Drowning in Data

If you agree with the proposition that more information leads to more efficiency in pricing in the markets, that should probably lead to the conclusion that markets have never been as efficient. We’ve simply never had this much data and data has never been as accessible as it is now.

Gone are the days when Warren Buffett could comb through Moody’s manuals to find net-nets. Now, data-rich stock screeners are readily available to anyone. On top of that, there are armies of hedge funds other quantitative investment shops out there, crunching data and trying to advantage of any arbitrage opportunity they can find.

A Valuable Lesson of VAR

Had you argued this to me about a year ago, I would have wholeheartedly agreed. Today I’m not so sure. And here’s the reason why.

You see, I’m a football fan (soccer) and recently they have implemented something called VAR into the game. VAR stands for Video Assistant Referee. It basically means that during a game there is now an additional assistant referee who reviews decisions made by the head referee with the use of video footage and analytical technology in real-time. He is then able to communicate with the head referee during the game.

The objective of the VAR implementation is to minimize human errors causing substantial influence on match results. Previously, the referee had to make split second decisions on incidents. Now he or she can utilize VAR, which means better data. The VAR can analyse incidents by replaying it from different vantage points and use graphics to determine rulings such as offside. Sounds great, doesn’t it.

The Interpretation of Data

The really interesting thing about VAR, is that after its implementation there is still a fair amount of dispute regarding key referee decisions. Even with the additional data provided by VAR, pundits are still arguing whether decisions on offsides, penalties and such where correct or not.

It seems that more accurate data by itself doesn’t necessary lead to better decision making. The data still needs to be interpreted. In that sense, it’s not just a question of decision being subject to human error or not. Sometimes, different people will perceive the same data differently. It is in some way a matter of opinion.

Financial Data and Insights

If we apply this to the investing world, it is safe to say the following:

If you would show two analysts the same financial and operational data two competing companies, it is entirely plausible that the conclusions that those two analysts might draw from the data would be diametrically opposed.

The interpretation of the data will be subject to frameworks the analysts used to draw insights out of the data. Insight, per definition, is the power or act of seeing into a situation. But insight, is in the analyst, not insight the data.

Leverage does not get the Credit it Deserves

First of all: Yes, there is a pun in this title and it is intended. But as with most jokes, there is a truth to it. The use of the term leverage in daily conversation, will usually care a negative connotation. Leverage gets a bad rap, you could say. 

The cause of this, I guess, is because most people will associate leverage with debt. And although debt is definitely a form of debt, not all leverage is debt. In the world of engineering, the term leverage simply means the exertion of force by means of a lever

The Law of the Lever, which was proven by Archimedes using geometric reasoning, shows that if the distance a from a fulcrum to where the input force is applied is greater than the distance from the fulcrum to where the output force is applied, then the lever amplifies the input force. “Give me a place to stand on, and I will move the Earth”, Archimedes is famously quoted. 

Leverage and Investing

When we think about investing and business in general, leverage tends to mean financial leverage. But not all leverage is created equal. There are many types of leverage and those different types of leverage have different kinds of qualitative attributes.  

Many investors use leverage and there are probably more types and forms of leverage at your disposal than you can imagine. Savvy investors and entrepreneurs excel when it comes to creative use of leverage. 

Different Types of Leverage 

Once you start looking for leverage, you will start seeing it everywhere. Operating leverage, for example, is a generally under-appreciated form of leverage. Many of the most successful businesses in the world have been able to use operational leverage on favourable terms. Operational leverage is a necessary ingredient in any venture trying to scale fast. 

When we think of Financial Leverage, we tend to think about loans. But there are other forms of financial leverage, such as derivative instruments. 

