barriers to entry.

The fundamental fact about growth that seems to be increasingly appreciated is when you don’t have a market protected by barriers to entry. It’s a market where you have, as an incumbent, a competitive advantage, but you’re not going to make money from growth. That’s clear in the case of organic growth and revenue because with revenue growth you typically do better in the short run. But ultimately, other people will see those profits. You’ll get a lot more entry. You’ll get expansion by existing firms, and the profit opportunity will go away. The same thing applies to margin growth where changes in technology reduce costs. If there are no barriers to entry, your profits go up temporarily. Everybody sees it, and they crowd into that market. Again, the benefit of the growth just dissipates. When you think of active growth where you’re investing, if you’re investing in a competitive market, you won’t earn 15% because everybody else will see that opportunity. They’ll take advantage of it, and they’ll drive that 15% return down to a 10% return. Even in active investing, if you don’t have a market protected from competition by barriers to entry, you’ll earn 10% on the investment; you’ll have to pay 10%, if that’s the cost of capital, to the people who provided you with the funds and the net benefit will be zero. Again, growth has no value.

That was the trend; it changed from markets that could be dominated and were protected by, in Buffett terms, moats, to globally competitive markets. Then over time, the value of growth was undermined and the value of growth, therefore, was disappointing. If you didn’t buy growth, you tended to do well.

That trend has reversed. As we move from manufactured goods to services – manufacturing is dying these days the way agriculture died in the early part of the 20th century – you go from big global markets to local service markets where goods are locally produced and consumed. Those local geographic markets are small enough that they can be dominated by local competitors like Walmart. Once Walmart dominates the market and has the benefit of economies of scale and customer captivity to protect the market share that underlies those economies, Walmart will start to earn above the cost of capital. If it expands widely by, say, adding food within the area where it has economies of scale, it will get returns above the cost of capital. If it expands widely to adjacent markets, which is what Walmart did, it will make returns above the cost of capital. If costs go down, entrants simply can’t get the necessary scale in that relatively small market to compete with Walmart, which dominates. You won’t see entrants competing away the benefits of growth in revenue or the benefits of growth in margins as costs go down.

Then, suddenly, as you go from big global markets to small local markets – essentially service-based markets – and this applies to manufacturing firms too. If you look at a company like Deere, the part of the business that makes tractors and sells them in a big, globally competitive product market, has shrunk. What Deere really does is provide local service support. It provides local software that runs those machines off GPS systems and places every seed in the ground individually at optimal times. You have local secondhand markets because the machines last for a long time. Because it can charge a lot for these extremely valuable machines, Deere finances the sale, which is based on local information about lending risks. When Deere dominates the United States or regions within the United States and has 90% of the agricultural equipment in that sector, there’s just no chance anybody will buy a Kubota or an Agco tractor. This principle applies equally to manufactured goods as local services become a bigger part of the package.

You see this in the share of profits in national income. At the end of the 1980s, profits were about 8% to 8.5% of national income. Today, that number is about 13.5% because globalization is essentially being reversed and technology has reinforced this trend. If you think about the old technology companies like IBM, they did everything. They did the chips. They did the software. They did the hardware. They did the peripherals. If you look at the technology companies today, they’re highly specialized. Oracle does only databases. Microsoft does operating systems and adjacent software. Intel does only CPU chips. Oracle does only fonts and graphic material. Google does only search. Once you get disaggregated markets like that and technology has enabled people to put systems together from many different suppliers, those tend to be small niche markets. In a sense, they’re local markets and product geography, and you get dominant competitors in those markets who can keep other people out because they have the scale economies, and they have the customer captivity to deny those customers and deny the necessary scale to entrants.

We live in a world, as those trends continue, where growth turns out because franchises are getting stronger and more valuable than people thought. If you’re not looking at growth – and also, if you’re not looking at intangible assets because that has also changed with these technologies and the trend toward services – you won’t do a good job of buying where the real opportunities are. That is the fundamental change value investors must come to terms with. They must be much better at valuation and intelligently buying growth. They can’t just do what Ben Graham and David Dodd did and say, “Look, we just don’t do growth.”

Mihaljevic: It seems, on the flip side, there’s a lot of value destruction due to the obsolescence of older technologies.

Greenwald: That’s right. Here’s the thing: If you are in a competitive market and you go out of business because you’re earning the cost of capital on your investment and there are no economies of scale – as you go out of business, the operation doesn’t get less profitable, and you typically recover capital to cover the lost profits. That’s because you have, say, $100 million invested, you’re making $10 million a year, that $10 million goes away. But you get your $100 million back because it’s working capital and fixed capital that you just allow to depreciate. Ultimately, you make something close to your $100 million max. In a world of competitive businesses, lack of growth, that is, negative growth – these disruptions don’t kill you. In a world of franchises like newspapers, the destruction of franchises, negative growth is deadly because now your fixed cost is spread over a smaller and smaller base. Your product gets less attractive because the network effects go away or go to some other sector. Because you’re earning 40%, 50%, 60% on the invested capital, the capital you recover comes nowhere near to compensating for the lost business.

You’re right. The second half of this is if you look at dying businesses in a franchise world, you’ll get murdered. That probably hurt a lot of value investors who thought they would get rich buying newspapers and similar businesses.

Mihaljevic: Now we see that in a lot of sectors. An example is energy, which might be down to its lowest in history as a percentage of the S&P. How can we think about looking for value in a sector like that which is gradually getting disrupted; it’s a sector that will shrink in certain ways, and yet it seems investors might have overreacted on the negative side.

Greenwald: Here you must be careful. Those are competitive businesses. You’re talking about commodity businesses. The history of commodity businesses – and this includes energy – is that in the race between improvements in technology and the exhaustion of readily accessible resources (including the atmosphere), improvements in technology have won hands down for 200 years. Even though oil did well for a period starting in roughly 2003, historically it’s done badly. There’s a brief period in the 1970s and early 1980s when it did well, then it did badly for 20 years. If you’re going to buy natural resources intelligently, you must be a strict value investor and not look for growth at all. You want to make sure the asset value is there, make sure the earnings power value is there, and you want to make sure there is a margin of safety.

In commodity businesses, your advantage as a value investor is the second of two forces we talked about. When oil does badly it’s disappointing, it’s no longer glamorous, and we know people overreact. You want to look at that possibility. You want to put a value on what you’re buying that’s better than you can do with one of these speculative DCF calculations based on unreliable projections of future prices. That’s basically doing an asset value, doing a current earnings power value, and triangulating between the two, which is the Graham and Dodd approach, which is better. You must have an appropriate approach to those investments. Third, you must be patient. Once you’ve got a value, you might find that even though it’s a bad sector, it’s still not a bargain. You want to be in that area as a strict value investor.

There’s something else that’s come into play as you start to pay for growth and as you start to think about these changes. When you buy growth, when you look at the possibility that shrinkage will kill you, you’re focusing on the future. Focusing on the future – and that’s also what you’ll do increasingly in this era of disruption and commodity markets – is a hard thing to do. That means – this is the last piece of advice I give people – if you’re going to invest in oil, you better be an oil specialist. You can’t be a generalist. Imagine that I do South Texas Gulf. I trade or invest in South Texas Gulf Coast onshore oil leases. It’s all I do, and I’ve done that for the last 20 years. Imagine you fly in from New York or Germany and buy an oil lease from me. Who do you think will make money in that transaction? It’ll be the expert.

You must specialize by industry, and that is a big change for a lot of value investors. You won’t be able to do all commodities. You might be able to handle two or three – and by geography. The oil companies that do well are not the ones that go all over the world. They tend to be the oil companies with basin specialties. They dominate a small number of basins; they invest in those basins where they have informational and knowledge advantages. You want to have a sense of looking for the disaster. You want to have a good value-based approach to knowing what you’re buying, which is a good valuation technology. You want to be disciplined about it. To do that well, you must be an expert, and that’s a big change for value investors.

