Financial Engineering…?

So, normally when people use the term financial engineering what they mean is that a company used leverage or some other type of financial instrument to optimize it’s capital efficiency.

I don’t really get why we use the term financial engineering to describe increased leverage. By definition, if you are overleveraged, you are at higher risk of blowing up.

You see, engineers are the group of people that make trains and cars and airplanes and what not. When an engineer engineers something that people use, say a bridge, they are inclined to overcompensate. Because they need it to be, you know, safe.

Back in the days of Andy Grove, Intel made sure to always have cash on its balance sheet that could cover 2.5 years of selling, general and administrative expenses. Now, that is what we should be calling financial engineering.

The Value of Luck

Few people are as good at framing ideas as Rory Sutherland. In a talk he gave at the SprintAd-dagen in March of 2019, Rory opened up with the following thoughts on the role of luck and experimentation under capitalism:

You’ve got to leave enough money free and you got to enough eccentric things to give yourself the change to be lucky…

One of the reasons that a lot of people don’t like capitalism is that some of the people who do very well under capitalism are actually total idiots. They happen to stumble into a business at exactly the right industry at the right time. They got lucky.

And even spectacularly intelligent people, I think we can argue…I don’t think there is any argument that Gates and Jobs are hugely intelligent….they were both spectacularly lucky as well as being hugely intelligent…partly by accident of their birth.

If you notice, a lot of those people, Ellison, Gates, Jobs – the giants of the tech industry – were all born within about 18 months of each other. And there was a tiny moment where you had to be young to make it in tech. Five years earlier and they would have ended up working for IBM. Five years later and it would have been to late.

One of the important things about capitalism, interestingly, is that it is a mechanism for rewarding people simply for being lucky. And the strangest thing about that is that it is precisely that, that makes people so angry about capitalism.

But if you don’t have a mechanism that rewards luck, the majority of great discovery don’t get banked.

If you look at the history of science, there is probably as much you can attribute to lucky accidents… Penicillin, Viagra, for example…the two wonder drugs. Those were both a product of completely lucky accidents.

The discovery of vaccination was just one man that happened notice that milk maids didn’t get smallpox. It’s just those tiny things that can have huge effects and we need to leave enough space to actually be lucky.

And the very strength of capitalism is precisely that it rewards ideas that at first make no sense.

Rory’s full talk at SprintAd-dagen

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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.

Generic vs Brandable Domains

I recently listened to a podcast on Domain Wire with SparkToro’s Rand Fiskhin (better known as the founder of the SEO analytics company MOZ). He also wrote the book Lost and Founder.

You can listen to the Domain Wire podcast episode here. Below are interesting transcripted bits from the interview.



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A Brief History of Domain Names

Asked about the history of domain names and on the importance of domain names, Fishkin said the following:

“In the early years of SEO and Google, and of search engines being the primary way of how we find everything, there was a good 10-15 year period, at least, where keywords (the words and phrases that people search for and how Google makes associations between those words), using those keywords in domain names could actually have a really positive beneficial impact.

These were sort of the gold mine days of these semi-ridiculous domain names. You want to rank for “best auto dealer Seattle”? Well, you should register best-auto-dealer-seattle.com.

And that ended somewhere between seven or eight years ago. It started getting much less powerful. And about three or four years ago it really dropped again. And today, it is very minimally beneficial. And I would actually argue that you lose out, even just in terms of just SEO.

You really lose out when you compare the value of a domain name like that, compared to something that I would call Consumer Brandable. A domain name and a business name associated with that domain name that people can say, speak, hear, remember, build an association with.

Keyword rich domain names are just not those.”

Is there still value in the one word exact match domain words (like clothing.com)?

Fishkin: “I personally wouldn’t do it. I would be much more inclined today to say… Look, there are people today who would invest in clothing.com. They think it has value. They think they could build a brand around it.

I would absolutely say that a short, pronounceable word that has no meaning but could be a memorable brand, is far better. So I would take Zappos over Shoes.com any day.”

What about actual words that are not the actual keyword that you are targeting?

Fishkin: “It’s plausible, but I think it is actually really challenging. I’ve seen a lot of challenges around this re-branding of a name that means something else. I don’t know if you remember, but Jonathan Sposato here in Seattle where I live, he was the founder of picnik.com. They struggled for years.

Picnik was a photo editing, storage and manipulation website. Sort of in the early days of Instagram and those kind of things. Picnik was a big player. They were bought by Google and probably integrated into Google Photos eventually.

