Infographic: How Market Complexity Could Trigger the Next Crash
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Market Complexity Could Trigger the Next Crash



How Market Complexity Could Trigger the Next Crash

How Market Complexity Could Trigger the Next Crash

Complex systems are all around us.

By one definition, a complex system is any system that features a large number of interacting components (agents, processes, etc.) whose aggregate activity is nonlinear (not derivable from the summations of the activity of individual components) and typically exhibits hierarchical self-organization under selective pressures.

In today’s infographic from Meraglim we use accumulating snow and an impending avalanche as an example of a complex system – but really, such systems can be found everywhere. Weather is another complex system, and ebb and flow of populations is another example.

Markets are Complex Systems

Just like in the avalanche example, where various factors at the top of a mountain (accumulating volumes of snow, weather, temperature, geology, gravity, etc.) make up a complex system that is difficult to predict, markets are similarly complex.

In fact, markets meet all the properties of complex systems, as outlined by scientists:

1. Diverse
System actors have different points of view. (i.e. bullish, bearish, long, short, leveraged, non-leveraged, etc.)

2. Connected
Capital markets are over-connected, and information spreads fast. (i.e. chat rooms, phone calls, emails, Thomson Reuters, Dow Jones, Bloomberg, trading systems, order entry systems, etc.)

3. Interaction
Trillions of dollars of securities are exchanged in transactions every day (i.e. stocks, bonds, currencies, derivatives, etc.)

4. Adaptive Behavior
Actors change their behavior based on the signals they are getting (i.e. making or losing money, etc.)

And like the avalanche example, where a single snowflake can trigger a much bigger event, there are increasing signs that the complexity behind the stock market has also reached a critical state.

Markets in a Critical State

Here are just some examples that show how the market has entered into an increasingly critical state:

Record-Low Volatility
The VIX, an index that aims to measure the volatility of the market, hit all-time lows this summer.

Bull Market Length
Meanwhile, the current bull market (2009-present) is the second-longest bull market in modern history at 3,109 days. The only bull market that was longer went from the 1987 crash to the Dot-com bust.

Valuations at Highs
Stock valuations, based on Robert Schiller’s CAPE ratio (which looks at cyclically-adjusted price-to-earnings), are approaching all-time highs as well. Right now, it sits 83.3% higher than the historical mean of 16.8. It was only higher in 1929 and 2000, right before big crashes occurred.

Market Goes Up
Investor overconfidence leads investors to believe the market only goes up, and never goes down. Indeed, in this bull market, markets have gone up 67 of the months (an average gain of 3.3%), and have gone down only 34 months (average drop of -2.6%).

Here are some additional signs of systemic risk that make complex markets less stable:

  • A densely connected network of bank obligations and liabilities
  • Over $70 trillion in debt added since Financial Crisis
  • Over $1 quadrillion in notional value of derivatives
  • Non-bank shadow finance through hedge funds and securitization make risk impossible to measure
  • Increased leverage of banks in some markets
  • Greater concentration of financial assets in fewer companies

In other words, there are legitimate reasons to be concerned about “snow” accumulation – and any such “snowflake” could trigger the avalanche.

In complex dynamic systems that reach the critical state, the most catastrophic event that can occur is an exponential function of scale. This means that if you double the system, you do not double the risk; you increase it by a factor of five or 10

– Jim Rickards, author of Road to Ruin

The Next Snowflake

What could trigger the next avalanche? It could be anything, including the failure of a major bank, a natural disaster, war, a cyber-financial attack, or any other significant event.

Such “snowflakes” come around every few years:

1987: Black Monday
The Dow fell 508 points (-22.6%) in one day.

1994-95: The Mexican peso crisis
Systemic collapse narrowly avoided when the U.S. government bailed out Mexico using the controversial $20 billion “Exchange Stabilization Fund”.

1997: Asian financial crisis
East Asian currencies fell in value by as much as -38%, and international stocks by as much as -60%.

1998: Long Term Capital Management
Hedge fund LTCM was in extreme distress, and within hours of shutting down every market in the world.

2000: The Dotcom crash
Nasdaq fell -78% in 30 months after early Dotcom companies crashed and burned.

2008: Lehman Brothers bankruptcy
Morgan Stanley, Goldman Sachs, Bank of America, and J.P. Morgan were days away from same fate until government stepped in.

Shelter from the Avalanche

The Fed and mainstream economists use equilibrium theory, regressions, and correlations to quantify the markets. And while they pay lip-service to black swans, they don’t have a good way of forecasting them or predicting them.

Markets are complex – and only complexity theory and predictive analytics can help to shed light on their next move.

Alternatively, investors can seek shelter from the storm by investing in assets that cannot be digitally frozen (bank accounts, brokerage accounts, etc.) or have their value inflated away (cash, fixed-income). Such assets include land, precious metals, fine art, and private equity.

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Mapping The Biggest Companies By Market Cap in 60 Countries

Tech, finance or energy giant? We mapped the biggest companies by market cap and industry.



Mapping The Biggest Companies By Market Cap in 60 Countries Share

The Biggest Companies By Market Cap in 60 Countries

Tech giants are increasingly making up more of the Fortune 500, but the world’s biggest companies by market cap aren’t so cut and dry.

