Signal vs Noise

Ptolemy, Galileo, and Financial Markets

Assume nothing, new models and analytical tools, coupled with constant revision, questioning everything, reassessing, and re-analyzing, are essential to success in today’s markets. Often, and we are seeing that in today’s market, relying on bad assumptions, dogma, or prior belief can be disastrous.

This story about medieval astronomy applies directly to investment strategies, market valuations, and portfolio construction today. It’s the same lesson –begin by questioning the very assumptions on which an entire system is built. There is also a very specific application of this model that is particularly current.

One of the most valuable lessons is to assume no knowledge and analyze closely every initial assumption. Nothing is so obvious that it can’t be questioned. Unexamined ideas and assumptions will eventually be useless. Any assumptions and any model used to explain and predict anything (whether it’s the movement of planets or financial markets) needs to go back to first principles and discard any assumptions, preconceived knowledge, or bias.

Signal vs Noise

TECH Policy and Unintended Consequences

Technology is facing a substantial crossroads as policy changes with global resonance, such as China’s new crackdown on the country’s big tech companies (such as Ant Financial and Didi Global), the rising resistance to social media behemoths like Facebook, and the need for governments, whether in the United States, Western Europe, or China, to manage and control technological development. Regardless of any good intentions, this will add friction, inefficiency, and underperformance to the most dynamic global industry. The best intentions usually bring disastrous consequences. China cannot escape the law of unintended consequences. Trying to “manage” innovation and creativity takes away the often unplanned and serendipitous breakthroughs that make many significant advancements possible in the first place. From an economic perspective, capital is not going to invest in an uncertain environment where prosperity is managed and, despite great risk where most ventures will fail, the truly successful ones which make up for the losses and encourage capital to keep investing, will be mitigated. The vanguard of capital flight from China is beginning, and it will not ease if this policy and attitude are not revised. This attempt at “fairness and more equal distribution” will do nothing more than keep capital away and stifle any attempt at creativity, technical innovation, and economic advancement. The intention of this policy will yield the opposite outcome as a consequence. The signal means substance. Substance means innovation, creativity, and competitive dynamics that create the most effective innovations, the best solutions, and the most sustainable companies. Central planning, bureaucratic industrial policy, government-led economic management, and dictatorial focus have always failed, and always will. The US should not fall into this trap, regardless of how appealing it may be.

It is only noise.

Ptolemy

Noise and Unpredictability

Separating signal versus noise is challenging these days because today’s signal is more muddled than ever. One of the more unusual circumstances, which I covered in more detail in the article “Important and Unknowable” is that the immediate past is telling us extraordinarily little about the near future. That is unusual because we can typically

The Thucydides Trap

China, the US, and the Thucydides Trap

The “Thucydides trap” is where a rising nation-state – for Thucydides it was Athens – must eventually have a violent confrontation with the existing dominant nation-state – Sparta in his time. It is a zero-sum game where there can be only one dominant nation-state as the eventual winner – and it is usually assumed to be the rising nation-state outdoing the dominant nation-state.

Today, many “experts” (and I have great disdain for self-proclaimed experts) believe this is the circumstance between the US and China. We are headed toward violent confrontation where there can be only one winner. I read the book by Thucydides about the conflict between Athens and Sparta (I cannot be dispassionate here about that outcome because my family is from Sparta on my father’s side). But I fundamentally disagree with Thucydides’s historical descriptions being used as analysis by anyone to describe global events, especially those between the US and China.

Stock Investment - Inflation, Predictions, Disruptions

Important and Unknowable

Economic predictions have always been highly variable and uncertain, and, for some reason, relied upon as if the future were a magical algorithm. Essentially, economists would make one fundamental mistake. They thought they were practicing a science. Data could be collected, inputted, and a predictive algorithm could be generated. Even Nobel Prize winners like Paul Samuelson believed that with enough data we could come to understand the economy and how it functioned.

This is nonsense. As Daniel Kahneman and Amos Tversky have shown us, human behavior and irrationality, combined with unpredictability and randomness (thank you Naseem Taleb) make this even a questionable social science. Using existing analysis and algorithms to reliably forecast is a fool’s errand, essential for someone’s tenure, and maybe even a Nobel Prize, but doesn’t add much that is useful. Some of the more laughable Nobel Prizes have been given to people who determined that markets were efficient. They are not. Economies can be predicted with useful data input. They cannot. A couple of inputs about inflation and the unemployment rate, and we know how to manage an economy. We can’t. That last one is the Philip’s Curve – true for a limited time and then it goes spectacularly wrong – a lot like most risk and market prediction models.