The struggles over the years to get that domain name to mean the right thing to the right people. And to get over the cognitive dissonance between the slightly misspelled version of the word with the K at the end.

Lemonade (the insurance company) is I think a little bit more like Amazon where it can be brandable. It is definitely doable. I personally would not choose it, because I would not want to deal with the baggage and challenge of association. But I think a decent brand builder could use it.

The bank in Portland, Simple. They have been moderately successful I would say, building up a brand around it. It helps that the word is a adjective rather than a noun.

For you to rank you need to outrank the other meanings of the word

Fishkin: “Right. You have to get some serious traction and then outrank a lot of other things. There is almost certainly going to be other brands that also use the term simple. The same thing is true with Lemonade, right? You’ve got to outrank a Beyonce album?! Oh, man.

For that reason alone, I wouldn’t take Lemonade.com. Especially because there would be the natural and perhaps very reasonable accusation that you were trying to [piggyback of the album]. Especially so close to that albums release.

If it were talking 10 or 15 years on, its a different story. If you want to registered Thriller.com today, I don’t think anybody is going to complain that you are stepping on Michael Jackson’s toes. But if you registered Lemonade.com today, I could see a lot of Behive fans being…

The value of anchor text and exact match domain names?

Question: What about the value though, if I do have that exact match domain name – lets say I was selling shoes on Shoes.com – the anchor text that people would use to link to the website is shoes.com. Do you think that still has some value?

Fishkin: “Some, but it is declining every year. And it is much much smaller than it used to be. The really interesting thing today is that Google has got this system that has structure whereby the algorithm builds entity association with keywords and phrases.

I registered SparkToro.com and over the last couple of years, Google has come to associate SparkToro.com with audience intelligence and market research. all the things that the company does. So, the words and phrases that whatever press and reporters cover us with. And every journalist mentions.

I’m on you podcast and you are going to say something about that Rand Fishkin is the founder of SparkToro an audience intelligence software platform. I hope you are going to say that. In the text on theweb page that this podcast lives on.

From that, and hundred of thousands of others, Google is going to build up this entity to keyword association database. They know how to associate, whatever it is, Barack Obama with 46th President. They know to associate Harrison Ford with Indiana Jones. They to associate Andrew Altman with Domain Name Wire Podcast.

From that entity association build-up comes much of the value. In fact, sometimes even greater value then what you saw ten to fifteen years ago with anchor text and exact match keywords. And using shoes.com to link to shoes.com, which told Google that shoes.com was all about shoes and gave them a rankings boost.

It’s not to say that this is completely gone. There is still a fragment of that value left. It is just that you can achieve a lot of the same algorithmic input and value from essentially the entity graph then the anchor text.”

More about Domains and Brandable Names

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

The Value of Making Up Brand Names

In a recent episode of the Invest Like the Best podcast, Patrick O’Shaughnessy asked Rich Barton about his thoughts about coming up with brand names. His reply is a great guide on the value of brand names. 

Here is the gist of what Rich Barton said (this is paraphrased as I didn’t have much time to transcribe, but you can find the section on minute 56 in the podcast):

Rich Barton: “I love to make up words for companies. I love to make up brand names. It’s just a classic example of thinking long-term versus short-term. 

If you are thinking short-term, you think of the easiest most recognizable words. Put a dot com after it and that’s the name of your company. Blood.com. I don’t want to insult anybody by giving you the name of a real company. But a lot of companies have done that. And that’s great. The SEO is really great in the short term. Everybody knows what you do. It’s easy. 

What’s harder is to make up a word. But if you can do it and fill that empty vessel of a word with meaning and emotion, then long-term you will have invented something that actually enters the language.  And it is yours. It’s much better in the long-term. 

So, my rules of making up words – and I don’t think that every company should do it, but most I think) – but when I’m thinking about consumer brands, which is kind of my space. 

I have a few rules. 

  1. The first one is High-Point Scrabble Letters. For the Scrabble players out there […] you know that the highest point Scrabble letters are z and q. Those are 10. Why is z worth 10? Z is worth ten because Z is the least used letter in English. Which means that when you see it on a page, it stands out and is memorable.  
  2. Two syllables is good. I think fewer syllables is better. I think the sweet spot is two. Expedia was too long. It had the X which was great. It kind of invoked speed and expedition. But it was four syllables and was just too long. 
  3. Does it make a good dog name? That is rule number three. 
  4. Something interesting about the letters. Palindromes are really interesting. Double letters are interesting. Zoom is a really terrific one. They actually repurposed an existing word and then refilled it with a new definition. Zillow filled all of these goals so maybe I’m doing a kind retrofit. 