Mihaljevic: To continue that idea of specialization, one of the four principles you mentioned is to know what you are buying or the concept of “circle of competence.” Would you say that also applies to investors who are now looking to find value in growth? Because you need to assess growth more, that you need to be…

Greenwald: …Absolutely. Let’s talk a little about how you value growth because that’ll give you a feel for how hard it is and how important it will be to know that business and be specialized. If you think of a growing firm and buying a growing firm, most of the value is way out there in the future. Typically, when you do a DCF on a growth stock, you’ll do five years of cash flow projections, and then you’ll do a terminal value. Somewhere above 80% of all the value will be in the terminal value. The terminal value will be a terminal cash flow times a multiple, and the multiple is one over the difference between the growth rate in that terminal cash flow and the cost of capital. If the growth rate is four and the cost of capital is eight, 4% is the difference. The multiple will be one over four percent or 25%. But suppose you’re off by 1% in either of those numbers. Suppose the growth rate is not 4%, it’s 3% instead. The cost of capital is not 8%, it’s 9% minus 3%, 6%. One over six percent is 16x, not 25x. On the flip side of that, suppose the growth rate is 5% and the cost of capital is 7% and these are 1% errors in projecting a long-term future. Seven minus five is 2%. One over two percent is a 50x multiple. Within a narrow range of forecasted growth rates and what future risks might look like, you can get a 3:1 variation in multiples. You had better be an expert if you play that game.

Also, you cannot put a number on things. If you’re going to buy growth, you must not say, “This is what it’s worth,” because you’ll get those inaccuracy problems I just described. What you must say is, “If I buy at this price, what kind of return will I earn?” You must look at these growth stocks and returns base. What you’ll do is an earnings power. The assets probably won’t matter because it’ll be a franchise business. You won’t invest in any growth if you don’t have confidence in the existence of a franchise or the barriers to entry. You’ll verify that they dominate the market, they have customer captivity or proprietary technology, and that there’s real market share stability. For an entrant to be viable, it must get to, say, a 20% market share. Two-tenths of one percent changes hands of market share every year, so it will take them 100 years to get here, which is a powerful moat. Then you’ll say, okay, as that franchise sits there today, what are the earnings? That’ll be a traditional earnings power calculation. You’ll divide that number by what you’re paying for the company. That’s a cash return, and this is an enterprise value. You say you think you’ll make $100 million and you’re paying $1.2 billion. It’s an 8% earnings return.

You don’t get all of that. You can’t just stop there because the management will give you some of that in cash, and they’ll reinvest some of it. You must have a feel for how much of that you’ll get in cash, which is what the distribution policy looks like now and in the future. Let’s say you think they’ll distribute half of the 8% earnings with growth. You’ll get a 4% cash return. Everything else must come from growth, and the growth will have two sources. One source – and here it’s important to recognize it’s just organic growth because the market is protected by barriers to entry – organic growth in demand and margins from cost reduction will benefit you. But you must know what those numbers will look like. You must know and be able to forecast what these long-run growth rates and revenue will be. Typically, because you’re talking about long-run revenue growth, it won’t be more than 3% above GDP growth. If it’s temporary growing at 20% faster than GDP, that won’t last. You won’t be able to tell when that stops, and that’ll be too tough to call.

You must have a long-term revenue growth rate, and you must have a long-term trend in cost reduction to improve margins. To understand both of those, you better understand industry demand and how it’s evolving; you better understand industry technology and how it’s likely to evolve. Then you’ve got the 4% return they reinvested. What you get for that depends on how good the management is and will be at capital allocation. If they’re terrible at capital allocation – and there are companies out there that typically earn about $0.20 on the dollar for everything they retain; understanding that number requires real industry knowledge – then that 4% will be worth less than 1%. If they have a disciplined strategy – they spend money first on cost reduction and, when they grow, they grow either at the margins of their existing markets where their economies of scale carry over, or like adding food products for Walmart within the markets they dominate – you could have a case where every dollar reinvested earns $2, in which case that 4% would be increasing. But you better understand the evolution of that management, how good they are at capital allocation, and that’s a lot of detail.

Once you have that number – it consists of the cash return, the organic growth return, and the active reinvestment return – you must compare that to the cost of capital because you want a margin of safety. If the cost of capital is seven percent, which is a reasonable cost these days, you want returns of at least 10% or 11%.

Here I come back to the good point you made earlier: These franchises don’t last forever. If this franchise lasts 50 years – and it’s a random event when it does – and it is dying at about 1.5% a year, which is 72 divided by 50. If it’s a 30-year franchise, that franchise has an expected death rate of 2.4%, and your margin of safety must cover that. The ability to make good judgments about how long these franchises will last is industry-specific. Again, you better be a real industry expert.

In every dimension, if you start buying growth and you think you’ll do it as a generalist, then you’ll get in real trouble. If you look at the value investors who’ve done well – these are the ones we’ve included in the book in this edition as opposed to the last edition – they’re all specialized. They’re usually specialized by industry and geography, or they do specialized kinds of securities and kinds of investment.

Mihaljevic: Would you say to be successful these days, we are not just security analysts looking at the numbers, but we also need to be judges of people or management teams more and more? Buffett is famous for saying you should buy a business that’s so good, even a fool could run it. That doesn’t seem to apply anymore in the world where so much of the value depends on the future. You think of an Amazon – if it had stayed a bookstore, it would have had a different outcome than what Jeff Bezos has done. How important has assessing management become?

Greenwald: First, you must understand the industry. Buffett also said when a management with a good reputation meets an industry with a bad reputation, it’s invariably the reputation of the industry that survives. You better understand these trends in detail. Value investors make a common mistake about industries. One of the things I cannot beat out of my students is they say, “Oh, this is a powerful franchise, so I’ll pay a higher multiple for it.” Powerful franchises are all in the earnings, presumably. If you give it a higher multiple, you’re double counting. What you care about is the durability of the franchise, which is the point you raised early in the context of disruption. Also, you care about the rate of growth of that franchise, which depends on management’s ability to make those earnings from the franchise grow. You must start with detailed industry knowledge. Then yes, of course, you must be able to judge management.

But here’s the thing. Knowing about good management without knowing about the industry economics is a tough thing to do. Knowing about good management if you can’t talk to them frequently so that they are a long way away or the managements you’re monitoring are all over the globe is a tough thing to do. I agree with you that you must be good at judging management as well as judging the industry. Jeff Bezos got lucky in some of that because other people did try to grow the way he did, and it didn’t work out. To do that well, you must be locally focused so you can talk to these managements and probably focus on managements who are below the radar otherwise. Then based on your knowledge of the industry, you can judge when they start making stupid decisions.

Mihaljevic: You talked a little about profit margins and how they’ve evolved. Profit margins used to be viewed as one of the most mean-reverting series there was. But that sentiment seems to have changed in the last decade or two. Would you say profit margins can stay “high” forever given that specialization of various businesses? If so, does that mean we have become, in a way, less capitalistic because maybe the businesses have gotten smarter about carving out niches versus competing on a commodity basis?

Greenwald: A good point underlies that question, and it is this: Mean reversion is a characteristic of the timeframe you’re talking about. If you’re talking about business cycle timeframes – periods of five to seven years – then yes, you’ll always get mean reversion. If you got high profits for a short period, they’ll mean-revert over four to six years. If you have low profit, they’ll mean-revert over five or six years. That hasn’t changed, but here’s the thing: There are longer timeframes, and in those long timeframes you typically don’t get mean reversion in profits. If you look from 1946 to 1980, returns on capital and, therefore, profit margins fell consistently. Over that period, they fell by a factor of two. It’s like people forget that over 200 years, commodity prices have continued to fall because they don’t look at those long timeframes. If you’re going to invest in growth because so much of the value is out in the future, you’ll be looking at long-term timeframes. There, you don’t see mean reversion except in low frequencies.

Once you look at the late 1980s and you look at what’s happened since then, first, the nature of the great companies has changed. It’s the UnitedHealthcares now. It’s the Deeres that understand the local component of manufacturing. It’s a service business like Amazon. It’s a service business like Walmart, although Amazon is disrupting it. It’s a non-traditional manufacturer like Google or Microsoft. It’s Apple, where the manufacturing costs are negligible. When you look at these kinds of companies, they dominate niches, small product markets, and they dominate geographies. Google is nowhere in China. Baidu dominates China. The trends we’re looking at that have empowered or created unusual value to growth and have led to this growing share of profitability are long-term trends.

