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

  • Remembering 9/11 – 20 Years Later

    On September 11, 2001, 19 extremist Al Qaeda militants hijacked four airliners and carried out suicide attacks against targets in the United States. Nearly 3000 people were killed during the attacks.

    Do you remember where you were when it happened?

    For most Americans, it’s easy. That moment – and its ripples – are imprinted on our minds. For my son, Zach, it was in his 3rd-grade class. They wheeled in a TV on a cart for the students to watch. One of his classmate’s uncles was killed in the attack.

    A colleague of mine was supposed to be in the tower that day but rescheduled a meeting for the following day – narrowly missing it.

    And now 20 years have passed. So much has changed. So much has stayed the same. We’ve analyzed the events of that morning a thousand ways from different vantage points … and it’s still impossible to fully grasp the weight of the event.

    It’s crazy to imagine that there are now full-fledged adults who have no memory of it.

    And with that, Visual Capitalist put together a great chronology of the event.

    As we honor those that gave their lives – or had them taken from them – it’s a powerful reminder.

    Click the image to enlarge.

    911-terrorist-attack-timeline-preview-1

    via visualcapitalist

    The Pentagon has been repaired and we have a new World Trade Center in Lower Manhattan – but the wounds of that day still remain.

    Even more so for the actual first responders. With that, I’ll leave you with a powerful video from Jon Stewart, fighting for those first responders.

     

     

  • Learning from What Pro Sports Teams Do Right

    I am writing this while flying back from watching a Cincinnati Reds game in their Owner’s Box.

    It was a great experience – and reminded me of how much you can learn from watching what professional sports teams do.  

    Frankly, the whole business of professional sports fascinates me.  

    They have to do so many things right … just to compete. This includes how they build and manage their team, cultivate their brand, support their communities and causes … as well as how well they handle the practical realities of the logistical, operational, and financial challenges they deal with constantly.  

    It is more than a business.  For the most successful, it is a mission or stewardship.

    Personally, I pay attention to football more than other sports.

    In 2017, I lightheartedly questioned the future of the NFL as a result of bad press around concussions, crimes, and more.  I questioned it as a fan that's been a season ticket holder for as long as I can remember.  My Dad and I had season tickets to the Eagles when I was young, and to the Patriots when I was a teenager. Recently, I’ve been a Cowboys season ticket holder for over 30 years. I questioned it knowing that the NFL wasn't really at risk. To support that assessment of the NFL’s stability, consider that (despite quarantine) the league-wise Season Ticket renewal rate is at 92%… equaling a 5-yr high. 

    Part of the stability stems from doing so many things right (or at least well).  Which takes us back to the point that you can learn a lot from how sports teams thrive. 

    There's a lot to learn not only from the NFL's longevity, but from what it's like to be a part of a team, from the coaching, and the management side of things. 

    Some of these lessons stem back to youth football … which I’m reminded of each time I get to  watch a Dallas Cowboys practice at The Star.

    Think about it, even in middle school, the coaches have a game plan. There are team practices and individual drills. They have a depth chart, which lists the first, second, and third choice to fill certain roles. In short, they focus on the fundamentals in a way that most businesses don't.

    The picture, below, is of my brother's high school team way back in 1989.

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    Is it possible that most businesses are less prepared to win than an 8th-grade football team? At first, that may sound like hyperbole, but if you think about it … it's likely true. 

    Losing to an 8th-Grade Team

     

    Even middle school and high school teams have a playbook for offense, defense, and special teams.  They scout opponents and create game plans.  They think about how to improve and coach the team … and each player.  They strategize and drill to perform well each game.  Meanwhile, they also work to string together wins to achieve a higher goal. 

    Contrast that with many businesses.

    Entrepreneurs often get myopic … they get focused on today (or survival), and they often lose sight of the bigger picture and how all the pieces fit together. 

    The amount of thought that goes into football – which is ultimately a game – is a valuable lesson for business. 

    If an 8th-grade football team is equivalent to a normal business, what would happen to a business that operated similar to an NFL team?

    Practice Makes Perfect

    How you do one thing is how you do everything. So, they try to do everything right. 

    Each time I've watched a Cowboys practice session, I've come away impressed by the amount of preparation, effort, and skill displayed.

    During practice, there's a scheduled agenda. The practice is broken into chunks, and each chunk has a designed purpose and a desired intensity. There's a rhythm, even to the breaks.

    Every minute is scripted. There's a long-term plan to handle the season … but, there was also a focus on the short-term details and their current opponent.

    They alternate between individual and group drills. Moreover, the drills run fast … but for shorter time periods than you'd guess. It is bang-bang-bang – never longer than a millennial's attention span. And they move from drill to drill – working not just on plays, but the skillsets as well (where are you looking, which foot do you plant, how do you best use your hands, etc.).

    They use advanced technology (including advanced player monitoring, biometric tracking, and medical recovery devices … but also things like robotic tackling dummies and virtual reality headsets). 

    They don't just film games, they film the practices … and each individual drill. Coaches and players get a cut of the film on their tablets as soon as they leave. It is a process of constant feedback, constant improvement, or constant renewal. Everything has the potential to be a lesson. 

