Showing posts with label finance. Show all posts
Showing posts with label finance. Show all posts

Sunday, August 8, 2021

Learnings from Charlie Munger on Capital Allocation

 1. “Proper allocation of capital is an investor’s number one job.” Capital allocation is not just the number one job of an investor but of anyone involved in any business. This is a core part of why Buffett and Munger say that being an investor makes you a better business person and being a better business person makes you a better investor. Making capital allocation decisions is core to any business, including a hot dog stand. Everyone must decide how to deploy their firm’s resources. Michael Mauboussin and Dan Callahan describe the core task in allocating capital simply: “The net present value (NPV) test is a simple, appropriate, and classic way to determine whether management is living up to this responsibility. Passing the NPV test means that $1 invested in the business is worth more than $1 in the market. This occurs when the present value of the long-term cash flow from an investment exceeds the initial cost.” Of course just passing the NPV test is not enough since the investor or business person’s job to seek the most attractive opportunity of all the opportunities that are available. Building long-term value per share is the capital allocator’s ultimate objective. Buffett puts it this way: “If we’re keeping $1 bills that would be worth more in your hands than in ours, then we’ve failed to exceed our cost of capital.”

2. “It’s obvious that if a company generates high returns on capital and reinvests at high returns, it will do well. But this wouldn’t sell books, so there’s a lot of twaddle and fuzzy concepts that have been introduced that don’t add much.” Munger is not a fan of academic approaches to capital allocation. He would rather keep the analysis simple. One issue that concerns both Buffett and Munger is that many CEOs arrive in their job without having sound capital allocation skills. The jobs that they have had previously in many cases do not provide them with sufficient capital allocation experience. Buffett has written: “Most bosses rise to the top because they have excelled in an area such as marketing, production, engineering, administration or, sometimes, institutional politics.” The best way to learn to wisely allocate capital is to actually allocate capital and get market feedback on those decisions. Allocating capital requires judgment and the best way to have good judgment is often to have experienced some effects of bad judgment. This lack of capital allocation experience can create problems since many people tend to focus on short-term stock prices and quarterly results. Munger believes that if an investor or CEO focuses on wise capital allocation and long term value the stock price will take care of itself.


3. “In the real world, you uncover an opportunity, and then you compare other opportunities with that. And you only invest in the most attractive opportunities. That’s your opportunity cost. That’s what you learn in freshman economics. The game hasn’t changed at all. That’s why Modern Portfolio Theory is so asinine.” “It’s your alternatives that matter. That’s how we make all of our decisions. The rest of the world has gone off on some kick — there’s even a cost of equity capital. A perfectly amazing mental malfunction.” “I’ve never heard an intelligent discussion on cost of capital.” Munger has on several occasions expressed his unhappiness with academic approaches to finance. Buffett describes their approach as follows: “Cost of capital is what could be produced by our 2nd best idea and our best idea has to beat it.” All capital has an opportunity costs – what you can do with the next best alternative. If your next best alternative is 1%, it is 1% and if it is 10% it is 10%, no matter what some formula created in academia might say. Allocating capital to a sub-optimal use is a mis-allocation of capital. As an example, if you are a startup founder and you are buying expensive chairs for your conference room the same process should apply. Is that your best opportunity to deploy capital? Those chairs can potentially be some of the most expensive chairs ever purchased on an opportunity cost basis. I have heard second hand that if you drive an expensive sports car Buffett has in the past on the spot calculated in his head what your opportunity cost is in buying that car versus investing.


4. “We’re guessing at our future opportunity cost. Warren is guessing that he’ll have the opportunity to put capital out at high rates of return, so he’s not willing to put it out at less than 10% now. But if we knew interest rates would stay at 1%, we’d change. Our hurdles reflect our estimate of future opportunity costs.” “Finding a single investment that will return 20% per year for 40 years tends to happen only in dreamland.” The current interest rate environment is a big departure from the past. Andy Haldane has pointed out that interest rates appear to be lower than at any time in the past 5,000 years. These very low interest rates driven by a “zero interest rate policy” or ZIRP have created new challenges for investors and business people. One issue that seems to exists today is a stickiness of hurdle rate at some businesses. Hurdle rates that were put in place in the past may not be appropriate in today’s world. Buffett has said: “The real test is whether the capital that we retain generates more in market value than is retained. If we keep billions, and the present value is more than we’re keeping, we’ll do it. We bought a company yesterday because we thought it was the best thing that we could do with $3 million on that day.” In 2003 Buffett said: The trouble isn’t that we don’t have one [a hurdle rate] – we sort of do – but it interferes with logical comparison. If I know I have something that yields 8% for sure, and something else came along at 7%, I’d reject it instantly. Everything is a function of opportunity cost.” Warren also recently said that he wasn’t just going to buy using today’s very low rates just because they were his current best opportunity. These sorts of questions are very hard to sort out given the economic environment we are in now is new. The last point Munger makes is that when someone promises you a long term return of something like 20% for 40 years hold on to your wallet tightly and run like the wind.


5. “There are two kinds of businesses: The first earns 12%, and you can take it out at the end of the year. The second earns 12%, but all the excess cash must be reinvested — there’s never any cash. It reminds me of the guy who looks at all of his equipment and says, ‘There’s all of my profit.’ We hate that kind of business.” Munger likes a business that generates free cash flow that need not be reinvested and not just an accounting profit. Some business with an accounting profit require that you reinvest all or nearly all of any cash generated into the business and Munger is saying businesses like this are not favored. Coke and See’s Candies are attractive businesses based on this test. Airlines by contrast are not favored. Munger calls an airlines “marginal cost with wings.” Munger is also not a fan of creative accounting’s attempt to hide real costs: “People who use EBITDA are either trying to con you or they’re conning themselves. Interest and taxes are real costs.” “I think that, every time you see the word EBITDA, you should substitute the word ‘bullshit’ earnings.” Buffett says: “Interest and taxes are real expenses. Depreciation is the worst kind of expense: You buy an asset first and then pay a deduction, and you don’t get the tax benefit until you start making money.”