Do I think the trend toward services is going away? I don’t see that. I don’t know what will replace services. But right now, that’s the game, and it’s the game all over the world. The countries that are still manufacturing economies like Japan and like a lot of the Europeans have gotten in real trouble because they haven’t adapted. That’s a trend I don’t see going away, and it’s a trend that empowers companies and empowers smart managements. This is especially true with geography, to stay out of each other’s way. One of the great things happening in agricultural equipment is that these companies are defining their own geography. Deere is dominant in North and South America and now, Australia. Agco sticks to Europe pretty much, and Kubota sticks to wet rice agricultural in Asia. Once that happens – you’re right – competition goes away, so you’ve got dominant competitors in each of these several markets. It’s just not worth it. It’s just not economical to go after each other. That geographic trend won’t go away. Ask yourself this: When you look at social media, what’s the trend? It’s getting increasingly specialized. It’s LinkedIn, it’s Instagram, it’s Tik-Tok that do only specialized things. That trend toward specialization in technology, I don’t see going away either. You must understand these trends and that someday they will change. The only way you’ll understand how they impact your investments is to understand how they impact the industries in which you invest, and that means being an industry expert and how they impact the geographies in which you operate.

Mihaljevic: To ask you a counterpoint, I’ve heard many people say because investors have become so specialized, now there’s value in being a generalist and making connections that the specialists cannot make. What would you say to that?

Greenwald: The empirical evidence is against them. For example, and they’ve known this for a long time, there are these big fund companies that offer industry-specialized funds. If you built a portfolio – it could just be an S&P-type valuated portfolio – of those specialized funds, they typically outperform the generalized funds from the same companies. If you look at the value investors whose performances have not deteriorated, they tend to be the ones who are specialized in this environment. Let’s just go back to the fundamental test. Suppose I’m an expert in agricultural equipment and I invest in agricultural equipment stocks. Suppose you buy your stock from me. You’re buying and I’m selling. Who do you think will be on the right side of that trade? Sometimes I will have missed a broader trend, but this is something value investors tend to do, and it’s tended to benefit them. They tend to look for stability. If an industry is changing rapidly, they put it in the too-tough-to-call column. They look for temporary problems that will go away in a stable economic environment. The things you’re talking about that would benefit a generalist will probably be dramatic changes from outside an industry. They’ll be rare, and they’ll be hard to forecast. The impact of those changes on the industry itself will be hard to forecast. On average, you’re much better off understanding the current stable industry structure, especially when it comes to trying to forecast it over 10, 15, or 20 years. Then you’ll come to that industry with some brilliant insight and do it. If you understand Sweden, you won’t be somebody who does well in a dense economy like China’s. Sweden is a bunch of small markets broken up by mountain chains. China is these dense markets along river valleys on the coast, like New York, and it’s just a different economics. I still say you must start by being a specialist.

If you’re smart, you can do 8 or 10 industries. Warren Buffett has done four, which are consumer non-durables, old media, insurance, and banking. When you look at him in other areas, he hasn’t done nearly as well as in those four areas. Evidence and logic still argue in favor of specialization. But, and here’s the big problem, when you define risk properly as (not upward variation but) downward variation, which is loss, and (not temporary fluctuations or variations but) long-term permanent impairment of capital, it turns out most of the permanent impairment of capital events are unsystematic. It’s like the newspapers going away. They’re not necessarily economy-wide events. That means diversification is important, and it’s hard for specialists to be diversified. There is this other function out there, and it’s not an investment analyst function. It’s a portfolio management function where there must be people who are good at speaking with the industry specialists and eliciting how much confidence they have in their choices, how reliable their projected returns are, and how correlated they are with other returns so you can sensibly build a portfolio. The role of a generalist has not completely gone away, but it has changed a lot.

Mihaljevic: I have a question about being an investor given how broad a swath of investors you see and have followed for a long time. Some value investors have done well through the decades. Some seem to have not adapted to the times, if you will. What is your advice for a value investor about evolving as an investor? There’s this notion of style drift, and that’s a bad thing. It seems a lot of investors have stuck to their guns because they don’t want to be accused of drifting. But how does one evolve in the right way?

Greenwald: The first question concerns what it means to stick to your guns. If you were an asset investor, for example – you are Marty Whitman or people in that game who focused on real assets – real assets have gone away. Assets are overwhelmingly intangibles these days. The old metrics you applied didn’t apply to a lot of businesses. Often, the businesses you had to look at where there were bargains had fundamental problems because you didn’t have a broad choice. If you didn’t adapt, all those old-fashioned asset-based investors got in real trouble.

Second, when you say style drift, you must have a fairly catholic view of your style. When you say don’t drift from a value style, increasingly today that means don’t drift outside your specialty because that’s what will put you on the right side of the train. That’s something Graham and Dodd and Buffett are acutely aware of. Stick to your specialties. The second thing is to embrace a value orientation in looking for stocks within an industry. If you have two or three industry specialties, concentrate on the one that’s the sickest. Those fundamental human tendencies haven’t gone away. Sensible search strategies are where you’ll always start. Once you’ve evolved the sensible specialized value-oriented strategy, don’t go away from that.

Remember that value investors should have superior valuation approaches, and the one thing we know about valuation approaches is one size doesn’t fit all. People get taught in business schools that everything should be a DCF; that’s idiotic. For example, if you’re doing event-based investing, which is an inherently short horizon, and if it’s fixed income so the payoffs are quite clear, you can go ahead and do a DCF because you’re not going far out into the future; the payoffs will be clear, and it will be all about probability weighting of well-defined scenarios. For that, a DCF is a good way to go. If you’re going to invest in competitive businesses like real estate, raw materials, natural resources, agricultural products, and businesses like steel fabrication, you know growth will have no value. If you do a stupid DCF forecast that is incredibly sensitive to the assumptions, it won’t be a good valuation. You’ll want to look for asset values, valuing the intangibles in a sensible way, as well as the tangible assets. You’ll want to look for earnings power values, and you’ll want to triangulate those.

You won’t have a simple multiple you can apply because it’s not that simple. You’ll have to apply this approach, which is the Graham and Dodd approach, which is much superior to a DCF approach, where it’s appropriate. If you’re going to invest in franchises, which will be increasingly a bigger part of the market, you’ll need to do this return-based calculation. When you do the return-based calculation, you must consider things like franchise fees in your margin of safety, and it’s a different way to proceed. In that case, you must accept the fact that making the sale decision will be brutally hard because you won’t have a value you can compare to the market price; these returns are relatively insensitive to market prices. You must have a policy. Buffett’s policy was never to sell. Seth Klarman’s policy originally was never to pay more than 16x earnings. It’s drifted up in this environment, but it’s still – it’s an arbitrary policy, and you must stick with it. You must stick with your valuation discipline and using these approaches as frameworks to do good research and identify exactly what you’re doing. If you drift away from that and start doing multiples or start flashing on things, you’ll get in real trouble. It comes down to sticking with the sound valuation approaches and sound research approaches; these will need to be specialized.

Then, you must be disciplined. You must monitor your behavior. You’ll make a mistake once, and it’s probably forgivable. But if you make the same mistakes repeatedly, you are not keeping track of your own record; you must be careful to monitor your own discipline.

It starts out the way we talk about things, which is having a sensible search strategy where you find the opportunities where you’re likely to be on the right side of the train – sticking with that, having valuation approaches that are both appropriate to each of the opportunities you look at and are applied consistently and rigorously, and having a disciplined approach to a buy decision and having some appropriate disciplined approach to the sell decision. If you don’t drift away from that – there are value dimensions to all of that that we’ve talked about – you will continue to do well. The people I know who’ve done well in this environment – there are people who, over the last 15 years, when value has not done well, have outperformed their markets by 8% to 9% per year. They’ve typically done it by being specialized.

Mihaljevic: Professor Greenwald, this has been wonderful. Thank you for your wisdom and for giving us the gift of the new edition of your book, which is nice for all of us to have either for Thanksgiving or, for those who don’t have it yet, in time for Christmas.

Greenwald: Can I do two valedictory ads?

Mihaljevic: Please.

Greenwald: First, the questions have been just terrific, so I hope your viewers appreciate that as a general principle.

Mihaljevic: Thank you.

Greenwald: You’re specialized in questions, and you do it well. Second, the first book, Value Investing: From Graham to Buffett and Beyond, which sold over 100,000 copies in English and probably a couple hundred thousand or more around the world, is not particularly good. The second edition is a much better book. It’s good enough that, like Competition Demystified, we’ll never do a third edition. If you buy this one, it will be the last one you ever have to buy.