    Beyond The Snap

    The focus is not just internal, on the team. They focus on the competition as well. Before a game, the coaches prepare a game plan and have the team watch tape of their opponent in order to understand the tendencies and mentally prepare for what's going to happen.

    During the game, changes in personnel groups and schemes keep competitors on their toes and allow the team to identify coverages and predict plays. If the offense realizes a play has been predicted, they call an audible based on what they see in front of them. Coaches from different hierarchies work in tandem to respond faster to new problems. 

    After the game, the film is reviewed in detail. Each person gets a grade on each play, and the coaches make notes for each person about what they did well and what they could do better.

    Think about it … everyone knows what game they are playing … and for the most part, everybody understands the rules, and how to keep score (and even where they are in the standings). Even the coaches get feedback based on performance, and they look to others for guidance. 

    Imagine how easy that would be to do in business. Imagine how much better things could be if you did those things.

    Challenge accepted!

  • That’s B.S. … I mean Bishop Sycamore

    Last week, ESPN televised a blow-out of Ohio's Bishop Sycamore high school football program by Florida's IMG Academy. The score was 58-0.  But that has little to do with this story.

    Why do you care, and why am I writing about this? Because the story is crazy – and Bishop Sycamore is now under investigation for fraud.

    The supposed school in Colombus, Ohio, is not recognized by the state's athletic association … and the department of education doesn't list a school with that name. Despite that, they somehow scammed ESPN into scheduling the game.  

    Here are some of the troubling data-points. 

    • The head coach of the team, Roy Johnson, has an active warrant out for his arrest
    • They falsely claimed they had multiple Division 1 college prospects
    • Several of the players are junior college dropouts in their 20s and 30s
    • The school's address is a residence
    • ESPN couldn't verify any of the players in their scouting databases. 

    The director of Bishop Sycamore claims the school is not a scam, and his son is in the program.  On the other hand, the “school” currently doesn't even have a working website. 

    It's impressive that in this era of information access, a school could defraud the nation, not once, but twice

    I even heard that Cam Newton got picked up by Bishop Sycamore after getting dropped from the Patriots

     

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    Not really … but this is an interesting story – and reflects how easy it is for “fake” things and get real coverage.

  • Confirmation Bias 101

    Echo chambers and confirmation bias aren't new.

    Recently, however, it seems that we are increasingly presented with issues divided into polar opposite points of view, with little to no tolerance for disagreement. 

    Nonetheless, not all topics need to be debated or negotiated. 

    Sometimes, a fact is a fact.

    Hopefully, this video won't step on any toes – but if you're a "flat earther," I wouldn't watch. 

    Here's a clip from Behind The Curve (a documentary on the flat earth society) that I think perfectly shows confirmation bias. 

     

    via Behind The Curve

    Start with the evidence and then form a conclusion. Doing that in reverse doesn't tend to work out as well.

    As a polite reminder, if a conspiracy relies on millions of people (as well as different countries and organizations) to all commit to the disinformation campaign … it's not likely true.

    As Occam's razor states, the simplest explanation is often the correct one. 

  • Thoughts on the ‘Hindenburg Omen’ and Market Instability.

    There are many interesting 'indicators' of market movements out there … from the Big Mac Index to the Super Bowl Indicator, and (of course) more common ones like rolling moving averages

    One of the more supposedly nefarious indicators is the Hindenburg Omen, and the pattern has shown up twice recently.

     

    Hindenburg_disaster

    What is it? 

    It is a fairly obscure technical analysis pattern, which supposedly gives an early warning of unstable market conditions (and even potentially stock market crashes).

    While the calculation is based on five factors, the primary conditions indicate a big disagreement about market conditions.

    For example, two of the conditions are that a substantial number of stocks have to be at yearly highs, while a substantial number of stocks have to be at new annual lows.  Ultimately, it is hard for those two conditions to be met in a short period of time unless there's uncertainty in the market.  Moreover, after a rally, uncertainty is often a precursor to a decline.

    In addition, technically (for the pattern to be complete), a second sighting of the five elements must occur within 36 days. Logically, lingering uncertainty is a momentum killer. 

    Should I Be Worried?

    This week, Cumberland Advisors' shared the following from Art Cashin, Director of Floor Operations for UBS Financial Services at the New York Stock Exchange. 

    Art had this to say: 

    “I had told Carl Quintanilla on CNBC’s Squawk on the Street in an interview about 10:20 that I thought the chatroom bears were turning a bit more aggressive. Several were trying to point out that we had had two Hindenburg Omens in a row. In case you had forgotten, a Hindenburg Omen is rather arcane indicator that takes as a measurement the ratio or relationship between the new 52-week highs and the new 52-week lows. It is quite unusual to have two days back-to-back with new Hindenburg Omens.

    Now, you have to be a little bit careful about the Hindenburg Omen because, over the last 35 or 40 years, we haven’t had a market ‘crash’ without the presence of the Hindenburg Omen, and that is what chatroom bears were pushing. You have to remember the other part of that, which is while there has always been a Hindenburg Omen before a crash, there has not been a crash after every Hindenburg Omen. To use a rather poor analogy, it is almost like saying, we have never had a flood without rain. But, then again, every time it rains, it doesn’t mean it is going to flood.

