Thoughts about the markets, automated trading algorithms, artificial intelligence, and lots of other stuff

  • A Quick Look At American Debt

    Markets are not the economy, but it's still important to understand and follow economics.

    One of the unfortunate "trends" of 2020 was the increase in debt at various levels. Now, debt can be a good thing … it greases the international wheels and can be an important part of long-term financial plans for countries (in the same way you or I might use it.)

    But too much of a good thing is a bad thing, and doing that math gets pretty complicated on the national level. 

    To help put it in perspective, I want to look at the U.S. debt on different scales. 

    First, you can look at this US Debt Clock for a staggering interactive visualization of the inflows and outflows in America. Click the image to watch it update in real-time.  I encourage you to look at some of the components tracked.  It made me think about our future differently.

     

    Screen Shot 2021-04-09 at 5.09.58 PMvia US Debt Clock (4/9/21)

    The U.S. has a GDP of about $22 Trillion and our national debt is currently over $28 Trillion, but our net worth is still approximately $120 trillion

    For more perspective: 

    What about on the state level?

    As a result of snowballing debt, President Biden's $1.9T economic stimulus package promised $350B in direct aid to states

    The-us-debt-map-2020-fa0fForbes via HowMuch

    To help understand the image, Texas is actually a great case study. Texas's bubble is big because it has one of the highest total debt levels, but is green because its debt ratio is pretty good at 62.5%. 

    California has the highest total debt, but is very light pink, stating that its debt ratio isn't bad.  Some states' liabilities outweigh their assets by a factor of 4x or 5x which is scary. 

    This is a helpful illustration of the delicate balance of taking on debt. It's okay to take on large amounts of debt if you have a reasonable belief that revenue outstrips interest. To contrast that, some of these states have unsustainable debt levels – and only survive because they're a part of a bigger whole – the U.S. – and have an extra safety net. 

    What about Consumer Debt?

    Most of America's debt is Federal – but consumer debt accounts for a non-trivial portion as well.  Here's a chart that shows the change in U.S. Household debt since 2003. 

    Change-in-household-debt-and-credit-outstanding-3b35

    Federal Reserve Bank of NY via HowMuch

    Student, Auto, and Home Owner loans have all increased substantially – with the cost of student loans raising over 500%. Almost every category of consumer debt has increased. 

    While our country has gotten richer, and the standard of living has increased, we also have more people living in large amounts of debt. 

    Things To Consider

    These charts are startling. Debt is a powerful tool … but comes with risk as well. The question is, are we as a country and individuals managing the risk appropriately?

    It's hard to look at these charts and say that there isn't an issue. The hope is that the government stimulus packages will make a difference – but Band-Aids won't fix the root of the problem and can even lull people into a false sense of security. 

    What do you think the solution is?

     
  • The Rise of Augmented Reality

    Last week, Microsoft won a contract to provide the U.S. army augmented reality ("AR") headsets. It's worth up to $21.9 billion over 10 years, and they'll be providing over 120,000 AR headsets. Porn has been the leader in VR/AR innovation, but it's unsurprising that war is also being used to drive innovation. Human nature is human nature. 

    Virtual reality (VR) and augmented reality have been around for a long time, but there's been a massive boom in innovation and interest over the last 3-5 years. Not only are the technologies becoming more affordable, but the animation is becoming more realistic, headsets are becoming more portable and longer-lasting, and our physical and virtual realities are beginning to blend. 

    We're moving towards a world where technology envelops every aspect of our lives … figuratively and literally. It's funny because I felt the same way in the late 90s as cell phones and the internet proliferated. It feels quaint in comparison to the ubiquity of technology today. Even our toasters are smart now. 

    The following (still fictional) video is thought-provoking. What happens when these new technologies are used to influence behavior, decision-making, and even your identity?  

     

    Keiichi Matsuda via  Vimeo

    Like many things, these technologies make possible awesome new capabilities (if used well) and horrific consequences (if abused or used in authoritarian ways). 

    Your doctor or nutritionist could help you make better choices for yourself. Your therapist or coach could help you perceive and respond differently to the challenges life presents you. Marketers could better influence your purchases. Employers could better monitor and measure your performance and productivity. And governments will not be far behind … doing what they do. It all toes the line between beneficial and creepy. 

    Because of where we are in the adoption curve, it is becoming more common to discuss bioethics and AI ethics.  Likewise, as we accelerate into an age of exponential technologies and mindsets, be prepared for increasing scrutiny of the promise versus the peril of various new technologies and capabilities.

    We live in interesting times, and only getting more interesting as it goes!

     
     
  • Mindfulness & Exponential Technologies

    Have you noticed that it's easier for most people to identify and solve someone else's problem than it is to do the same for themselves?

    Humans are emotional creatures.  As a result, our decision-making often suffers from fear, greed, and discretionary mistakes. 

    As an entrepreneur, I strive to be objective about the decisions I make. Towards that goal, using key performance indicators, getting different perspectives from trusted advisors, and relying on tried-and-true decision frameworks all help. 