About the author:

Bruce C. Greenwald was Founding Director of the Heilbrunn Center for Graham and Dodd Investing at Columbia Business School from 2001 until his retirement in 2019. In addition to training thousands of students in the mysteries of value investing, he taught oversubscribed courses on the economics of business strategy and globalization. His book Competition Demystified, published in 2005, is still in print. He has also been Chairman of Paradigm Capital Management since its founding in 2007 and the Director of Research at First Eagle Funds from 2007-11, serving as a senior advisor since.

About the second edition:

The first edition of Value Investing: From Graham to Buffett and Beyond was published in 2001. It is still in print, having sold over 100,000 copies. It has been translated into five languages. Business school professors still assign it in their courses. But in the 20 years since the first edition, the economy has changed, the investment world has evolved, and the discipline of value investing has adapted to this new environment. This second edition responds to these developments. It extends and refines an approach to investing that began with Benjamin Graham and David Dodd during the Great Depression and was adapted by Warren Buffett, Charlie Munger, and others to earn returns in an environment in which the opportunity to buy a stock worth a dollar for 50 cents is no longer waiting in plain sight.

The foundation of this book is the course on value investing that Bruce Greenwald taught at Columbia Business School for almost a quarter century. His aim in the course, and our aim in the book, is to help the investor operating in the Graham and Dodd tradition find him or herself on the right side of the trade. The steps include searching for the right securities, valuing them appropriately, honing a research strategy to devote time to the right activities, and wrapping it all within a risk management practice that protects the investor from permanent loss of capital.

The book has been revised throughout, but the biggest change is the addition of more than two chapters on the valuation of growth stocks, which has always been a problem for investors trained in the Graham and Dodd tradition.

Successful value investing practitioners have graced both the course and this book with presentations describing what they really do when they are at work. There are brief descriptions of their practices within, and video presentations available on the website that accompanies this volume.

In addition to a selection of Warren Buffett’s letters, there are presentations by Mario Gabelli, Glenn Greenberg, Paul Hilal, Jan Hummel, Seth Klarman, Michael Price, Thomas Russo, and Andrew Weiss. Although their styles vary, they all are members in good standing of the Graham and Dodd tradition.

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Thank you for your interest.  Please note that MOI Global is closed to new members at this time. If you would like to join the waiting list, complete the following form:

The content of this website is not an offer to sell or the solicitation of an offer to buy any security. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this website. BeyondProxy’s officers, directors, employees, and/or contributing authors may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated herein.

Ep. 21: #Neversell | Subscription Models | Financial Services Disruption

December 10, 2020 in Audio, Diary, Equities, Interviews, Podcast, This Week in Intelligent Investing

It’s a pleasure to share with you Season 1 Episode 21 of This Week in Intelligent Investing, featuring Phil Ordway of Anabatic Investment Partners, based in Chicago, Illinois; Elliot Turner of RGA Investment Advisors, based in Stamford, Connecticut; and your host, John Mihaljevic, chairman of MOI Global.

Enjoy the conversation!

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In this episode, John Mihaljevic hosts a discussion of:

Hashtag neversell: Elliot Turner shares his take on #neversell, a recently trending topic among investors on Twitter. We discuss the significance and merits of #neversell, tying it to related topics, such as long-term investing, how to make a sell decision, and how to invest amid market exuberance.

Subscription business models: Phil Ordway shares insights into recurring revenue models, their features and advantages. We discuss how subscription models create value, but we also examine the potential issues, drawbacks, and risks of such models. We touch on the fitness space as well as Peloton.

Financial services disruption: John responds to a listener question on the significance of the Stripe Treasury announcement. We discuss how innovation and disruption are affecting banking, insurance, and financial services broadly. We debate the outlook for long-term value creation in the sector.

Follow Up

Would you like to get in touch?

Follow This Week in Intelligent Investing on Twitter.

Engage on Twitter with Elliot, Phil, or John.

Connect on LinkedIn with Elliot, Phil, or John.

This Week in Intelligent Investing is available on Amazon Podcasts, Apple Podcasts, Google Podcasts, Pandora, Podbean, Spotify, Stitcher, TuneIn, and YouTube.

If you missed any past episodes, you can listen to them here.

About the Podcast Co-Hosts

Philip Ordway is Managing Principal and Portfolio Manager of Anabatic Fund, L.P. Previously, Philip was a partner at Chicago Fundamental Investment Partners (CFIP). At CFIP, which he joined in 2007, Philip was responsible for investments across the capital structure in various industries. Prior to joining CFIP, Philip was an analyst in structured corporate finance with Citigroup Global Markets, Inc. from 2002 to 2005. Philip earned his B.S. in Education & Social Policy and Economics from Northwestern University in 2002 and his M.B.A. from the Kellogg School of Management at Northwestern University in 2007, where he now serves as an Adjunct Professor in the Finance Department.

Elliot Turner is a co-founder and Managing Partner, CIO at RGA Investment Advisors, LLC. RGA Investment Advisors runs a long-term, low turnover, growth at a reasonable price investment strategy seeking out global opportunities. Elliot focuses on discovering and analyzing long-term, high quality investment opportunities and strategic portfolio management. Prior to joining RGA, Elliot managed portfolios at at AustinWeston Asset Management LLC, Chimera Securities and T3 Capital. Elliot holds the Chartered Financial Analyst (CFA) designation as well as a Juris Doctor from Brooklyn Law School.. He also holds a Bachelor of Arts degree from Emory University where he double majored in Political Science and Philosophy.

John Mihaljevic leads MOI Global and serves as managing editor of The Manual of Ideas. He managed a private partnership, Mihaljevic Partners LP, from 2005-2016. John is a winner of the Value Investors Club’s prize for best investment idea. He is a trained capital allocator, having studied under Yale University Chief Investment Officer David Swensen and served as Research Assistant to Nobel Laureate James Tobin. John holds a BA in Economics, summa cum laude, from Yale and is a CFA charterholder.

The content of this podcast is not an offer to sell or the solicitation of an offer to buy any security in any jurisdiction. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this podcast. The podcast participants and their affiliates may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated on this podcast. [dkpdf-remove]
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Selected Highlights of the Annual Letter of Saber Capital

December 9, 2020 in Best Ideas Conference, Commentary, Equities, Letters

This article by MOI Global instructor John Huber, managing partner and portfolio manager of Saber Capital Management, was excerpted from the 2019 annual letter of Saber Investment Fund. John is a featured instructor at Best Ideas 2021.

Marv Levy, my favorite all-time football coach often said, “When it’s too tough for them, it’s just right for us!” The Hall of Famer’s motivational saying didn’t get my beloved Buffalo Bills to the pinnacle of the NFL, but it’s the attitude our partnership takes when stock prices are falling, and a year ago we made two investments in great businesses when the market got “tough”.

In total, we had five main holdings which made up about 80% of the fund’s assets. Each meaningfully contributed to our returns last year, which wasn’t surprising given the market’s tailwind, but it is nice to get production from a number of hitters in the lineup.

Our results over the years have been earned by investing in stocks of great businesses when they become temporarily mispriced. Though success going forward will not be easy, our approach is very simple. I’m convinced that long-term results don’t need to come from being original, finding underfollowed companies, solving complicated situations, or even generating unique insights. Great results come from acting on the very rare ideas that seem obvious, without diluting those great ideas with mediocre or even “good” ideas. When it comes to picking stocks, Good is the enemy of Great, not the other way around as Voltaire suggested.

So, we like the simple principles that are hardly unique: stick exclusively to businesses that are easy to understand, invest in companies that generate lots of free cash flow, partner with good management teams, and then the most important ingredient: wait, wait, wait. I think this last part – the waiting – is what separates the good from the great.

In his talk “The Art of Stock Picking”, Charlie Munger said the best investors “bet very seldom”. This remains the best piece of advice I’ve ever come across on the subject of portfolio management.

Opportunity Costs

Homebuilders tend to have cash flow statements that look a lot like energy producers: they earn cash from the sale of a finished home, but that home sits on land that has to be replaced, and so the profit has to be constantly reinvested into new land. Like an oil well that slowly bleeds dry and requires a new well to maintain production levels, builders are constantly pouring their cash flow back into the ground in order to stay in business. I think of these types of business models like hamster wheels: the minute you stop running, the wheel stops turning. Businesses like homebuilders, energy producers (and maybe even video streaming companies) have to keep pouring cash in or else their business “wheel” stops turning.