When people call me and ask me about making up words, then this is the checklist I go through.


Are you looking for a brand name? Make sure you have the .com domain ending. Check out available .com domains for memorable and readable names at Dragon Value.

Real Value | A Dan Ariely Documentary

Real Value, a economics documentary by the legendary Behavioral Economist, Dan Ariely, is a available in full length on YouTube. Ariely is know for his ground breaking work on experimental economics, covering fascinating and unconventional economic topics such as pain, attraction and cheating.

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.

How to Invest like Warren Buffett?

If you are asking yourself this question, you are asking yourself the wrong question. At the very least, I would propose you implement a minor tweak to it: How would Warren Buffett be investing if he were in your shoes? 

The thing is that the investing style of Warren Buffett has changed immensely over time. That’s just because he is extremely smart and extremely adaptable. And you wouldn’t want to mimic Buffett’s investments today, for the simple reason that he is severely disadvantaged compared to yourself. 

If Buffett were in your shoes, he most definitely wouldn’t be looking at Berkshire Hathaway for copycat ideas. You see, one of the things that is not talked enough about, when people are discussing Buffett is that he has been extremely adaptable. 

There are assets worth a total of $788 billion on the Berkshire Hathaway balance sheet. If the company would want to deploy 1% of its assets base to one investment, that investment would have to be valued at $7.8 billion. By comparison, the smallest company in the S&P 500 index has a market cap of $1.5 billion.

Therefore, if Buffett wants to make an investment that actually moves the needle today, his universe of available investment opportunities is actually tiny. 

The Buffett Partnership

So, how did Buffett invest early in his career, when he was a much smaller fish in a much bigger pond? This question brings you to the the Buffett Partnership, which Buffett managed from 1956 to 1969. When Buffett dissolved the Partnership in 1970, he kept his stake in Berkshire Hathaway, which the Partnership had had a controlling shareholder in. The rest is history, I guess.

First of all, during the Partnership years, Buffett invested in smaller, less liquid companies. Secondly, Buffett was a relatively concentrated investor, focusing on a few high conviction ideas. Nonetheless, this does not mean he didn’t try to diversify the Buffett Partnership Portfolio. The way he did it was not through quantity of exposure, but through the quality of exposure. 

By quality, I don’t mean that the stocks he chose were of higher quality than the stocks in the general market. But rather that he managed the stock portfolio by allocating its capital into three buckets that each had exposure to qualitatively different factors. 

The Three Arrows of Buffett’s Capital Allocation

His objective, as I understand it, was to be able to keep his options open and be flexible under different market conditions. For example, if the overall market went up, he would be able to allocate capital to the bucket of stocks that were not driven by the overall market, and vice versa if market sentiment was overly pessimistic. 

But you don’t have to take my word for it. Here is Buffett’s explanation of the three qualitative areas that he allocated capital to. The following is taken from the 1961 Buffet Partnership Letter Shareholders:


Our Method of Operation 

Our avenues of investment break down into three categories. These categories have different behavior characteristics, and the way our money is divided among them will have an important effect on our results, relative to the Dow in any given year. The actual percentage division among categories is to some degree planned, but to a great extent, accidental, based upon availability factors. 

The first section consists of generally undervalued securities (hereinafter called “generals”) where we have nothing to say about corporate policies and no timetable as to when the undervaluation may correct itself. Over the years, this has been our largest category of investment, and more money has been made here than in either of the other categories. We usually have fairly large positions (5% to 10% of our total assets) in each of five or six generals, with smaller positions in another ten or fifteen. 

Sometimes these work out very fast; many times they take years. It is difficult at the time of purchase to know any specific reason why they should appreciate in price. However, because of this lack of glamour or anything pending which might create immediate favorable market action, they are available at very cheap prices. A lot of value can be obtained for the price paid. This substantial excess of value creates a comfortable margin of safety in each transaction. This individual margin of safety, coupled with a diversity of commitments creates a most attractive package of safety and appreciation potential. Over the years our timing of purchases has been considerably better than our timing of sales. We do not go into these generals with the idea of getting the last nickel, but are usually quite content selling out at some intermediate level between our purchase price and what we regard as fair value to a private owner. 