6. “Of course capital isn’t free. It’s easy to figure out your cost of borrowing, but theorists went bonkers on the cost of equity capital.” “A phrase like cost of capital means different things to different people. We just don’t know how to measure it. Warren’s way of describing it, opportunity cost, is probably right. The answer is simple: we’re right and you’re wrong.” “A corporation’s cost of capital is 1/4 of 1% below the return on capital of any deal the CEO wants to do. I’ve listened to many cost of capital discussions and they’ve never made much sense. It’s taught in business school and consultants use it, so Board members nod their heads without any idea of what’s going on.” Berkshire does not “want managers to think of other people’s money as ‘free money’” says Buffett, who points out that Berkshire imposes a cost of capital on its managers based on opportunity cost. One thing I love about this set of quotes is Munger admitting that Buffett is only “probably” right and that they don’t know how to measure something others talk about. It indicates that Munger is always willing to consider that he is wrong. While he has said that he has a “a black belt in chutzpah,” he has also said that if he does not overturn a treasured belief at least once a year, it is a wasted year since it means he is not always looking hard at whether his beliefs are correct. In his new book Superforecasting, Professor Philip Teltock might as well have been writing about Charlie Munger when he wrote: “The humility required for good judgment is not self doubt – the sense that you are untalented, unintelligent or unworthy. It is intellectual humility. It is a recognition that reality is profoundly complex, that seeing things clearly is a constant struggle, when it can be done at all, and that human judgment must therefore be riddled with mistakes.”


7. “We’re partial to putting out large amounts of money where we won’t have to make another decision.” Attractive opportunities to put capital to work at high rates of return don’t come along that often. Munger is saying that if you are a “know something investor” when you find one of these opportunities you should load up the truck and invest in a big way. He is also saying that he agrees with Buffett that their preferred holding period “is forever.” Buffett looks for a business: “where you have to be smart only once instead of being smart forever.” That inevitably means a business that has a solid sustainable moat. Buffett believes that finding great investment opportunities is a relatively rare event: “I could improve your ultimate financial welfare by giving you a ticket with only twenty slots in it so that you had twenty punches – representing all the investments that you got to make in a lifetime. And once you’d punched through the card, you couldn’t make any more investments at all. Under those rules, you’d really think carefully about what you did, and you’d be forced to load up on what you’d really thought about. So you’d do so much better.” When he finds a really great business the desire of Charlie Munger is to hold on to it. Munger elaborates on the benefits of not selling: “You’re paying less to brokers, you’re listening to less nonsense, and if it works, the tax system gives you an extra one, two, or three percentage points per annum.”


8. “We have extreme centralization at headquarters where a single person makes all the capital allocation decisions.” Centralization of capital allocation decisions at Berkshire to take advantage of Warren Buffett’s extraordinary abilities is an example of opportunity cost analysis at work. Why allow your second best capital allocator or 50th best do this essential work? Here’s Buffett on his process: “In allocating Berkshire’s capital, we ask three questions: Should we keep the capital or pay it out to shareholders? If pay it out, then you have to decide whether to repurchase shares or issue a dividend.” “To decide whether to retain the capital, we have to answer the question: do we create more than $1 of value for every dollar we retain? Historically, the answer has been yes and we hope this will continue to be the case in the future, but it’s not certain. If we decide to retain and invest the capital, then we ask, what is the risk?, and seek to do the most intelligent thing we can find. The cost of a deal is relative to the cost of the second best deal.” As was noted in the previous blog post in this series, nearly everything else other than capital allocation and executive compensation is decentralized at Berkshire.


9. “We’re not going to put huge amounts of new capital into a lousy business. There are all kinds of wonderful new inventions that give you nothing as owners except the opportunity to spend a lot more money in a business that’s still going to be lousy. The money still won’t come to you. All of the advantages from great improvements are going to flow through to the customers.” This is such an important idea and yet it is often poorly understood. Many investments in a business are only going to benefit customers because the business has no moat. In economic terminology, the investment produces all “consumer surplus” and no “producer surplus.” Some businesses must continue to plow capital into their business to remain competitive in a business that is still going to deliver lousy financial returns. Journalists often talk about businesses that “earn” some amount without noting that what they refer to is revenue not profit. What makes a business thrive is profit and absolute dollar free cash flow. One thing I am struck by in today’s world is how hard nearly every business is in terms of making a significant genuine profit. The business world is consistently hyper competitive. There is no place to hide from competition and potential disruption. If you have a profit margin, it is someone else’s opportunity. Now more than ever. People who don’t think this contributes the inability of central banks to create more inflation are not living in the real business world.  Making a sustained profit in a real business is very hard.


10. “I don’t think our successors will be as good as Warren at capital allocation.” There will never be another Warren Buffett just as there will never be another Charlie Munger. But that does not mean you can’t learn from the way they make decisions, including, but not limited to, capital allocation decisions. Learning from others is strangely underutilized despite its huge rewards. Some of this aversion to learning from others must come from overconfidence. This overconfidence is good for society since it results in a lot of intentional and accidental discovery. But at an individual level it is hard on the people doing the experimentation. Reading widely about how others investors and business people approach capital allocation is wise. As an example, Howard Marks and Seth Klarman are people who have learned from Buffett and Munger and vice versa. Having said that, we are all unique as investors. There is no formula or recipe for successful investing. But there are approaches and processes that are far more sound than others that can generate an investing edge if you are willing to do the necessary work. These better decision making process are applicable in life generally. If you are not willing to do the work that an investor like Munger does in his investing, you should buy a diversified low cost portfolio of index funds/ETFs. A dumb “know nothing investor” can transform themselves into a smart investor by acknowledging that they are dumb. Buffett calls this transformation from dumb to smart of they admit they are dumb an investing paradox.


11. “All large aggregations of capital eventually find it hell on earth to grow and thus find a lower rate of return.” Munger is saying that the more assets you must manage the harder it is to earn an above market return. Putting large amounts of money to work means it takes more time to get in and out of positions and for that reason it becomes hard to effectively invest in relatively smaller opportunities. Buffett puts it this way: “There is no question that size is an anchor to performance. We intend to prove that up to the point that it really starts biting. We can’t earn the same returns on capital with over $300 billion in market cap. Archimedes said he could move the world with a long enough lever. I wish I had his lever.”