Digital Assets

Digital Assets, the Environment, and Green Energy

Digital currencies, crypto assets, digitized securities, and distributed ledgers require an enormous amount of power. While the combination of these assets is subject to tremendous hype, the environmental impact has been mostly ignored. However, this is changing because there has been increasing alarm about crypto’s carbon footprint and environmental impact. While there are attempts to use alternative energy, such as solar farms, thermal heat, and wind farms, sustainability for processing digital assets is still evolving. One thing is clear, as advancements are made in clean and renewable energy, digital asset mining will reduce its requirement for carbon-based energy. This is an essential trend if digital asset processing is to be sustained as an important component of global finance. The trend toward digital assets disrupting global finance is irreversible, thus green energy solutions are essential, and a condition precedent in order to participate and profit from this economic opportunity. It is crucial for crypto mining to address the environmental concerns attached to digital asset processing and creation. There is an irreversible shift to decarbonization and lower carbon footprints. The digital asset market is not going to go away, but since energy is such a critical component, energy efficiency and green energy are the essential components to any long-term perspective of a digital asset strategy. The low-cost provider wins. With digital assets, that means the combining lowest carbon footprint with scale and the ability to connect to the electrical grid.

Digital Assets, Distributed Ledgers, and the Future of Capital Markets

Digital Assets, Distributed Ledgers, and the Future of Capital Markets “Distributed ledger technology and digital assets have the potential to dramatically disrupt global equity and debt markets.” (World Economic Forum, May 2021) Distributed ledger technology (DLT), otherwise known as Blockchain technology, will radically simplify financial markets and, more importantly, fundamentally change the market’s infrastructure. Specifically,

Predictability and Panic

Prepare for more frequent and extreme volatility. New and powerful influences, ranging from social media and financial technology to algorithmic trading and esoteric valuation models, will increasingly upset market stability and bring unprecedented rewards and unpredictable disaster.

Predictable market conditions will be upset by sudden unpredictable movements.

Financial markets can be predicted reliably only when the world does not change. Even during periods of stability, judgment based on expectations and assumptions as much as hard facts and economic analysis, form the basis for buying and selling decisions. Market crashes and financial crises are a continuing and breathtaking reminder that markets are irrational and uncertain. Taken to an extreme, the combustible combination disrupts global markets and societies. New analytical tools and technologies appear to make worrying about unforeseen risks obsolete. But this naïve belief in technology’s ability to understand and predict catastrophic risk is a fundamental cause of that very catastrophe.

Stability is illusory because in an uncertain world, unforeseen changes can have seismic effects. The pandemic is only the latest example, but there are always greater risks inherent in markets than is acknowledged, and most investment strategies do not accurately reflect the risk that certain investments are assuming for a given return. Safety can be an illusion if the risks are not well understood, both systemic and undiversified.

As we have seen, oversight, regulation, or any sort of self-imposed moderation will continue to be ineffective or nonexistent, and always trail behind the most dangerous and detrimental market developments. Financial weapons of mass destruction continue to multiply and are now available via smart phone in everyone’s pocket. Expect more and greater turbulence.

Being Digital

“Being Digital,” the groundbreaking book by Nicholas Negroponte described what happens to a global economy when all assets can be digitized. Presciently predicting the impact on music, film, retailing, and commerce in general, Negroponte intuitively understood the disruption and the creative/destruction that would be unleashed when a globalized infrastructure could deliver all products and services, including assets and intellectual property, instantly via a worldwide digital infrastructure and network.

The same “digital” effect is impacting global finance today. Now, all financial assets are “being digitized” and can be delivered instantly on a global infrastructure, fundamentally upsetting the world’s largest industry with unprecedented creativity and destruction.

Crypto assets are the manifestation of that digital form. While there is debate about whether or not an asset can truly be “digital,” the market has spoken. While there will be continued volatility, speculation, creation, and destruction, a digital platform for financial transactions ranging from the simple transfer of funds to complex financial transactions, investment, and lending are here, disrupting a multiple trillion-dollar industry.

Digital Assets: Terror and Opportunity

Cryptocurrencies Hit New Highs. Should we be terrified?

Probably.

Bitcoin, Ether and, the most recent joke, frenzy, and punch line, Dogecoin, have increased 10x to 20x over the last 12 months. A spectacular return, but can it last?

Probably not.

The forces driving the eye-watering returns are the same as those that drove the insanity behind GameStop: the equivalent of a trading floor in every pocket funded with excess cash looking for disruptive investment opportunities and charging forward like an out of control herd – or lemmings – however you want to envision it. Cryptocurrency became the overwhelming target of Reddit day traders and mobs. Social media influencers, led by various forms of PT Barnum imitators like Elon Musk and many less sophisticated contributors, combined with the public listing of Coinbase to create a massive rally.