NVR gets away from this depletion problem by utilizing a different business model that avoids land development (the segment that consumes cash) and focuses on building and selling of homes (the business that produces cash). As a result, NVR makes much more efficient use of its capital, generating higher turnover and better returns, and as a result it is one of the only businesses that actually generates free cash flow. NVR also has a great culture with proper incentives and a long-term oriented management team that owns a big chunk of stock.

In the fall of 2018, homebuilder stocks were beaten down. We used a small amount of cash from new incoming partners to buy NVR, but because we had limited cash and I chose not to sell anything, the result was a meaningless position. Furthermore, I refused to buy more after it appreciated a bit.

Lesson: Anchoring on a previous price is a mistake that I’ve often made, and I hope to do a better job guarding against this bias going forward.

The bigger mistake was overestimating the value of a couple other holdings while underestimating the value in NVR. It’s unlikely the stocks we didn’t sell will make up for the returns we passed up by not buying more NVR, an example of how mistakes of omission have a real economic impact, even when they don’t show up in the fund’s trading reports. There will be lots of mistakes going forward, from stocks we missed and also from stocks we did buy but shouldn’t have, but I try to think of mistakes like capital expenditures that are necessary education costs that pave the way to greater returns in the future (I’ll be sure to remind you of this glass-half full mindset next time our fund has a bout of underperformance).

The good news is that our preference for owning profitable and durable companies reduces the likelihood of major permanent losses. Of course, this also means we don’t own the type of stocks that can rise 10-fold in a short period of time – our distaste for strikeouts is stronger than our desire for home runs.

All of this means missed opportunities will be our biggest source of mistakes, and I’ll do my best to minimize this cost going forward.

Portfolio

Slugging percentage is a better measure of a hitter’s productivity than batting average, and the fund had a few extra-base hits in 2019 (for portfolio analysis, I like baseball metrics over betas and Sharpe ratios). Our two best performing stocks were also the two largest positions at the beginning of last year.

We’ve owned Apple for four years, but made it a larger position last January (roughly a third of the fund). The stock was trading close to 10 times free cash flow, and I felt the market was overly concerned about near-term iPhone sales and the impact of tariffs, both of which I thought would impact the short-term results but not the long-term value of the brand. Five years from now, people will still be waiting in lines to buy whatever product Apple is selling. Apple had a $100 billion cash hoard that grows $60 billion each year from Apple’s annual free cash flow. Most of this was earmarked for buybacks, which I thought was a great use of cash at those levels.

The stock had a great year, but it wasn’t a one-hit wonder. Apple has compounded at 36% per year since we first invested in the company 4 years ago. It’s a result I’m very happy with, but I will also point out the humbling fact that every other decision I made detracted from, and not added to, this result. To use one of those Greek letters, Tim Cook offered more alpha than Saber.

But misery loves company, and fortunately we have some. Over the past 5 years, with exceptions that you could probably count on two hands, Apple has outperformed the entire hedge fund industry, every one of the 10,000+ mutual funds, the passive funds at Vanguard and Blackrock, the most prestigious private equity funds, and the vast majority of venture capital funds in Silicon Valley. We’re talking about many trillions of dollars in all kinds of investment vehicles with all kinds of fees, managed by extremely smart people with unlimited research budgets and super smart employees, who all work extremely hard, and are all highly incentivized to produce great results. And Apple beat nearly every last one of them, including Saber Investment Fund, LP.

I’ve compiled a lengthy investment journal devoted solely to Apple in my files, with many different observations on the business, its products, its customers, the competition, its competitive advantages, and its vulnerabilities. But one overarching takeaway is humans overreact to short-term news, forcing stock prices away from their true value – even when the company is the largest in the world.

Of course, there will always be stocks that outperform the portfolios of virtually everyone at times, but it’s important to remember that these outperformers don’t necessarily have to come from the best hidden, most complicated, or least understood companies. Sometimes bargains hide in plain sight.

Facebook had a great year, as revenue grew by nearly 30%. I wrote about an email that Jeff Raikes sent to Warren Buffett in 1996, outlining why Microsoft was such a great business. One factor was that Microsoft was able to earn profits off of capital investments that someone else (IBM) made. Facebook is a modern day example: Verizon and AT&T spent tens of billions to deliver internet to our homes, and Facebook (among others) took the lion’s share of the profits that stemmed from that invested capital. But Facebook goes one step further because not only does it leverage someone else’s capital, but it also has a business model where its own users produce their own content for each other to consume. Facebook jumped off the hamster wheel years ago but it still spins off cash, and the wheel actually keeps accelerating each year. The network effect Facebook has is unlike any other in the world, approaching 3 billion people, resulting in a business with huge profit margins and lots of free cash flow. The company continues to generate lots of headlines, but those headlines also were our opportunity to buy a great business when it was cheap. The stock was up 56% in 2019.

I outlined my thesis for Facebook a year ago (see this writeup), and I also discussed the company in more detail on a podcast last year.

It’s interesting to note that NVR got cheap because of the fear that interest rates were heading higher, thus hurting demand for their homes. Just 9 months later, bank stocks got really cheap for the exact opposite: fear of low interest rates, and their potential impact on bank profit margins.

We missed the opportunity to take advantage of NVR, which is up 75% from the fall of 2018, but we did take advantage of the banks, which traded down as low as 8 times earnings in August. Banks continue to mint money and the stocks still offer outstanding 12-15% buyback + dividend “yields”. I wrote some thoughts on the banks in a recent letter and also in this writeup on WFC.

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The content of this website is not an offer to sell or the solicitation of an offer to buy any security. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this website. BeyondProxy’s officers, directors, employees, and/or contributing authors may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated herein.

Marc Rubinstein on S&P Global and the Business of Benchmarking

December 8, 2020 in Audio, Commentary, Equities, Financials, Interviews, Member Podcasts, Net Interest

We had the pleasure of speaking with Marc Rubinstein, author of Net Interest, about his article, The Business of Benchmarking.

Marc’s post was prompted by the announcement of S&P Global merging with IHS Markit in a $44 billion all-stock deal.

At the outset of his article, Marc quotes the senior vice president of investor relations at S&P Global:

“Yes, we think of ourselves as a benchmark company. I mean, data is in vogue now, and people are really kind of a bit obsessed with data, data companies… I think data is nice, it’s interesting. But if you could turn something to a benchmark, it really transcends data.”

We hope this is the first conversation of many with Marc, whose Net Interest newsletter we have found truly exceptional. Our goal is to bring you Marc’s insights into the financial sector on a regular basis.

Marc is a fellow MOI Global member and former hedge fund manager, with 25 years of experience in the financial sector. Net Interest is a weekly newsletter of insight and analysis from the world of finance. Each post explores a theme trending in the sector. Between fintech, economics and investment cycles—there’s always something to talk about!

Members, log in below to access the restricted content.

Not a member?

Thank you for your interest.  Please note that MOI Global is closed to new members at this time. If you would like to join the waiting list, complete the following form:

About:

Marc Rubinstein serves as managing partner of Fordington Advisors. He is a former analyst and hedge fund manager, most recently at Lansdowne Partners, with 25 years of experience in the financial sector. He is the author of Net Interest, a weekly newsletter of insight and analysis from the world of finance. Enjoyed by the most senior executives and smartest investors in the industry, it casts light on this important sector in an easy-to-read style. Each post explores a theme currently trending in the sector. Between fintech, economics and investment cycles—there’s always something to talk about!

The content of this website is not an offer to sell or the solicitation of an offer to buy any security. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this website. BeyondProxy’s officers, directors, employees, and/or contributing authors may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated herein.

Ep. 20: Lessons from the 1930s | Slow Hunches in Business and Investing

December 8, 2020 in Audio, Diary, Equities, Interviews, Podcast, This Week in Intelligent Investing

We are delighted to share with you Season 1 Episode 20 of This Week in Intelligent Investing, featuring Phil Ordway of Anabatic Investment Partners, based in Chicago, Illinois; Elliot Turner of RGA Investment Advisors, based in Stamford, Connecticut; and your host John Mihaljevic, chairman of MOI Global.