12. “Size will hurt returns. We can only buy big positions, and the only time we can get big positions is during a horrible period of decline or stasis. That really doesn’t happen very often.” There are times when Mr. Market turns fearful and huge amounts of capital can be put to work even by Berkshire as was the case in 2008. To be able to take advantage of this requires that the investor (1) be patient and (2) be aggressive when it is time. Jumping in when things are falling apart takes courage. Not jumping is during a period of investing frenzy takes character. Bill Ruane believes: “Staying small in terms of the size of fund is simply good business. There aren’t that many great companies.” The bigger the fund the harder it is to outperform. Bill Ruane famously closed his fund to new investors to be “fair” to his clients. 

In terms of an example of outperforming during what for others was a horrible time, the following example of Munger in action below speaks for itself. Bloomberg wrote at the time: “By diving into stocks amid the market panic of 2009, Munger reaped millions in paper profits for the Daily Journal. The investment gains, applauded by Buffett at Berkshire Hathaway’s annual meeting in May, have helped triple Daily Journal’s own share price. While Munger’s specific picks remain a mystery, a bet on Wells Fargo (WFC) probably fueled the gains, according to shareholders who have heard Munger, 89, discuss the investments at the company’s annual meetings. ‘Here’s a guy who’s in his mid-80s at the time, sitting around with cash at the Daily Journal for a decade, and all of a sudden hits the bottom perfect.’”

Munger having the necessary cash to do this investment in size at the right time in 2009 was not accidental. You don’t have the cash at the right time by following the crowd. As Buffett points out holding cash is not costless: “The one thing I will tell you is the worst investment you can have is cash. Everybody is talking about cash being king and all that sort of thing. Cash is going to become worth less over time. But good businesses are going to become worth more over time.” That available cash was a residual of a disciplined buying process focused on a bottoms-up analysis by Munger of individual stocks. His ability to do this explains why he is a billionaire and we are not.



Tuesday, January 26, 2021

Youtube 2021 Priorities

2020 Lookback

  • During the first quarter of last year, we saw a 25 percent increase in watchtime around the world.
  • 2020 was YouTube Gaming's biggest year yet, with over 100 billion hours of gaming content watched on YouTube.
  • In the first half of the year, total daily livestreams grew by 45 percent.
  • first time streamers accounted for more than 10 million streams on the platform.
  • They included Brazilian artists like Jorge & Mateus, who live streamed a concert from their garage that’s been viewed over 40 million times.


Creator Communities

  • YouTube's creative ecosystem contributed approximately $16 billion to the U.S. GDP in 2019, supporting the equivalent of 345,000 full time jobs.
  • The UK in 2019 saw approximately £1.4 billion contributed to the British GDP and the equivalent of 30,000 full time jobs. And in France, there was an estimated €515 million contributed to the French GDP and the equivalent of 15,000 full time jobs.
  • The number of channels making the majority of their revenue from Super ChatSuper Stickers or channel memberships on YouTube tripled.


Future

  • Youtube shorts is receiving an impressive 3.5 billion daily views! 
  • Currently testing a new beta program with a group of beauty and electronics creators to help people discover and buy the products they see in videos. 
  • TV was our fastest growing screen in 2020. That’s why we’ve worked to improve the look, feel, and performance of the Living Room app.


Friday, January 22, 2021

FIRE and Time Billionaries


Last week I came across a concept called time billionaire. In the context of FIRE, this has stuck in my mind. I have been a FIRE enthusiast over the last 5 years and this idea helped me put things into perspective. The goal of this article is to show you the tradeoff between time and money. 

The life expectancy of a normal healthy adult is around 80 years.

A billion seconds almost equals to 31 years. So on average every 20 year old has 2 billion seconds of time left. We work hard, spend our time to earn money, save our money to buy capital. The capital appreciates over time and gives us money. That is how we convert our time into money. 

Taking the returns of the US stock market over the last 100 years and assuming it doubles every 10 years, earning the capital early in life pays dividends in terms of that capital will give more money and time back to the owner to enjoy. 

Hence, 1 million USD earned at 30, will be 8 million by 60, if the owner doesn't need to depend on that capital for day to day expenses. As this post calls out, there are different brackets of numbers and where each individual lies in the bracket is a deeply personal question and the answer will vary based on lifestyle and choices. But the point is the faster you get there, the more you time you have from life. 

This point can be really driven home by this following question : 
If you got a chance to exchange your position with Warren Buffet today, would you do it ? You would be both the richest person on earth and also be 90+ and wont have long enough to live from hereon. 

For folks, for whom the answer is No, you already have the most valuable resource on earth which is time. Use it wisely and you can generate both time and money. 

Sunday, August 23, 2020

Location Factors affecting real estate prices in bay area

The old adage in real estate goes, Location, Location, Location. The price of your home may be determined more by factors related to location, rather than properties of your home alone. In the previous article, I outline top reasons of buying a home in the bay area.

Within the greater bay area, there is a huge variance of property prices given location. The goal of this article is to outline top factors for valuing properties within a particular zip code across bay area.

  1. Public Schools : schools are the best long term holder of value for your property. Houses in good school districts hold value during downturns because of low turnover. School districts with elementary, middle and high school rated 10 are the most sought after. If you can buy a primary residence in such a location, then you are set for the next 15 years if you have kids. 
  2. Private Schools : This is a less publicized reason, but proximity to private schools also help houses retain and appreciate in value. Some top private schools in the bay area : Stratford, Harker.
  3. Commute time : Proximity to offices helps reduce commute time. 
  4. Public transport : this can be a secondary proxy to commute. Access to Bart, Caltrain stops can help retain property value. This always means that you are potentially opening up the house to renter population who would need to use public transport to commute to office locations in San Francisco, San Jose. Property values and fiscal benefits of bart
  5. Grocery store proximity (Trader Joes, Whole Foods) : Average home seller ROI for properties near Trader Joes is 51% over 5 years
  6. Parks, hikes, trails, walking area 
  7. Shopping centers, malls
  8. Proximity to Costco, Walmart
  9. Easy access to highways like 101, 280, 680. This is another proxy for shorter commute time.