    So, it was, nevertheless, an effective tool among the chatroom types just to make people nervous. I am not sure how many have bought into the Hindenburg aspect, but it was one of those ‘Wait a minute – should I be aggressive on the buy-side or should I wait and hold back here?’ I think it had some of that effect.” – Art Cashin

     

    From my perspective, while this pattern may have correctly predicted every big stock market swoon of the past two decades (including the October 2008 decline), not every Hindenburg Omen has been followed by a crash. Resorting to a geometry analogy: All rectangles are squares, but not all squares are rectangles.

    Times are strange – and there's reason to be wary of the markets, but indicators like this are a reason to be cautious, not a basis for trading decisions. 

  • GPT-3: Boom or Bust?

    GPT-3 was released by OpenAI in 2020 – and was considered by many a huge jump in natural language processing. 

    GPT stands for Generative Pre-trained Transformer. It uses deep learning to generate text responses based on an input text. Even more simply, it's a bot that creates a quality of text so high that it can be difficult to tell whether it's written by a human or an AI.

    GPT-3 is 100x bigger than any previous language AI model and comes pre-trained on 45TB of training text (499 billion words). It cost at least 4.6 million US dollars (some estimated as high as $12 million) to train on GPUs. The resulting model has 175 billion parameters. On top of that, it can be tuned to your specific use after the fact. 

    1_C-KNWQC_wXh-Q2wc6VPK1gvia Towards Data Science

    Here are some interesting GPT-3 based tools: 

    • Frase – AI-Curated SEO Content 
    • Emerson – AI Chatbot
    • Viable – Customer Feedback Analytics Platform
    • Sapling– Customer Service

    Practically, GPT-3 was a huge milestone. It represents a huge jump in NLP's capabilities and a massive increase in scale. That being said, there was a frenzy in the community that may not match the results. To the general public, it felt like a discontinuity; like a big jump toward general intelligence.  

    To me, and to others I know in the space, GPT-3 represents a preview of what's to come. It's a reminder that Artificial General Intelligence (AGI) is coming and that we need to be thinking about the rules of engagement and ethics of AI before we get there. 

    Especially with Musk unveiling his intention to build 'friendly' robots this week. 

    On the scale of AI's potential, GPT-3 was a relatively small step. It's profoundly intelligent in many ways – but it's also inconsistent and not cognitively concrete enough.

    Take it from me, the fact that an algorithm can do something amazing isn't surprising to me anymore … but neither is the fact that an amazing algorithm can do stupid things more often than you'd suspect.  It is all part of the promise and the peril of exponential technologies.

    It's hard to measure the intelligence of tools like this because metrics like IQ don't work.  Really it comes down to utility.  Does it help you do things more efficiently, more effectively, or with more certainty? 

    For the most part, these tools are early. They show great promise, and they do a small subset set of things surprisingly well. If I think about them simply as a tool, a backstop, or a catalyst to get me moving when I'm stuck … the current set of tools is exciting.  On the other hand, if you compare current tools to your fantasy of artificial general intelligence, there are a lot of things to be improved upon. 

    Clearly, we are making progress. Soon, GPT-4 will take us further. In the meantime, enjoy the progress and imagine what you will do with the capabilities, prototypes, products, and platforms you predict will exist for you soon.

    Onwards. 

  • Camp Kotok 2021

    Each year I look forward to Camp Kotok, or as I like to call it Economists in Nature. It's basically 5 days of canoeing, fishing, and dining with economists, wealth managers, traders, investors and more. 

    One of few chances for people from these backgrounds to come together and talk about the world, big trends, investing, economics, politics, and more … in an open and safe forum. The event goes by the Chatham House Rule – which basically means you can share the information you receive, but not who said it. 

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    This year we talked about everything from China, digital currencies, the pandemic, and the state of markets. 

    Interestingly, for all the takeaways I could focus on, the main takeaway was uncertainty. 

    For all the intelligent and "in-the-know" people in the room, very few people had clear opinions of what was going to happen. There were too many variables at play, and while they posited a lot of potential paths, it feels like the general census was we're at a crossroads with many potential futures in front of us. 

    Despite the general uncertainty in the room, it wasn't fear-laden. The general mood was optimistic, and for the most part, everyone sees paths toward economic success post-COVID.

    With that said, when and what "post-COVID" means is another issue.

    One of the other key discussions that came up often was the new generation of workers and their changing relationship with work. It's plain to see the rate of quitting is higher, that wages are rising, and it's getting hard to fill minimum wage jobs. It's hard to get employees back in an office space, and many are willing to take pay cuts or switch to other companies to stay at home. 

    The long-term impact on our economy (and our culture) is yet to be seen.

    We live in interesting times. 

    As a bonus, here's an interview I shot at Camp Kotok in 2018 with Bob Eisenbeis,  Cumberland Advisors' Vice Chairman & Chief Monetary Economist.  Check it out.  

     

    Cumberland Advisors via YouTube