Operational leverage

  • Other People’s Assets (think marketplaces and aggregators)
  • Other People’s Money (think asset management companies) 
  • Negative Working Capital (think insurance float) 
  • User-base leverage (think new products to your existing user base)

Financial Leverage

  • Debt
  • Unsecured Notes
  • Margin Loans
  • Options
  • Futures
  • Forwards
  • Warrants 

The Beauty of Non-Recourse Leverage

Determining whether leverage is recourse or non-recourse is crucial to any reward/reward assessment. The beauty of non-recourse leverage is that it is asymmetric. If you invest in a stock, the most you can lose is the money you put up. The upside, however, is infinite, theoretically speaking. If you start a limited liability company, your theoretical upside is infinite, but you can only lose the equity you put up (unless you are providing personal collateral). 

Non-recourse leverage often comes at a price. If you buy a call option, you have to pay for it. The further out-the-money it is, the cheaper the price. Unsecured loans are more expensive than secured loans. Etc, etc.

Finding a mispriced, perpetual, non-recourse option on something is the holy grail of fundamental investing. This is how the best investors and most savvy business people create wealth for themselves.

Read more on Leverage and Optionality

Value vs Growth

If you follow the financial media and the media coverage around stock markets on topic that repeatedly pops up is the Value vs Growth debate. Apparently, Value has underperformed Growth for many years now and some have even gone so far as to declare Value Investing dead.

Why Value Investing is indeed Dead

I also think that Value Investing is dead, but not for same reasons that the pundits do. The general conception of the value is dead logic is that:

  1. The market is much more efficient now and the competition within value investors is fiercest. This drives away any pricing opportunities sooner that it used to be.
  2. The internet and globalization has created an environment with more extreme scaling effects and power laws. This results in winner-takes-it-all situations where one or two players dominate the market and take in all the profits.

The conventional value invest retort is that value is relative to price. That is, that a good company is not a good investment at any price. Value investors also tend to believe that the move into passive investing has favored companies that are considered growth companies at the cost of companies that would be considered value stocks.

What is the opposite of Growth Investing?

My logic for declaring Value Investing dead, is that Value Investing never existed in the first place. Value Investing and Growth Investing are both fundamental investing methodologies. Both strategies are looking at fundamental factors (revenues, earnings, cash flows) and estimating the current value from those factors.

But is value the opposite of growth? If Growth Investing is about discovering and investing in companies that are growing fast and that this growth underestimated in the current value of the stock. You could say that growth investors are of the opinion that the market over-discounts the value of future profitability of high quality growth companies.

The opposite of Growth Investing would be to discovering and investing in companies that are deteriorating but that this deterioration is overestimated in the current value of the stock (and/or higher up in the capital structure). The opposite of Growth Investing, in my humble opinion, is Distressed Investing.

Distressed investing is Value Investing. But Growth Investing is also Value Investing, because all Value Investing is just Fundamental Investing.

How did Grayscale grow its AUM so fast?

When I write this, Grayscale Investments has about $9.8 billion in Assets under Management. This undoubtedly makes Grayscale one of the fasted growing asset management companies in history.

Established in 2013 by Digital Currency Group, Grayscale operates trusts that allow investors to invest in various cryptocurrencies. Trusts are open-end, which means that the number of units will change as investors move in or out of the funds.

The units in the Grayscale Bitcoin Trust (GBTC) and the Grayscale Etherium Trust (ETHE) are that are quoted on the OTCQX market. Both trade at a significant premium to the net asset value (NAV) per share. That in itself is intriguing, since Grayscale charges a 2% management fee on assets.

Why does the Grayscale Bitcoin Trust exist?

The Grayscale Bitcoin Trust is passive, as opposed to being an active fund. The investment policy is simply to hold Bitcoin. Passive funds are usually set up to track and index or some other benchmark. So you might ask yourself what is the point of setting having a fund that only holds one asset?

Why would somebody buy this as opposed to buying the underlying asset directly? How come that investors are willing to buy Grayscale Bitcoin Trust units at a premium to Bitcoin per unit and pay Grayscale a 2% annual fee, instead of just buying Bitcoin directly?