Things to avoid. These aspects will limit the pool of buyers if you try to sell your house

  1. Proximity to rail road tracks, busy streets, electric wire poles

If you know any locations which tick all these boxes and are priced reasonably, please comment and let us know. 

Saturday, August 22, 2020

Indian Asset Allocation


All Weather Portfolio
  1. Equities - 60% 
    1. HDFC Sensex fund - 35%
    2. ICICI Nifty Index fund - 20%
    3. ICICI Nifty Next 50 - 5%
  2. Bonds - 20%
    1. ICICI Gilt fund - 20%
  3. Gold - 20% - thesis
    1. HDFC Gold fund - 20%

Post Covid Strategy : moving the 20% bonds to equities. Reasons
  1. Federal reserve is going to create a mother of all asset bubbles
  2. Dollar devaluation helps Emerging Markets
  3. Stock market is not the economy
  4. Indian case count will only rise and no moving back from here, most likely course is herd immunity. It doesnt seem like any lockdown is going to come back. 
  5. 20% Gold hedge can help counter any shocks - remaining 80% will capture bull run
  6. Bonds have already run up in the last 6 months. Time to capture the gains. Yields set to stay low in the forseeable future as government will do everything to get the economy back. 
  7. Gold has also had a nice run up, but with fiscal and monetary stimulus may benefit further. 

* Full disclosure : My posts are not investment advice. Its your money, so do your own homework. 

Sunday, August 9, 2020

Gold thesis


  • Negative real interest rates
  • Increasing money supply in the economy as the FED goes in with a bazooka
  • Dollar devaluation 
  • Probability of inflation in the near horizon
  • Chances of another shock to the stock market. Gold is the flight to quality trade
  • A lot of bad outcomes are still possible due to COVID (like bankruptcies)
  • Inflation in asset prices
  • Helps to diversify asset allocation (all weather portfolio)


Historically Gold prices almost doubled from 2008-2011 during the great financial crisis



Saturday, June 6, 2020

Stock market is not the Economy : Unemployment numbers



Few things to note from the table

  • During the 2008 financial crisis, unemployment rate went from 4.9% to 5.6% during Jan-June, 2008. S&P500 was at 1278 on June 27, 2009, down 14% from ~1500 peak
  • Unemployment rate increased more rapidly during the later half of 2008 to end at 7.2% in December. H2, 2008 saw the fall of Lehman. S&P500 was at 887 on Dec 19, 2008 down 30% from June, 2008 and down 40% from ~1500 peak.
  • Unemployment bottomed at 10% in October 2009
  • Stock market bottomed at 683 in March, 2009 when the unemployment was at 8.7%
Stock market reflects the rate of change of bad news. 
  • Rate of change of unemployment in H1, 2008 = -.15% per month
  • Rate of change of unemployment in H2, 2008 = -.23% per month
  • Rate of change of unemployment in H1, 2009 = -.28% per month
  • Rate of change of unemployment in H2, 2009 = -.06% per month
The rate of change of unemployment numbers clearly show that the rate was highest in H1, 2009 which co-incides with the market bottom. The absolute unemployment percentage kept getting worst in H2, 2009, but the rate of change of bad news kept decreasing. So the market had already started increasing when the economy still kept shedding jobs. The economy hit bottom in terms of unemployment in October 2009 when the S&P500 was around ~1100 which was about 57% above the lows in March 2009 and still 33% below the ~1500 market top.

The stock market is a forward looking vehicle. During a recession, in order to look for the bottom, look for the point where the market starts ignoring the bad news.


Reference

Friday, May 22, 2020

Market, economy and the investors

  1. Market in the short term is the rate of change of news - like a popularity contest
  2. Market takes the elevators on the way down and takes the stairs on the way up
  3. The economy may be doing bad, but the market may be doing well. 
  4. Market is forward looking and the economy is current looking
  5. Some job losses may be good for the economy and market, because that may clean up the old economy jobs and the antifragile
  6. Economists may not be great investors
  7. At the bottom of the crisis, any good economist should be able to say all the risks facing the markets and outline why the market may go down
  8. Investing needs a healthy dose of optimism and faith during these tough times
  9. Pessimists might sound smart, but optimists will make money
  10. However, I don't want to imply that being a forever optimist and overlook your risks. Investing is personal and risk is always measured from a frame of reference which is life situation. The answer should be different for everyone. Here is an essay to analyze your mortgage and tail risks

Bulls vs Bears

Psychology of a bear

  1. There is a chance that prices comes down and the bet is that prices will stay down for a long time
  2. Higher probability of buying low because of lower price and larger time
  3. Fear of not being a price taker in a bear market

Psychology of hold

  1. Even if the price goes down, it wont stay down for a long enough duration. So not worth selling
  2. There is a low probability of prices going up in the near term, but if I get out, it may be hard to get back in 

Psychology of a bull

  1. Prices will go up in the short to medium term
  2. The current prices are a bargain factoring in future earnings and revenue growth
  3. Even if there is some short term variance, in the medium term the asset will be worth more and there is no reason in the horizon to liquidate this asset

Investing essays during crisis

Musings of an investor during a crisis

Insurance

  1. Insurance is cheap before the crisis (Gold prices)
  2. Once the crisis is clear, insurance becomes expensive (gold prices shot up)
  3. Insurance is not free. Insurance can be a drag on portfolio performance during good times. Hence asset allocation and rebalancing is important.