    Combining all three creates a form of "mindfulness" that comes from dispassionately observing from a perspective of all perspectives.

    That almost indifferent and objective approach is also where exponential technologies like AI excel.  They amplify intelligence by helping make better decisions, take smarter actions, and continually improve performance. 

    I shot a video about mindfulness and the future of A.I.

     

    Artificial intelligence is cool. The truth, however, is that AI is still relatively limited. Individual techniques (or algorithms) are good at "something".  The challenge is that they only focus on what they need to come up with their answer, without considering a different perspective. While it is good at what it is good at, it isn't necessarily good at empathetically understanding that a different technique, which comes up with a different answer, might be "right" as well.

    The future of AI likely will be based on swarm intelligence, where many specialist components communicate, coordinate, and collaborate to view a situation more objectively, better evaluate the possibilities, and determine the best outcome in a dynamic and adaptable way that adds a layer of objectivity and nuance to decision making.

    One of the lessons I teach to our younger employees is that an answer is not THE answer. It's intellectually lazy to think you're done simply because you come up with a solution. There are often many different ways to solve a problem, and the goal is to figure out the one that comes up with the best results.

    Even if you find THE answer, it is likely only THE answer temporarily.  So, it is really just a step in the right direction that buys you time to learn, improve and re-evaluate.

    Hope that helps. 

     
  • Tracking Shipments with Import Yeti

    While I'm not really in a supply chain business, they are interesting to me because they do with physical things, many of the same things I do with virtual things.

    Supply chains use complex systems to achieve "simple" goals.  Figuring out how to streamline processes is both an art and science. 

    Global supply chains remind me of the complicated machinery and gearing that goes into a finely made analog watch … the watchmakers know that even if you don't know how the watch was made or what a mechanism does, it's still interesting to watch it tick and admire the engineering. 

    Recently I found a website – ImportYeti – that tracks over 60 million companies' sea shipment records.   Here is an example showing Tesla.

    Screen Shot 2021-03-07 at 12.19.34 AMvia Import Yeti

    It uses bills of lading and other public information to tell you information about the frequency of shipments, the suppliers, and what they delivered.

    There is a ton of interesting information here.  Hope you find some creative ways to use it. 

    If you are interested in this, I also suggest looking at Eli Goldratt's The Goal, which describes the "Theory of Constraints," which deals with how bottlenecks limit performance. 

     
  • What Are NFTs?

    This month an NFT by an artist named Beeple sold at Christie's for over $60 million. That sentence raises more questions than it answers. 

    To make it even stranger, here's an example of Beeple's art. 

    60537d03fe6a340019acf58bvia Beeple

    Yes, that is Tom Hanks wearing a Bubba Gump shirt punching Covid-19. 

    So, what is an NFT, and why are they becoming so popular?

    NFTs stand for non-fungible tokens, which are unique digital assets on the blockchain. They've been around since 2014, but only recently blew up in popularity.  They're essentially collectibles … but digital.

    An NFT might be an image, a gif, a video, etc. But, because they're given a unique code on the blockchain, the ownership and validity of that item can be tracked. 

    Surprisingly, owning that NFT does not give you copyright of that digital asset. In fact, some images have been made into multiple tokens, and some tokens include multiple pieces of art which have been sold individually. The digital files themselves are still infinitely reproducible … but that code on the blockchain is not.

    In a sense, that means that NFTs are the digital equivalent of an autographed item. 

    In the past, when I've talked about Blockchain, digital art wasn't something I actively considered. Blockchain made sense to me as a way of proving provenance and helping establish the authorship and authenticity of an object – but I assumed it would be high-end physical art. 

    At the end of the day, if someone will pay for it, then you can sell it. That's part of the beauty of Capitalism. Most collectibles don't make sense from a macroeconomic value sense. They're worth something because of their value to their collectors. 

    Think about Beanie Babies, or Pokemon Cards, or even more mainstream collectibles like Sports Memorabilia or Whiskey. 

    While I won't say that "I get" the appeal of NFTs … I get it. As the world becomes increasingly digital, "real" and "tangible" have new meanings.

    Is something not "real" just because it's digital? 

    It reminds me of a painting by René Magritte called "The Treachery of Images."  The painting shows an image of a tobacco pipe. Below it, Magritte painted, "Ceci n'est pas une pipe," which is French for "This is not a pipe."

     

    The famous pipe. How people reproached me for it! And yet, could you stuff my pipe? No, it's just a representation, is it not? So if I had written on my picture "This is a pipe", I'd have been lying! — René Magritte

     

    If you're still a little lost, SNL had a funny skit last night with an NFT rap song. Enjoy. 

     

    via SNL

     
     
     
     
  • Let My People Go … Outside

    Last night was the first night of Passover, a family-centric holiday that recounts the biblical story of the Exodus of the ancient Israelites from Egypt into the Promised Land. For me, it's a reminder to appreciate what we have – and how we stand on the shoulders of those who came before us. 