Enjoy the conversation!

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In this episode, John Mihaljevic hosts a discussion of:

Investment lessons from the 1930s: Phil Ordway shares insights from a little-known book, Frederick Lewis Allen’s Since Yesterday: The 1930’s in America. We discuss historical parallels and examine how insights from past episodes can help us become better investors. During the discussion, John’s mentions one of his favorite books on the 1920s and ’30s — Once in Golconda, by John Brooks.

“Slow hunches” in business and investing: Elliot Turner presents a key concept from Steven Johnson’s book, Where Good Ideas Come From: The Natural History of Innovation. We discuss how so-called slow hunches manifest themselves in business and investing.

Follow Up

Would you like to get in touch?

Follow This Week in Intelligent Investing on Twitter.

Engage on Twitter with Elliot, Phil, or John.

Connect on LinkedIn with Elliot, Phil, or John.

This Week in Intelligent Investing is available on Amazon Podcasts, Apple Podcasts, Google Podcasts, Podbean, Spotify, Stitcher, TuneIn, and YouTube.

If you missed any past episodes, you can listen to them here.

About the Podcast Co-Hosts

Philip Ordway is Managing Principal and Portfolio Manager of Anabatic Fund, L.P. Previously, Philip was a partner at Chicago Fundamental Investment Partners (CFIP). At CFIP, which he joined in 2007, Philip was responsible for investments across the capital structure in various industries. Prior to joining CFIP, Philip was an analyst in structured corporate finance with Citigroup Global Markets, Inc. from 2002 to 2005. Philip earned his B.S. in Education & Social Policy and Economics from Northwestern University in 2002 and his M.B.A. from the Kellogg School of Management at Northwestern University in 2007, where he now serves as an Adjunct Professor in the Finance Department.

Elliot Turner is a co-founder and Managing Partner, CIO at RGA Investment Advisors, LLC. RGA Investment Advisors runs a long-term, low turnover, growth at a reasonable price investment strategy seeking out global opportunities. Elliot focuses on discovering and analyzing long-term, high quality investment opportunities and strategic portfolio management. Prior to joining RGA, Elliot managed portfolios at at AustinWeston Asset Management LLC, Chimera Securities and T3 Capital. Elliot holds the Chartered Financial Analyst (CFA) designation as well as a Juris Doctor from Brooklyn Law School.. He also holds a Bachelor of Arts degree from Emory University where he double majored in Political Science and Philosophy.

John Mihaljevic leads MOI Global and serves as managing editor of The Manual of Ideas. He managed a private partnership, Mihaljevic Partners LP, from 2005-2016. John is a winner of the Value Investors Club’s prize for best investment idea. He is a trained capital allocator, having studied under Yale University Chief Investment Officer David Swensen and served as Research Assistant to Nobel Laureate James Tobin. John holds a BA in Economics, summa cum laude, from Yale and is a CFA charterholder.

The content of this podcast is not an offer to sell or the solicitation of an offer to buy any security in any jurisdiction. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this podcast. The podcast participants and their affiliates may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated on this podcast. [dkpdf-remove]
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Desai Capital Management: Value Drivers vs. Value Traps

December 5, 2020 in Best Ideas Conference, Commentary, Equities, Letters

This article is authored by MOI Global instructor A.J. Noronha, partner; equity research & portfolio committee at Desai Capital Management, based in Chicago.

A.J. is a featured instructor at Best Ideas 2021.

As longtime value investors, we have noticed that there is frequently a fine line when distinguishing between stocks that provide true underlying value and stocks that are merely cheap for various reasons. Experience is often the best teacher, and through close review of both our winning and losing investments over the years, we have identified several factors which continue to play a valuable role in our investment approach and which we believe can help other investors avoid value traps and find truly valuable investment opportunities in an uncertain market. We hope you find this helpful, and welcome any feedback.

Value Trap #1: Price/Book

We commonly use trailing P/E, forward P/E, P/B, and enterprise value/EBITDA to give us an indication of the relative value of a stock in comparison to a peer company or the greater market (e.g. S&P 500). The first mistake we make is using the wrong metric. P/B is relevant when you are speaking of financial services companies, REITs, or other companies with large amounts of regularly measured assets. It is largely irrelevant when it comes to technology companies or companies with large amounts of intangible assets. Book value measurements also allow for large deviations regarding intangible and inventory write-downs, making these areas to watch for value traps. Compare Intel and Apple. When it comes to inventory, Intel’s products tend to become obsolete & are replaced more quickly, making their book value quite different from Apple’s longer-lasting products.

Similarly, it is hard to accurately predict assets of companies that buy a large number of patents. For example, pharmaceutical companies have great risk when it comes to measuring the potential value of in-process drugs. The patent value is only measurable at the point of purchase and will fluctuate greatly with every milestone, creating substantial uncertainty throughout the R&D process and making the value of this intangible asset very hard to measure and thus hard to draw comparisons across companies or industries.

Value Trap #2: Price/Earnings

P/E can be a good comparison when it comes to companies with very similar capital structures. However, companies very frequently can have low P/Es when they choose to finance heavily with debt, creating another potential value trap and making P/E a less accurate gauge of relative value. The airline industry during the financial crisis provides us with a great example of this. Delta, United, US Airways, American, and Northwest all declared bankruptcy while sporting low P/Es that were the result of high levels of debt. While they might appear to be a bargain at a superficial glance, a deeper look would show that they essentially become substantially more risky and expensive when you factor in bankruptcy risk. Southwest, which had a higher P/E, was more conservative with its use of debt and thus did not require bankruptcy protection.

Value Trap #3: Enterprise Value & EBITDA

Finally, enterprise value/EBITDA takes into account all capital sources but requires greater inspection of debt structure, tax treatments (deferrals, loss carryforwards, international operations) and various methods of depreciation. In order to accurately compare different companies using this metric, adjustments would have to be made to reflect each of these factors. In the case of GE, they pay a much lower tax rate than the 35% US corporate rate, have many international subsidiaries, and have significant depreciation of industrial plant and equipment. To compare them to another industrial company of a similar scope would be costly and time-consuming. However, a consistently profitable company with operations that are predominantly in the same country can typically be used as a reasonable comparison.

Value Driver #1: Net Cash & Market Dynamics

So far, the reasons not to invest have been addressed. Outside of the opposite of the aforementioned reasons, think of a company’s net cash position as a great driver of intrinsic value. Think of their standing within an industry. For example, NTAP has net cash which comprises nearly half of their market cap, operates in what is essentially a duopoly market and maintains high profit margins, yet is trading at a forward P/E below 7 once you back out cash.

Value Driver #2: Management

EMC was so stupid that they invested in VMWare ahead of time. Either they are much luckier than us or they have the financial flexibility to find the next big thing. I choose the latter. Every good CEO outside of Amphenol (greatest stock/run company of all-time) knows that you have to adapt. A really good friend of mine who runs an incubator company once told me, “find a CEO that can change and doesn’t have an ego. Easiest way to see if a company has a shot”. This approach can help the value investor identify great public companies too. Business as usual worked when Benjamin Graham was doing net working capital analysis, but is very different now Look for financial flexibility and sustained earnings. Amazon’s revenue growth and recent positive EPS have made them a market favorite with their stock price soaring accordingly over the last few years, but they will eventually be forced to justify their rich valuation, much like Apple’s rapid revenue growth and stock appreciation has led many investors to no longer perceive them as a growth company with the according generous valuation multiples.

Market Inefficiencies: Both a Value Trap and a Value Opportunity

Amongst the most ridiculous platitudes I have heard in investing is “never catch a falling knife.” Under this approach, no one should buy an oil company or European bank stock in this current market, regardless of any underlying value drivers. This is an attitude for market timers, not long-term investors, whom should instead use this as an opportunity to find attractive stocks (we are firm believers in keeping an active watchlist, as stocks that may be fairly or richly valued when we first evaluate them may later turn into bargain stocks due to market inefficiency) at even more attractive prices than normal. That said, there is also an importance difference that we alluded to earlier between stocks which are value stocks trading at a cheap price and stocks that are cheap because they lack value, and we will examine several ways to determine the difference & find value rather than get caught in a value trap.