Range of outcomes


During this covid crisis, the absolute range of outcomes still says vast

Negative outcome

  1. The reopening of the economy can cause a huge second wave, leading us to close back again. That could be devastating for the economy. The Fed may have prevented a short term collapse, but the medium term uncertainty remains. Also that could lead to much more long lasting permanent damage in the economy. At this point, markets are probably pricing in a lost quarter. The crisis started in America in March when cities started to shut down. Hence, Q1 results were not really hampered. But the lockdown effect will be visible in Q2. Market is hoping that the economy opens up and by Q3, results start trending back to normal and we have a great Q4 like last year. I think that is what is baked into the prices and we have already seen a swift recovery from 35% lows. 
  2. However, if the reopening is hampered by a huge second wave of the virus, the market would start pricing in more than a quarter and up to a year of lost revenue. Things would be interesting when the market starts to price between outcomes like
    1. A quarter of lost revenue
    2. Multiple quarters of lost revenue
    3. Multiple years of continued revenue compression due to more permanent damage caused by a second wave 

Positive outcome

  1. There is a possibility of a vaccine by the end of the year and several companies are already pre-scaling production in anticipating. This would definitely be the fastest vaccine ever
  2. However, if it were to happen, it would be easy to say "long human ingenuity" or this is what you expect to happen if the whole world gets behind one common goal
  3. Don't fight the FED. The Fed has done all that is their in its power to remove tail risks
  4. American capitalism may have changed forever. With the Fed buying high yield bonds, we may be entering an era of Government Sponsored Enterprises. 
Both the positive and the negative outcomes are equally likely. At this point, it remains hard to say which one is more likely vs the other and in what timeline. The FED continues to mitigate tail risks in the short term. 

Sectors impacted 

  1. Travel
  2. Hospitality
  3. Airlines
  4. Cruises
  5. Retail stores
  6. Malls real estates
  7. Oil

Sectors at the risk of contagion

  1. Commercial real estates
  2. Hospital industry
  3. Mortgage banks
  4. Junk Bonds

Commentary on Big Tech

  1. The economy continues to migrate from atoms to bits
  2. Big Tech stock prices indicate that
  3. Silicon valley housing prices still correlated with big basket of tech stocks
  4. User behaviors that would pan out in the next 5 years have been expedited within a span on 2 months
  5. However, more short term revenue may be hit if the more companies get hit (ads could be more vulnerable than cloud revenue followed by retail)

Friday, May 1, 2020

Lockdown review (Feb 2020 - April 2020)


Stayed home and acquired a lot of knowledge.
  • Courses taken
    • Deeplearning.ai - 5 courses by Andrew Ng
    • Deep Learning with PyTorch - Udacity
    • Privacy aware ML - Udacity
    • Re-inforcement learning 
  • Skills acquired
    • PyTorch
    • PySyft
  • Books read
    • Antifragility
    • The subtle art of not giving a fuck
    • The Intelligent Investor
    • The Manager's path
  • Blogs read
    • Ray Dalio's notes on changing world order, debt cycles
    • Amazon's investor letters
    • Guggenheims weekly articles
  • Blogging
    • Blog reached 21k views within 3 months
    • Recession call - March 8
    • Coronavirus lockdown prediction in bay area - March 1
    • Engineering Manager series published
    • Coronavirus series published
    • Financial Investing series published
    • Deep Learning Learner series published

I also enabled Amazon shopping ads on the blog because I started book reviews. Here is how that started



How would you rate my lockdown till now ? 

Thursday, April 30, 2020

Book Summary : Antifragility by Nassim Nicolas Taleb


Antifragile by Nassim Nicholas Taleb

Things that can gain from disorder

Between Democles and Hydra

  1. Story of the "Sword of Damocles" - with great fortune and power also comes great danger. You cannot rise and rule, without facing continuous danger. Someone will be working towards toppling you. Like the sword, danger will be silent, inexorable and discontinuous. It will fall abruptly after long periods of quiet , perhaps at the very moment, one has gotten used to it and forgotten about its existence. Black swans will be out there to get you as you now have much more to lose, a cost of success.
  2. Hydra - a serpent like creature with numerous heads. Each time a head is cut off, two grow back up. Hydra represents antifragility. 
  3. apophatic - what cannot be explicitly said or directly be described in our current vocabulary

Overcompensation and Over-reaction everywhere

  1. The excess energy released from over-reaction to setbacks is what innovates
  2. Sophistication is born out of hunger
  3. How to win a horse race : It is said that the best horses lose when they compete with the slower ones, and win against better rivals. Undercompensation from the absence of a stressor, inverse hormesis, absence of challenge, degrades the best of the best.
  4. It is a well known trick that if you need to get something urgently done, give the task to the busiest person in office. Most humans manage to squander their free time as free time makes them dysfunctional, lazy and unmotivated. The busier they get, the more active they are at other tasks.
  5. Mechanism of overcompensation makes us concentrate better in the modicum of background noise
  6. Redundancy is ambiguous because it feels like a waste if nothing unusual happens. But something unusual happens usually. 
  7. A system that overcompensates is necessarily in overshooting mode, building extra capacity and strength in anticipation of the worst outcome and in response to information about the possibility of a hazard.
  8. Lucretis problem - a fool who believes that the tallest mountain the world will be equal to the tallest one he has observed. Analysts take the worst historical recession, the worst war, the worst historical move in interest rates, or the worst point in unemployment as the exact estimate of the worst future outcome. 
  9. Fukushima nuclear reactor which experience catastrophic failure in 2011 during the tsunami was built to withstand the worst past historical earthquake. Alan greenspan during his apology to the congress said "It never happened before". Assuming worst harm is possible. 
  10. Books and ideas are antifragile and get a lot of nourishment from attacks
  11. Some jobs and professions are fragile to reputational harm, something that in the age of the internet cannot be controlled - these jobs arent worth having. You do want to control your reputation, you wont be able to do it by controlling information flow. Focus on altering your exposure, put yourself in a situation to benefit from antifragility of information. - He demonstrates that the authors profession benefits from the antifragility of information. 
  12. With a few exceptions, those who dress outrageously are robust or even antifragile in reputation. Those who dress in suits are fragile to information about them. 

The cat and the washing machine

  1. Causal opacity : In complex systems, it is hard to see the arrow from cause to consequence, making much of the conventional method of analysis, in addition to standard logic inapplicable. 