    E33b6f37-46f6-4c74-b3d4-4d4681507b55

    One of the memorable phrases from Exodus is when Moses says "Let my people go!"  For generations, people assumed he was talking to the Pharoh about his people's freedom. For modern Jews, after a week of eating clogging matzohmatzoh balls, and even fried matzoh … for many Jews "Let my people go" takes on a different meaning.

    A friend asked me what part of the matzoh do the balls come from?  I don't know … but I hope the matzoh ball fairy brought you some good ones. 

    Apparently (according to my youngest son), Sea Shanties are en vogue with today's youth. So, here's a pirate Passover song. 

     

    via Six13

    For Jews, a notable part of the ritual dinner is naming each of the 10 plagues that rained over Egypt and saying "never again".

    Perhaps, this year, COVID-19 gets added to the list? 

    Just like the Jews making it through slavery, the plagues, and 40 years wandering through the wilderness and desert before entering the Promised Land … We are approaching the post-COVID promised land after a year of being stuck inside. 

    With the coming of spring, the re-opening of the world, and the reminders from the stories of Exodus and Easter - it's a great time to do a mental and physical "spring cleaning". Mine your experiences for the things you want to keep doing (or continue not doing) as things go back to "normal".  

    Hope you had a great weekend. 

    Onwards!

     
  • Spotting a Bubble

    I spend a lot of time doing research … not the way data scientists do, but I enjoy keeping an eye on the pulse of things. 

    Recently, I've noticed increasing talk about bubbles. One of the most obvious potential "bubbles" being the relatively stable bullish performance of the markets, despite the lack of a full economic recovery. 

    Interestingly, Ray Dalio's bubble indicator says that stocks aren't at dangerous levels, though it does say the top 5% of the top 1,000 US companies are in an extreme bubble. Many of those companies are emerging technology companies. 

    1614002629495via Ray Dalio

    So, without making a prediction, caution is probably fair, but recognize that people aren't blaring sirens and running with their arms flailing in the air. 

    Instead of focusing as much on today's bubbles, I thought I'd share a great summary on "how to spot a bubble" by Barry Ritholz

    He suggests 10 elements: 

    1. Standard Deviations of Valuation: Look at traditional metrics –  valuations, P/E, price to sales, etc. — to rise two or even three standard deviations away from the historical mean.

    2. Significantly elevated returns:  The S&P500 returns in the 1990s were far beyond what one could reasonably expect on a sustainable basis. The years around Greenspan’s “Irrational Exuberance” speech suggest that a bubble was forming:

    1995    37.58
    1996    22.96
    1997    33.36
    1998    28.58
    1999    21.04

    And the Nasdaq numbers were even better.

    3. Excess leverage: Every great financial bubble has at its root easy money and rampant speculation. Find the leverage, and speculation won’t be too far behind.

    4. New financial products: This is not a sufficient condition for bubble, but it does seems that each major bubble has new products somewhere in the mix. It may be Index funds, derivatives, tulips, 2/28 Arms.

    5. Expansion of Credit:  This is beyond mere speculative leverage. With lots of money floating around, we eventually get around to funding the public to help inflate the bubble. From Credit cards to HELOCs, the 20th century was when the public was invited to leverage up.

    6. Trading Volumes Spike: We saw it in equities, we saw it in derivatives, and we’ve seen it in houses: The transaction volumes in every major boom and bust, almost by definition, rises dramatically.

    7. Perverse Incentives: Where you have unaligned incentives between corporate employees and shareholders, you get perverse results — like 300 mortgage companies blowing themselves up.

    8. Tortured rationalizations: Look for absurd explanations for the new paradigm: Price to Clicks ratio, aggregating eyeballs, Dow 36,000.

    9. Unintended Consequences: All legislation has unexpected and unwanted side effects. What recent (or not so recent) laws may have created an unexpected and bizarre result?

    10. Employment trends:  A big increase in a given field — real estate brokers, day traders, etc. — may be a clue as to a developing bubble.

    11. Credit Spreads: Look for a very low spread between legitimately AAA bonds and higher yielding junk can be indicative of fixed income risk appetites running too hot.

    12. Credit Standards: Low and falling lending standards are always a forward indicator of credit trouble ahead. This can be part of a bubble psychology.

    13. Default Rates: Very low default rates on corporate and high yield bonds can indicates the ease with which even poorly run companies can refinance. This suggests excess liquidity and creates false sense of security.

    14. Unusually Low Volatility: Low equity volatility readings over an extended period indicates equity investor complacency.

    via Barry Ritholz, June 9th, 2011

    There are many ways to make money trading … and even more ways to lose money trading.  If it were easy, everyone could do it.  There is a mix of art and science combined with hard-to-quantify factors at play.

    But, survivorship bias is big in trading because hindsight is 20/20. It's easy to look at a popped bubble and say "oh, obviously that was a bubble" … but if it was that easy, trading wouldn't be so hard.

    Trends continue until they don't … but at some point, they don't, and that's where people get hurt. 

    My gut tells me it is time to pay closer attention.

    Onwards!