Substantive changes in underlying fundamentals or industry structure should be taken into account

We believe the most important step to take when a stock price falls is to determine if this is due to a long-term change in its underlying fundamentals or if it has merely fallen out of investor favor in the short-term. For the former, this should be something that forces a value investor to re-evaluate their underlying thesis, and potentially remove the stock from their portfolio or watchlist if a substantive change makes the stock now cheap for a legitimate reason without the intrinsic value that they initially thought it had. For example, is this price fall due to something like a changing political climate devastating an industry like what we have recently seen with coal and for-profit education, leading to the destruction of billions in market cap and several potential bankruptcies? Regulation is not only quite often arbitrary but also can be crippling if not fatal to an industry. Unless there is new legislation, the industry has no defense, and thus makes it difficult for value investors to determine the true intrinsic value and obtain a margin of safety. Keep this in mind once the Affordable Care Affect takes full effect, especially given the large number of industries this legislation affects. Energy may be another area to watch, with political changes such as the end of Iranian oil sanctions and OPEC having large affects on the market.

How does a value investor use market inefficiency to their advantage?

If a stock has fallen not for any substantive underlying fundamental issue but rather due to market irrationality or fickle investors panicking, this can offer the value investor a chance to buy attractive stocks at even more attractive prices, creating a higher margin of safety. As value investors, we would not have opportunities to find attractively priced stocks if the market was entirely efficient, and taking a contrarian position when markets are fearful often leads to outsized profits – as Warren Buffett has said, “Be fearful when others are greedy, and greedy when others are fearful” (this advice can also work wonderfully for the value investor when exiting successful positions near their peak as market sentiment turns from positivity to outright greed). Listed below are a few examples of things that can cause market inefficiency, and how the savvy value investor can use these to identify attractive value investment opportunities.

Cyclical Moves & Strong Survivors

“Never catch a falling knife” would have caused people to miss out on huge profits in Apple, Netflix, Facebook, Chipotle (primarily growth stocks rather than value, but used as well-known, recent examples), not to mention several others in just the past few years. There are several ways to find bargains like these which offer the value investor an opportunity to purchase the stock at a compelling price. First and foremost, if the reason for a downturn is cyclical, there would be similar patterns in the past. Take a look at a graph and see if there are repeating patterns. If there is softness in the industry, such as oil right now, look at the financial situation of the company. If they have a solid cash position, still positive (while probably reduced) earnings and can maintain dividends, the company has the opportunity to buy assets from companies in the same industry at highly discounted prices which will prove very accretive to earnings. In 2008, JP Morgan was one of the most solvent banks. When the crisis hit, they were able to acquire Bear Stearns and Washington Mutual at salvage prices. The assistance of the government also enabled them to acquire the prized assets while divesting the more toxic ones. This is a great strategy for an investor as well, and can lead to outsized returns for those with a patient, long-term view. Theoretically, one would start building a position when it is highly discounted to one’s assumed intrinsic value and add with subsequent drops. Companies that survive large restructurings within their industry (for example, many airlines within the last decade) tend to emerge as much stronger entities because they are able to fill the market share vacuum created by bankruptcies and dissolutions of divisions among existing companies.

Insider & Activist Sentiment

Two other factors to consider when a stock has taken a significant fall are: who is still buying it and why is the market sentiment negative? First, check the insider purchases to see not only how much the insiders are buying but how many are adding to their existing positions. These are the people who know the company the best and theoretically have their future professional futures in doubt. If a significant number of them are willing to purchase shares in what could be dire personal financial times, it should signal a strong confidence in the company’s prospects. Next, check the activist or large institutional activity. Activists take these opportunities to unlock value in undervalued assets. As they accumulate stock, they are able to create a price support while also keeping the stock in the public eye. Since value stocks can often stay dormant if they are forgotten about, this also creates a form of marketing about the underlying value that can be a very powerful catalyst. Icahn had a very successful activist campaign at Apple which did not require any significant changes in its fundamental business but a reallocation of their liquid assets. The stock went from $400 to $700 and has since hit an all-time high.

Market Misunderstanding

Market sentiment is another key driver of a stock in either direction. Occasionally, we find that the public or investing community has incorrectly categorized a company, which can lead to great investing opportunities. Take the example of Visa, which was trounced in the financial crisis as a company perceived to be hard hit by credit card defaults. However, banks that issued credit cards would be liable for these defaults, making the net effect on Visa far less harmful than the market assumed and creating an opportunity to obtain shares at a bargain price. Visa has the world’s largest electronic payments network, which continued to bring in profit during the financial crisis. This is a great example of how the market can improperly implicate a related company into the issues surrounding the core industry, yet create an opportunity for the opportunistic long-term investor to realize outsized profits.

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Ram Parameswaran on Tech: A Few Things We Learned in Q3 2020

December 2, 2020 in Audio, Commentary, Equities, Information Technology, Interviews, Member Podcasts, Venture Capital

We recently had the pleasure of speaking with Ram Parameswaran, founder and managing partner of San Francisco-based Octahedron Capital.

Ram shared highlights from a quarterly slide deck he and his team compile, entitled “A Few Things We Learned”.

Ram previously served as a partner at Altimeter Capital, a multi-billion dollar firm, where he focused on public and private investments in the technology sector. Ram’s investments included pre-IPO Uber and TikTok parent Bytedance.

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About:

Ram Parameswaran is the founder of Octahedron Capital, a global, growth-oriented investment firm that seeks to make concentrated investments in leading public and private companies that drive the world’s internet economy. Prior to Octahedron, Ram was a partner and portfolio manager at Altimeter Capital, a multi-billion dollar investment firm in Menlo Park, where he helped lead the firm’s investments in the internet and payments sectors, across both the hedge fund and private growth funds. Prior to Altimeter, Ram was the technology analyst at Falcon Edge Capital, co-founded the Internet research team at Sanford Bernstein, and started his career as a senior engineer at Qualcomm. Ram has an MBA in finance from the University of Chicago Booth School of Business and a Masters in EE from Virginia Tech.

The content of this website is not an offer to sell or the solicitation of an offer to buy any security. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this website. BeyondProxy’s officers, directors, employees, and/or contributing authors may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated herein.

Ep. 19: Questions for CEOs | Industry Research | Overconfidence

November 28, 2020 in Audio, Diary, Equities, Interviews, Podcast, This Week in Intelligent Investing

We are delighted to share with you Season 1 Episode 19 of This Week in Intelligent Investing, featuring Phil Ordway of Anabatic Investment Partners, based in Chicago, Illinois; Elliot Turner of RGA Investment Advisors, based in Stamford, Connecticut; and your host John Mihaljevic, chairman of MOI Global.

Enjoy the conversation!

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In this episode, John Mihaljevic hosts a discussion of:

Questions to ask management; doing industry research: Elliot Turner responds to a listener question on the investment research process — how to talk to management teams, how to utilize industry experts, and how to develop industry-specific knowledge. We discuss some of our favorite questions for CEOs and how we try to get smarter on various industries.

Hindsight bias and overconfidence: Phil Ordway observes that the exuberant market environment has led many investors to become overly confident, thereby displaying both hindsight bias and unwarranted certainty about the future. We discuss some of the causes and pitfalls of overconfidence and the need to maintain a common-sense approach to investing.

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This Week in Intelligent Investing is available on Amazon Podcasts, Apple Podcasts, Google Podcasts, Podbean, Spotify, Stitcher, TuneIn, and YouTube.

If you missed any past episodes, you can listen to them here.

About the Podcast Co-Hosts

Philip Ordway is Managing Principal and Portfolio Manager of Anabatic Fund, L.P. Previously, Philip was a partner at Chicago Fundamental Investment Partners (CFIP). At CFIP, which he joined in 2007, Philip was responsible for investments across the capital structure in various industries. Prior to joining CFIP, Philip was an analyst in structured corporate finance with Citigroup Global Markets, Inc. from 2002 to 2005. Philip earned his B.S. in Education & Social Policy and Economics from Northwestern University in 2002 and his M.B.A. from the Kellogg School of Management at Northwestern University in 2007, where he now serves as an Adjunct Professor in the Finance Department.