What kills me makes others stronger

  1. Antifragility for one is fragility for someone else. Fail for others to succeed, one day you might get a thank you note.
  2. The fragility of every startup is necessary for the economy to be antifragile, and thats what makes entrepreneurship work : fragility of the individual entrepreneurs and their necessarily high failure rate. 
  3. Individual stocks may be fragile and that is what makes index funds antifragile
  4. There is tension between nature and individual units. Organisms need to die for nature to be antifragile - nature is opportunistic, ruthless and selfish and takes advantage of stressors, randomness, uncertainty and disorder. 
  5. Systems subject to randomness - and unpredictability build a mechanism beyond the robust to opportunistically reinvent themselves each generation, with a continuous change of population and species. 
  6. Evolution benefits from randomness in two ways : randomness in mutations and randomness in the environment - both act in similar ways to change the traits of next generations
  7. Nature is antifragile upto a point - if a calamity kills life on earth, completely, the fittest will not survive. 
  8. Someone who has made several errors, though not the same error twice, is more reliable than someone who has not made any
  9. For the economy to be antifragile and to undergo evolution, every single individual business must necessarily be fragile. 
  10. Economy as a collective wants them to not survive, rather to take a lot of imprudent risks themselves and be blinded by the odds. Their respective industries improve from failure to failure. The want local overconfidence and not global overconfidence. Their failure should not impact others. 
  11. Government bailout is a form of transferring fragility from the collective to the unfit.
  12. Nietzsche's "what doesnt kill me makes me stronger" -> "what did not kill me did not make me stronger, but spared me because I am stronger than others; but it killed others and now the average population is stronger because the weak are gone" -> this is transfer of antifragility from the individual to the system
  13. Nature wants the aggregate to survive, not every species
  14. Every species wants the organisms to be fragile so that evolutionary selection can take place
  15. Heroism and the respect it commands, is a form of compensation by society for those who take risks for others. 

Modernity and the denial of antifragility 




Other recommended books by the same author

Wednesday, April 29, 2020

Timeline of 2008 - Great Financial Crisis

Investors are having a hard time trying to put the stock market and the economic performance of 2020 into perspective. Hence, I dug up the timeline of the 2008 financial crisis, with stock market performance at key points to help put things into perspective.

There were early signs that the housing industry had something brewing in 2007. Here is a rough timeline of events in 2007.
All the above commentary, as scary as it looks, are all from 2007. There were clear warnings that the crisis was cooking, but no clear measures were taken. 

S&P500 was at 1410 on Jan 12, 2007. The peak was at 1552 on July 13, 2007. It was at 1411 on Jan 4, 2008, effectively closing 2007 flat. It was at 1425 on May 16, 2008. The 2008 story follows to put the May 16, 2008 price into perspective. 


More detailed overview of the 2008 timeline available here

S&P500 was at 1292 on August 12, 2008, 1255 on Sep 19 and reached 899 on Oct 10, 2008. Market bottom was 756 on Mar 13, which was still 5 months away.

In February 2009, Congress came with another 787billion package called the American recovery and reinvestment act. The Dow dropped to its lowest in March and unemployment reached its peak 10% in Oct 2009. As you can see, by the time the worst unemployment numbers came in, stock market was already of the lows.



Saturday, March 28, 2020

Coronavirus will expedite Amazonification of the world

Coronavirus is expediting the Amazonification of industries worldwide. Here are the first order effects of shift of usage to Amazon
  • People are staying home instead of visiting malls and ordering essentials on Amazon. This is expedited by the large scale closure of malls and retail complexes. 
  • People are ordering groceries on Whole Foods for home delivery inspite of higher prices compared to their local grocery store. For a lot of families, the grocery budget is moving to Amazon. Given the large scale closure of restaurants worldwide, this will only increase. 
  • People staying home are watching videos on Amazon Prime Video for entertainment purposes. Given Prime membership benefit is already providing so much value, netflix and disney could be a discretionary expense and Prime video could be a necessary essential
  • Businesses going through the sudden demand and revenue shocks will need to rethink their expenses and specially fixed cost expenses. Technology and IT will be a big fixed cost expense waiting to be cut at this point. This will expedite the move to Cloud (AWS is rightly positioned for this) as it provides the value proposition of making this a variable cost - pay as much as you use. If there is no demand, dont pay. This will put Amazon into a strong position with respect to the shift to Cloud. 
  • Audible has made 100s of kids audiobook free. This will expedite adoption and usage of Alexa. Parents at home juggling kids, job and a pandemic will find this great value. 
  • Amazon Care, the healthcare arm of Amazon will work with Bill Gates to delivery Coronavirus tests to homes in the Seattle area. If it works, this could be scaled globally in collaboration with Governments and could put Amazon in prime position to enter healthcare. 
Data points supporting the above trends
All the above viewpoints and facts show that how Amazon has grown in value during these unprecedented times the world is facing through the pandemic. There is the other side of the equation, which shows that malls, commercial real estate could be in dire shape and there could be a lot of bankruptcies.

At the time of this writing, US already has more than 100k coronavirus cases and given the exponential spread, it doesnt look like stopping. In fact, things will get a lot worse, before it gets any better. 

Cheesecake factory, Subway and other major retailers have told their landlords that they cannot pay rent. The restaurant industry has already gone through unprecedented layoffs. Given that the US response to the crisis has been delayed, the closures will last as cases will continue multiplying. This will have cascading effects onto the landlords, malls, commercial real estate players who have these retaurants as renters. There will be cascading bankruptices which will spread through the economy. Malls will find it hard to find replacements during these tough times. Even if the economy were to open up today, people who are seeing widespread deaths in their communities arent going to rush to restaurants/malls anytime soon. 

This will complete the other side of the puzzle and will expedite Amazonification of the world.