The answer is two-fold:

  1. Most institutional investors are simply not allowed to invest directly into Bitcoin. They have a strict mandate on what they are able to invest in. So, they can’t, even if they want to, get exposure to Bitcoin unless it is through a security, such as a trust unit. Eventually, we can expect the Grayscale Bitcoin Trust to convert into an ETF and the management fee to go down.
  2. Most investors into the Grayscale trust are not buying investing through the open market. They participate in something called an Offered Product. Accredited investors participate in the Offered Product and receive an allocation that values the trust units they receive on a NAV-basis, or Bitcoin per share. By participating in the Offered Product, they are also bound to selling restrictions and subject to significant limitations on resale and transferability.

More on Cryptocurrencies

Value and Growth are Joined at the Hip

Most people think Warren Buffett is a value investor but if you want to go into the particulars, one could argue that he is primarily a fundamental investor. Buffett famously said that growth and value are joined at the hip. Both are areas of fundamental analysis.

One could also argue that many business owners would not easily understand the question if you would ask if they focus more on growth or value in their capital allocations. Business owners simply allocate capital to the projects with the highest expected IRR, irrespective of any category you might want to fit it into. 

Personally, I really like the framework put forth by the late Marty Whitman. In his opinion, there are are 5 main areas of fundamental finance: 

  1. Value Investing (limited to minority positions in public co’s) 
  2. Distress Investing
  3. Control Investing
  4. Credit Analysis
  5. First and Second Stage Venture Capital Investments

Warren Buffett, as an example, has been active in all of those categories, either directly or indirectly. Henry Singleton, as well, is someone you could not classify as a value investor specifically. He just went where he thought the highest IRR was at any given time.

Why is Chuck Royce such a Good Investor?

The title of this post is a question posed by Tobias Carlisle to his guest Micheal Green of the Logica Fund, on his The Acquirers Podcast. Micheal’s answer to this question was pretty interesting, to say the least, and beautifully formulates the investment framework of Chuck Royce and the Royce Funds.

Michael Green: “First of all, Chuck has just an incredible mind and an incredible awareness of the embedded optionality in securities. And so, his philosophy as it relates to securities selection at Royce [Funds] was that he focused on small cap stocks, but he required that they have very low levels of leverage. And the reason why he did that…I think he intuitively knew this but I don’t think certainly he was explicitly modelling it in the same way I would be forced to do.

When he recognized this, that they had option-like characteristics, right, owning a portfolio that has small cap names in it is the greatest potential to exhibit that lottery-like winner capability. And he was very agnostic between value and growth from that standpoint. Always looking for that option-like characteristic. But his simple rule was that the company couldn’t have enough leverage that would lead to aggregation or a shortening of that option duration.

So he was effectively trying to pick infinitely lived option-like assets. And he just did it extraordinary well. I mean, he had seen so many management teams and he had seen so much. I met him in 2003 for the first time and he had been running Penn Mutual Fund which was the core of the Royce universe. Which he acquired for $1 in 1974. People forget how bad things got.

There is maybe a little bit of this feeling in the active manager community today. But he was able to buy Penn Mutual Fund for $1 dollar. Because the owner, it had assets, and it had a bit of a track record. But the owner was incapable of paying directors salaries, registration fees etc. So he bought it for a dollar and then it proceeded to lose money for some time as he paid directors and others. But it turned into this extraordinary vehicle on the back of his talent. 

Tobias Carlisle: My interpretation of the Royce firm is that they seem to have a holding in every single stock I ever look at. A tiny holding. 

Michael Green: So, I think that’s true. I think that is again a reflection of Chuck’s philosophy that each of his securities represents this option like characteristics. A typical portfolio of Royce would have somewhere in the neighborhood of 160 to 300 stocks. There would be multiple portfolios.

Portfolios would typically be launched in a new fund when we thought it was a peak of a market. Which sounds counter-intuitive. Until you realize that what this actually means is that you have launched a vehicle that has an excess of cash in an environment of high valuations. And so as the markets sell off, that cash creates actually an out-performance characteristic.