Elliot Turner is a co-founder and Managing Partner, CIO at RGA Investment Advisors, LLC. RGA Investment Advisors runs a long-term, low turnover, growth at a reasonable price investment strategy seeking out global opportunities. Elliot focuses on discovering and analyzing long-term, high quality investment opportunities and strategic portfolio management. Prior to joining RGA, Elliot managed portfolios at at AustinWeston Asset Management LLC, Chimera Securities and T3 Capital. Elliot holds the Chartered Financial Analyst (CFA) designation as well as a Juris Doctor from Brooklyn Law School.. He also holds a Bachelor of Arts degree from Emory University where he double majored in Political Science and Philosophy.

John Mihaljevic leads MOI Global and serves as managing editor of The Manual of Ideas. He managed a private partnership, Mihaljevic Partners LP, from 2005-2016. John is a winner of the Value Investors Club’s prize for best investment idea. He is a trained capital allocator, having studied under Yale University Chief Investment Officer David Swensen and served as Research Assistant to Nobel Laureate James Tobin. John holds a BA in Economics, summa cum laude, from Yale and is a CFA charterholder.

The content of this podcast is not an offer to sell or the solicitation of an offer to buy any security in any jurisdiction. The content is distributed for informational purposes only and should not be construed as investment advice or a recommendation to sell or buy any security or other investment, or undertake any investment strategy. There are no warranties, expressed or implied, as to the accuracy, completeness, or results obtained from any information set forth on this podcast. The podcast participants and their affiliates may have positions in and may, from time to time, make purchases or sales of the securities or other investments discussed or evaluated on this podcast. [dkpdf-remove]
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Alibaba: Thoughts on Chinese Regulation of Internet Platforms

November 25, 2020 in Asia, Commentary, Document, Ideas, Letters

The research report linked below is authored by Ram Parameswaran, founder and managing partner of San Francisco-based Octahedron Capital.

Given the recent spike in US investor concerns about recent China regulatory changes regarding internet platforms and fintech lending, we are sharing a more grounded discussion of the actual changes made, the larger regulatory context, and the impact on Alibaba.

Though the timing of the recent announcements was suspect, our view is that November 2020’s draft regulations are the expected “next steps” in the ongoing 3-year central government efforts to more systematically regulate each of (i) major China internet and e-commerce platforms and their activities, and (ii) non-bank Internet Finance platforms, especially their consumer lending activities.

We do not see this month’s developments as surprising or especially sudden, and they do not substantially change our positive medium-term (>1 year) outlook on Alibaba overall (below). However, the new internet platform regulations temper our near-term (3-6 month) outlook on Alibaba’s core China commerce segment (Tmall and Taobao), because the clearer anti-monopoly rules and stricter bans on forced merchant exclusivity help further level the playing field for Pinduoduo and JD.com by reigning in these Alibaba advantages. As such, the correction of the stock price in November was mostly driven by a change in sentiment rather than by any structural change in the fundamentals of the business, and we believe that Alibaba is the one of the best risk / reward investment opportunities in our public coverage universe.

On the other hand, we expect the Nov. 2 online lending draft regulations to have a (somewhat) material impact on Ant Group’s consumer lending business (Huabei and Jiebei), though not as dire as some US media reports suggest. Prior to the new rules requiring online private lending platforms to fund 30% of issued/originated loan amounts from their own balance sheets, we valued Ant Financial’s consumer lending business at between $40B and $50B, or around 12% – 16% of the proposed $320B enterprise value of Ant Financial at IPO. Even if the entire lending business were valued at $0 (we now value it at <$5B after the new regulations), our fair value estimate for Ant Financial would go to US$280 bn from our original US$320bn in 2023. The impact on Alibaba stock from this reduction in value is between $4 and $6/share.

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Important disclosures: This document is provided for informational purposes only and is intended solely for the person to whom it is delivered. This document is confidential and may not be reproduced in its entirety or in part, or redistributed to any party in any form, without the prior written consent of Octahedron Capital Management, L.P. (“Octahedron”). This document was prepared in good faith by Octahedron for your specific use and contains certain information concerning Alibaba (“BABA”), a long position currently in the portfolio of Octahedron Master Fund, L.P. (the “Master Fund”). Information contained in this document is current only as of the date specified in this document, irrespective of the time of delivery or of any investment, and does not purport to present a complete picture of Octahedron, SE, the Master Fund, Octahedron Onshore Fund, L.P., Octahedron Offshore Fund, Ltd. (together with the Master Fund, the “Funds”), or any other fund or account managed by Octahedron, nor does Octahedron undertake any duty to update the information set forth herein. This document does not constitute an offer to sell or the solicitation of an offer to purchase any securities, including any securities of Octahedron, the Funds, or any other fund or account managed by Octahedron. Any such offer or solicitation may be made only by means of the delivery of a confidential private offering memorandum (each, a “Memorandum”), which will contain material information not included herein regarding, among other things, information with respect to risk factors and potential conflicts of interest, and other offering and governance documents of any given fund or account (collectively with the Memorandum, the “Offering Documents”). The information in this document is qualified in its entirety and limited by reference to such Offering Documents, and in the event of any inconsistency between this document and such Offering Documents, the Offering Documents shall control. In making an investment decision, investors must rely on their own examination of the Funds and the terms of any offering. Investors should not construe the contents of this document as legal, tax, investment or other advice, or a recommendation to purchase or sell any particular security. Past results are not necessarily indicative of future results and no representation is made that results like those discussed can be achieved. Investments in funds and accounts managed by Octahedron may lose value. Investment results will fluctuate. Certain market and economic events having a positive impact on performance may not repeat themselves. Past results may be based on unaudited, preliminary information and are subject to change. Notwithstanding the information presented herein, investors should understand that neither Octahedron nor the Funds will be limited with respect to the types of investment strategies they may employ or the markets or instruments in which they may invest, subject to any express terms or limitations, if any, set forth in the Offering Documents. No assurance can be given that any investment objectives discussed herein will be achieved. In calculating projected results, Octahedron utilizes certain mathematical models that require specific inputs that, in some cases, are estimated, and certain assumptions that ultimately may not hold true with respect to any investment. These estimates and assumptions may cause actual realized results to deviate materially from modelled expectations. These models, including the estimates and assumptions, are prepared at a specific point in time and reflect conditions at such time. The projected results are premised on several factors, which are uncertain and subject to numerous business, industry, market, regulatory, competitive, and financial risks that are outside of Octahedron’s control. There can be no assurance that the assumptions made in connection with the projected results will prove accurate, and actual results may differ materially, including the possibility that an investor will lose some or all its invested capital. No assurances can be made that projected results will correlate in any way to past results, and no representation is made that results like those shown can be achieved. The inclusion of the projected results herein should not be regarded as an indication that Octahedron considers the projected results to be a reliable prediction of future events, and the projected results should not be relied upon as such. Please contact Octahedron at admin@octahedroncapital.com if you would like additional explanation concerning the models, including the estimates and assumptions. The investment discussed in this document has been included to demonstrate Octahedron’s investment strategy and investment process, and has been selected based on objective, non-performance based criteria. Specifically, Octahedron will distribute to investors an investment memorandum four to six times a year regarding the then-largest position in the Master Fund’s portfolio that was not already discussed in prior investment memoranda distributed to investors. The investment discussed in this document does not represent all the investments selected by Octahedron with respect to the Master Fund. The investment is not intended to be, and should not be construed as, investment advice or a recommendation to purchase or sell any particular security. The investment discussed in this document ultimately may generate positive returns and other investments made in the Master Fund, but not discussed in this document, may generate negative returns. It should not be assumed that investments made for the Master Fund will match the performance or character of the investment discussed in this document. Investors may experience materially different results. The information included in this document is based upon information reasonably available to Octahedron as of the date noted herein. Furthermore, the information included in this document has been obtained from sources Octahedron believes to be reliable; however, these sources cannot be guaranteed as to their accuracy or completeness. No representation, warranty or undertaking, express or implied, is given as to the accuracy or completeness of the information contained herein and no liability is accepted for the accuracy or completeness of any such information. This document may contain certain “forward-looking statements,” which may be identified by the use of such words as “believe,” “expect,” “anticipate,” “should,” “planned,” “estimated,” “potential,” “outlook,” “forecast,” “plan” and other similar terms. All such forward-looking statements are conditional and are subject to various factors, including, without limitation, general and local economic conditions, changing levels of competition within certain industries and markets, changes in interest rates and availability of leverage, changes in legislation or regulation, and other economic, competitive, governmental, regulatory and technological factors, any or all of which could cause actual results to differ materially from projected results.

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