Update July 24, 2020 

Putting my Money where my mouth is :



The Intelligent Investor - Book Review

Introduction

  • Obvious growth in physical prospects of a business do not necessarily translate to profits for investors
    • It was easy to forecast that the value of airtraffic would grow spectacularly over the years. But despite the expansion in revenues at a pace far greater than the computer industry, a combination of technological problems and overexpansion in capacity led to disastrous profit figures. 
    • Same happened for Uber in 2015. Even though the rides volume grew massively till 2020, any investment in late 2015 saw negligible gains at the time of IPO. 
  • Experts do not have a dependable way of selecting the most promising companies in the most promising industries
  • The pendulum in stock markets swings from irrational exuberance to unjustifiable pessimism

Investment vs Speculation

  • Investors judge the market price by establishing standards of value
  • Speculators base their standards of value based on the market price
  • The intelligent investor has no interest in being temporarily right. To reach your long term financial goals, you need to be reliably and sustainably right.

The Investor and Inflation

  • As recently as 1973-82, the US went through one of the most painful bursts of inflation. As measured by CPI, prices more than doubled during that period rising at the rate of nearly 9% annually. In 1979, inflation raged at 13.3% paralyzing the economy in what is known as stagflation, and many leading commentators began questioning whether America could lead in the global marketplace.
  • In times of deflation, it is better to be a lender than a borrower, which means that investors should keep atleast a small portion of their investment in bonds, as a form of insurance against deflating prices. 
  • The stock market lost money money in 8 of the 14 years in which inflation exceeded 6% and the average returns of these years was a measly 2.6%. 
  • While mild inflation allows companies to pass on the increased costs of the raw materials to customers, high inflation wreaks havoc forcing customers to slash their purchases and depressing activity through the economy. 
  • Asset classes for inflation protection - REITs and TIPs. 
  • Commentary for 2020 recession : At the time of this writing, REITs may be risky. As we get more clarity into how shallow/deep this recession is going to be, there is a fair chance that commercial REITs may suffer heavy losses as the lockdown extends as the virus will now spread to new hotspots into the heartland of America. 

A century of stock market history




Sunday, March 8, 2020

Healthcare crisis - Global Recession 2020

This time it is different.
2000 - we had the tech bubble burst
2008 - we had the housing crisis which led to financial crisis
2020 - we will have the healthcare crisis which will lead to a financial crisis

Here are the factors playing into the recession

  1. Healthcare crisis due to Coronavirus will impact ~10% of the world population
  2. Supply side pressure due to reduced workforce, factory shutdowns due to coronavirus
  3. Business and pleasure travel will reduce by 80% due to coronavirus scare
  4. Demand side pressure 
  5. Coronavirus will become a global epidemic
  6. The world is already slow to react and has lost valuable time to prevent this crisis
  7. Supply and demand side shocks will take at least two quarters and will lead to quarter over quarter contraction
  8. Oil prices will drop precipitously due to supply and demand shock
  9. Situation may be exacerbated by health crisis -> job loss -> insurance loss -> financial loss -> depression -> health loss. This could be a vicious loop. 
Trends
  1. This will lead to new work from home trends and companies that support it
  2. Several startups which have been fueled by cheap capital in the past decade will have a existential crisis and will need to expedite path to profitability
  3. Steep valuation cuts in travel stocks - it is bad, it will get much worse before it gets better
References

Saturday, March 7, 2020

Murphy's law of retirement

As a bull market proceeds, people's portfolios swell. These investors, seeing the size of their portfolios, then decide to retire at or near the top of a bull. After a long bull market future expected returns are lower and the potential for reversion to mean is high. People retire, then subject themselves to terrible sequence of returns risk at the worst time, early retirement. The sequence of returns early in retirement is crucial to a financially successful retirement. People who retire when valuations are high are most exposed to this risk.

Why am I posting this ?
The past bull market of the last 10 years has really fuelled he FIRE(Financial Independence and Retire Early) movement. I think it is time to remind all the FIRE aspirees about the Murphy's law of retirement. 

Friday, March 6, 2020

Psychology of Investing through a recession

Psychology plays a big role into how investors see through a bear market. Even the most staunch buy and hold investors can get wiped out during the harshest recessions. These are investors who have help regular 10-20% market downs and bought the dip into a bull market.

Asset allocation and the ability to stick to it is off course very important. Often times investors coin asset allocations during bull markets and heavily "overestimate" the amount of real risk they can tolerate. Overestimation is a harsh word here. Bull markets are characterized by good times, growing earnings, growing incomes, new cars, new houses, etc. Hence, recency bias can trick an investors brain and the investor tend to forget what bad times look like. The probability of bad things happening tend to be low. Also generally investors see peak asset prices towards the end of a bull market, fuelling higher confidence, retirement dreams, etc.  Once a recession emerges, several risk factors become more probable. Often times they are correlated and become more likely to happen. An investor generally keeps 6 months expenditure as emergency funds. Let me underline some risk factors that can blow up the emergency funds during a recession

  • job loss
  • health insurance loss
  • stock market decline and scare of contagion into bond/real estate prices
  • mental and physical health issues
  • immigration uncertainties
  • lack of diversification of assets
  • emergency fund being too small
  • regret of not having sold and FIREd
  • house price underwater
  • over-investment in company stock
  • high amount of leverage in rentals
  • head-fake or bull-trap
All these things piled together leads to "flight to safety" mentality which leads investors to sell at lower prices. When all these dark clouds appear together, even the biggest "buy and hold" investors can fold. Also this has played out time and again from 1942, 1972, 2008, 2020


I have compile a list of real life readings for investors from previous recessions/bear markets

  1. Devil take the hindmost : a history of financial speculation
  2. A tale of health crisis, layoffs, 2 recessions and how a couple FIREd in their 40s
  3. FATFire Facebook thread on recession stories
  4. Have courage : we have been here before - describes the bleak outlook of capital markets in the midst of world war II 
  5. Making sense of a stock market that doesn't make sense
  1. [Oct 9, 2008] Sheepdog's "To sell or not to sell" is a must read for all new investors or new retirees. It talks about how Sheepdog made the decision at the depths of the financial crisis. This is the point in 2008 when the market was 40% off the peak. Point to note was that the market fell 20% from here further to reach the bottom. Also the market rose 10% from the day after he sold
  2. [Dec 29, 2008] Maximum tolerable loss thread on boggleheads
  3. [Sep 7, 2008] Plan B - achieve your required minimum wealth in loss. This thread is important because the recession comes after a prolonged bull market. Hence, investors often feel that they are close to their retirement goals, life goals, etc. The should tie their portfolio and asset allocation to those goals. If an investors current asset allocation, guarantees them to not need to work full time, they may consider taking some chips off the table by the time the market still allows them to. Otherwise, the bear market may wipe out that dream leading to regret and despair. 
  4. [Sep 16, 2007] Mortgage your retirement - long 3x ETFs threads that surface at the peak of the bull market
  5. [Mar 3, 2009] REIT disappearance thread on boggleheads
  6. [28 Jan, 2009] Real estate expert stay away from malls



Thursday, March 5, 2020

Coronavirus - The Black Swan of 2020

What is a black swan ?