The generals tend to behave market-wise very much in sympathy with the Dow. Just because something is cheap does not mean it is not going to go down. During abrupt downward movements in the market, this segment may very well go down percentage-wise just as much as the Dow. Over a period of years, I believe the generals will outperform the Dow, and during sharply advancing years like 1961, this is the section of our portfolio that turns in the best results. It is, of course, also the most vulnerable in a declining market. 

Our second category consists of “work-outs.” These are securities whose financial results depend on corporate action rather than supply and demand factors created by buyers and sellers of securities. In other words, they are securities with a timetable where we can predict, within reasonable error limits, when we will get how much and what might upset the applecart. Corporate events such as mergers, liquidations, reorganizations, spin-offs, etc., lead to work-outs. An important source in recent years has been sell-outs by oil producers to major integrated oil companies. 

This category will produce reasonably stable earnings from year to year, to a large extent irrespective of the course of the Dow. Obviously, if we operate throughout a year with a large portion of our portfolio in workouts, we will look extremely good if it turns out to be a declining year for the Dow or quite bad if it is a strongly advancing year. Over the years, work-outs have provided our second largest category. At any given time, we may be in ten to fifteen of these; some just beginning and others in the late stage of their development.

I believe in using borrowed money to offset a portion of our work-out portfolio since there is a high degree of safety in this category in terms of both eventual results and intermediate market behavior. Results, excluding the benefits derived from the use of borrowed money, usually fall in the 10% to 20% range. My self-imposed limit regarding borrowing is 25% of partnership net worth. Oftentimes we owe no money and when we do borrow, it is only as an offset against work-outs. 

The final category is “control” situations where we either control the company or take a very large position and attempt to influence policies of the company. Such operations should definitely be measured on the basis of several years. In a given year, they may produce nothing as it is usually to our advantage to have the stock be stagnant market-wise for a long period while we are acquiring it.

These situations, too, have relatively little in common with the behavior of the Dow. Sometimes, of course, we buy into a general with the thought in mind that it might develop into a control situation. If the price remains low enough for a long period, this might very well happen. If it moves up before we have a substantial percentage of the company’s stock, we sell at higher levels and complete a successful general operation. We are presently acquiring stock in what may turn out to be control situations several years hence.

The Entrepreneur vs The Investor

In this speech by Peter Thiel, he says the following when talking about how to detect patterns when trying to recognizing entrepreneurs as a venture capitalist: 

“You always want to invest in the ones where they speak in definite future tense. You sometimes have to be careful they’re not totally crazy people, but that’s the sort of person you want to invest in. You do not want to invest in people who are talking too much about probabilities or risks or things like that because my experience has been that the people who think they’re involved in some sort of lottery ticket-like dynamic are already setting themselves up to already somehow get the probabilities wrong and invariably lose.”

“There is a similar version of this that I experience as an investor in these ventures. There’s always this very tricky question of the role of luck and chance in these things working. There certainly is this external truth perspective that there is a certain amount of luck that is built into the nature of the universe and you try to model it. You try to account for it. You try to get the probabilities right, as you assess these things. So, when people say that luck is involved, this is a statement about the deep nature of our universe.”

“And then there is this sort of internal truth version. Whenever we have thought that it is a matter of work. Psychologically I can say that this has often been a very bad sign. Where you say, “well, we don’t know if this is going to work. Maybe it works. Maybe it doesn’t. So, let’s just invest a slightly smaller amount for our lack of knowledge.”  And as a pattern, I would say, those are investments that have generally gone very badly wrong.”

“If I had to sort of explain why. When you think you are multiplying a small probability by a big payoff, you sort of psycho yourself into playing the lottery and you psych yourself into losing. Because you somehow are being sloppy and not doing that much work.” 

I think these thoughts do a great job of highlighting the inherent differences between entrepreneurs and investors. The entrepreneurs Peter looks for speak of the future through a deterministic mindset. They have a clear sense of the future and how they are going to shape it. Peter himself, on the other hand, as a venture capitalist does not invest his all his funds in one company. In his role he needs to have a more probabilistic mindset, even though he bets big once he has a high conviction on particular investments. 

The World According to…

The EntrepreneurThe Investor
Deterministic mindsetProbabilistic mindset
Risk is endogenic Risk is exogenic
AnalyticalStatistical
Concentration Diversification
High ConvictionRisk Management
Entrepreneurs vs Investors: Different Characteristics