So when the next cycle emerges, not only did you have cash to deploy at more attractive valuations, but you benefited from the cash component. And I mean, that type of insight. And again, I highly doubt that Chuck modeled it, but he just knew it intuitively. And that’s part of what I referred to with my respect to Chuck. I think he is probably the single finest investor I have encountered.

If you’ve seen one financial crisis, you’ve seen one financial crisis

The title of this post is a quote from former Fed governor Kevin Warsh. It’s reminiscent of the line from Tolstoy’s Anna Karenina that says happy families are all alike but every unhappy family is unhappy in its own way.

At the same time, our behavior is highly mimetic. Not only do we base most of our learning on imitation, but we are constantly searching for clues by comparing the current to the historic. I do this myself, literally all the time. 

When I’m looking at potential investments or trying to value stuff, I find myself searching for historical comparisons. When looking at XL Media, I immediately connected it with American Express and the famous Salad Oil Scandal. When I looked at CentralNic, I started drawing comparisons between the domain industry and cable industry in its early days.

Performing these mental model checks and looking for similar histories, is the default setting, in my experience. It seems to happen almost automatically. I need to force myself to not do it. It is in our nature. It’s a survival thing (see, I just looked for a comparable mental model and found evolutionary theory…).  

What’s obvious is obviously priced in…

The title of this post is a quote from a famous bond investor Jeffrey Gundlach. Gundlach is the manager of DoubleLine Capital, a huge bond fund, which has earned him the nickname the Bond King. 

It is clear to me that information that is obvious, should be priced into the market price of a public asset. This is logical. But if you abide by this logic, you should also agree with the statement that everything that is not obvious, is not priced in. 

By this logic, you would also have to assume that, unless every possible event is inherently obvious to market participants, the price of a public security is inevitably always wrong, since it does not account for the obvious. 

In the same vein, being a contrarian is a valuable stance, but only if there is an non-obvious truth that the market isn’t accounting for. Successful contrarians, try to approach the world from a different perspective. But they only act on it when they feel they have discovered an under appreciated possibility. 

The key is that thinking contrarian is a process, being contrarian is an action. You don’t always think contrarian, but only sometimes be contrarian.

Peter Lynch: “I Love Volatility”

There is this great short clip on YouTube with the legendary former mutual fund manager Peter Lynch (of Magellan Funds). In the video, Lynch declares his love for volatility and explains how he approached it: 

Volatility will occur. The markets will continue to have these ups and downs. I think that is a great opportunity, if people can understand what they own. If they don’t understand what they own mutual funds. And keep adding to it. Basically, corporate profits have grown about 8% per year, historically. So corporate profits double every nine year. The stock market ought to double every nine years.

The operative phrase here is “if people can understand what they own”. We can also invert what Lynch is saying in the video and ask ourselves what value we can provide by understanding the assets that have a volatile price?  

The Social Value of Active Investing

There’s a fantastic podcast interview with Micheal Mauboussin on the Invest with the Best Podcast, where he talks about the value that active investors bring to the market. Mauboussin says the following: 

Now, one of the things we’ve talked about quite a bit is, is there a role for indexing? And the answer is, absolutely yes. And I think for many people, that’s a very sensible solution. But that does not mean that the active management industry can go away. It’s not going to go away, because there are two things that it does that are still really important. One is price discovery, and again, indexing benefits from that positive externality, I think we can never lose that.” 

Essentially the fees paid to active management subsidize the indexing industry. And the other is liquidity. And even in these environments, we see that index people don’t trade that much. And so we need liquidity if you have it. I think those are public goods, those are vital, and those will continue to play a role. So the debate should be, what percent of the assets should be active versus passive?” 

By this logic, you could also posit that as an active investor the best way for you to add value is to find areas where you can add value by pricing the securities in question (research, know-how, etc), especially in securities where (or time when) liquidity is scarce.