Here is the investopedia definition : A black swan is an unpredictable event that is beyond what is normally expected of a situation and has potentially severe consequences. Black swan events are characterized by their extreme rarity, their severe impact, and the practice of explaining widespread failure to predict them as simple folly in hindsight.

The concept was highly popularized by Nassim Taleb's book

On March 1st, I published a blog post predicting the massive outbreak in california and particularly the west coast. Washington has evolved as the epicenter of USA. That article looks very prescient now.

I stated in the article
The disease has a R0 of ~2.5, that means that 10 affected people will spread it to 25 people. R0 is a measure of how infectious a disease is and is heavily used for planning strategies to mitigate the spread(R0 calculation is an ongoing task here and it lies between 2 and 3.5). This is what makes it an exponential rate of increase
Paul Graham, VC investor and the co-founder of startup accelerator firm Y-combinator also tweeted yesterday
This is similar to catch a lightening in a bottle and indeed very hard to explain outside the startup world. Very few people understand the power of compounding.

This is what also explains why the government response has been bungled, our testing kits have lacked in numbers. In-spite of a headstart from china and other countries, our preparation and response has been tepid. This is what makes it a black swan.
Black swan events are characterized by their extreme rarity, their severe impact, and the practice of explaining widespread failure to predict them as simple folly in hindsight.
Before talking further, customary disclaimer and warning. I want to emphasize I dont know how good/bad it will get from here and how sharp/shallow the coming downturn will look like. This is not investment advice. Use your own judgement. The world is uncertain and I am just talking about some possibilities. I might be wrong.

Now that we have a blackswan event, how is the investment community(Venture Capital and Hedge Funds) reacting

Venture Capital

  1. Sequoia capital, the legendary silicon valley VC firm published the blog post - coronavirus the black swan of 2020. This is eerily reminiscent of 2008 presentation that sequoia capital did before the depths of the housing and financial crisis, RIP Good times. Does that ring a bell ? Yes, this time it is different. 
  2. Some of the key points from Sequoia's black swan presentation
      • It will take considerable time — perhaps several quarters — before we can be confident that the virus has been contained. It will take even longer for the global economy to recover its footing. Some of you may experience softening demand; some of you may face supply challenges.
      • It will take considerable time — perhaps several quarters — before we can be confident that the virus has been contained. It will take even longer for the global economy to recover its footing. Some of you may experience softening demand; some of you may face supply challenges.
Hedge Funds

Like with any downturn, some firms will be more impacted than others. The legendary hedge fund investor, Ray Dalio published the blog post : My thoughts on coronavirus. Ray Dalio has a net worth of ~$18.7 billion and is the founder and chairman of Bridgewater Associates with approximately $160 billion AUM. Here are his thoughts on the market impact section - 

The world is now leveraged long with a lot of cash still on the sidelines—i.e., most investors are long equities and other risky assets and the amount of leveraging that has taken place to support these positions has been large because low interest rates relative to expected returns on equities and the need to leverage up low returns to make them larger have led to this. The actions taken to curtail business activities will certainly cut revenues until the virus and business activity reverse which will lead to a rebound in revenue. That should (but won’t certainly) lead to V- or U-shaped financials for most companies.  However, during the drop, the market impact on leveraged companies in the most severely affected economies will probably be significant. We will show you what that looks like shortly. My guess is that the markets will probably not distinguish well between those which can and cannot withstand well the temporary shock and will focus more on their temporary hit to revenues than they should and underweight the credit impact—e.g., a company with plenty of cash and a big temporary economic hit will probably be exaggeratedly hit relative to one that is less economically hit but has a lot of short-term debt. 
Additionally, it seems to me that this is one of those once in 100 years catastrophic events that annihilates those who provide insurance against it and those who don’t take insurance to protect themselves against it because they treat it as the exposed bet that they can take because it virtually never happens.  These folks come in all sorts of forms, such as insurance companies who insured against the consequences that we are about to experience, those who sold deep-out-of-the-money options planning to earn the premiums and cover their exposures through dynamic hedging if and when the prices get near in the money, etc. The markets are being, and will continue to be, affected by these sorts of market players getting squeezed and forced to make market moves because of cash-flow issues rather than because of thoughtful fundamental analysis.  We are seeing this in very unusual and fundamentally unwarranted market action. Also, what’s interesting is how attractive some companies with good cash yields have become, especially as many market players have been shaken out. 

Ray Dalio doesnt say that this is a black swan but uses the words
it seems to me that this is one of those once in 100 years catastrophic events

Bill Gates 

Bill Gates is the founder of Microsoft and the second richest person in the world at the time of this writing. Rather than debate whether to allow WFH policies or not, he is spending his time helping the world become a better place. I highly recommend watching his TED talk from 4 years back where he states how the world is ill-prepared to fight the next outbreak.


If it is not clear why all the above is a problem, it is going to create huge pressure on the healthcare system, the health of the population, lost productivity, supply side pressure due to factory shutdowns, lost demand because of cancelled travel, vacations, business trips etc.

Conclusion

The goal of this blog is not to give investment/life advice, but to educate the community in terms of what is going on. Hope you are able to learn from some of the stalwarts of the VC and hedge fund industry and take the best of decisions in terms of health and investments for yourself and your family. 

Books I am reading