Despite accounting for the largest market caps worldwide—with trillion-dollar companies like Apple and contenders including Tencent and Samsung—tech wealth is largely concentrated in just a handful of countries.

So what are the biggest companies in each country? We mapped the largest company by market cap across 60 countries in August 2021 using market data from CompaniesMarketCap, TradingView, and MarketScreener.

What are the Largest Companies in the World?

The world has 60+ stock exchanges, and each one has a top company. We looked at the largest local company, since many of the world’s largest firms trade on multiple exchanges, and converted market cap to USD.

CountryCompanyIndustryMarket Cap (August 2021)
Saudi ArabiaSaudi AramcoEnergy$1.9T
South KoreaSamsungTechnology$429.7B
FranceLVMHConsumer Cyclical$414.3B
JapanToyotaConsumer Cyclical$251.6B
DenmarkNovo NordiskHealthcare$236.7B
IndiaReliance IndustriesEnergy$198.1B
AustraliaBHP GroupMaterials$191.7B
Hong KongAIAFinancials$146.4B
BelgiumAnheuser-Busch InbevConsumer Staples$122.7B
SpainInditexConsumer Cyclical$108.3B
ArgentinaMercadoLibreConsumer Cyclical$89.5B
SwedenAtlas CopcoIndustrials$84.1B
South AfricaNaspersTechnology$74.1B
MexicoWalmexConsumer Staples$58.1B
IndonesiaBank Cental AsiaFinancials$54.8B
FinlandNordea BankFinancials$48.0B
ThailandPTT PCLEnergy$30.1B
PhilippinesSM InvestmentsConsumer Cyclical$22.9B
KuwaitKuwait Finance HouseFinancials$21.9B
PortugalEDP GroupUtilities$21.0B
VietnamVinhomesReal Estate$17.1B
Czech RepublicÄŒEZ GroupEnergy$15.8B
New ZealandXeroTechnology$15.8B
TurkeyQNB FinansbankFinancials$15.8B
HungaryOTP BankFinancials$15.6B
ChileEnel AmericasUtilities$14.3B
MoroccoMaroc TelecomCommunication$13.6B
PolandPKO Bank PolskiFinancials$12.6B
NigeriaDangote GroupMaterials$10.0B
BahrainAhli United BankFinancials$8.6B
GreeceOTE GroupCommunication$8.4B
EgyptCommercial International BankFinancials$5.9B
OmanBank MuscatFinancials$4.2B
PanamaCopa HoldingsIndustrials$3.1B

Many are former monopolies or massive conglomerates that have grown in the public space, such as South Africa’s Naspers and India’s Reliance Industries.

Others are local subsidiaries of foreign corporations, including Mexico’s Walmex, Chile’s Enel and Turkey’s QNB Finansbank.

But even more noticeable is the economic discrepancy. Apple and Saudi Aramco are worth trillions of dollars, while the smallest companies we tracked—including Panama’s Copa Group and Oman’s Bank Muscat—are worth less than $5 billion.

Finance and Tech Dominate The Biggest Companies By Market Cap

Across the board, the largest companies were able to accumulate wealth and value.

Some are newer to the top thanks to recent success. Canada’s Shopify has become one of the world’s largest e-commerce providers, and the UK’s AstraZeneca developed one of the world’s COVID-19 vaccines.

But the reality is most companies here are old guards that grew on existing resources, or in the case of banks, accumulated wealth.

IndustryBiggest Companies by Country
Consumer Cyclical4
Consumer Staples2
Real Estate1

Banks were the most commonly found at the top of each country’s stock market. Closely behind were oil and gas giants, mining companies, and former state-owned corporations that drove most of a country’s wealth generation.

But as more economies develop and catch up to Western economies (where tech is dominant), newer innovative companies will likely put up a fight for each country’s top company crown.

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Which Companies Belong to the Elite Trillion-Dollar Club?

Only a few companies have broken the 13-digit market cap barrier to join the $1T+ club. Who’s a member, and who’s hot on their heels?



Which Companies Belong to the Elite Trillion-Dollar Club?

Just a handful of publicly-traded companies have managed to achieve $1 trillion or more in market capitalization—only six, to be precise.

We pull data from Companies Market Cap to find out which familiar names are breaking the 13-digit barrier—and who else is waiting in the wings.

Footnote: All data referenced is as of August 17, 2021.

The Major Players in the Game

Apple and Microsoft are the only two companies to have shattered the $2T market cap milestone to date, leaving others in the dust. Apple was also the first among its Big Tech peers to ascend to the $1 trillion landmark back in 2018.

CompanyValuationCountryAge of company
Apple$2.48T🇺🇸 U.S.45 years (Founded 1976)
Microsoft$2.20T🇺🇸 U.S.46 years (Founded 1975)
Saudi Aramco$1.88T🇸🇦 Saudi Arabia88 years (Founded 1933)
Alphabet (Google)$1.83T🇺🇸 U.S.23 years (Founded 1998)
Amazon$1.64T🇺🇸 U.S.27 years (Founded 1994)
Facebook$1.01T🇺🇸 U.S.17 years (Founded 2004)

Facebook dipped in and out of the $1T+ club in July 2021, and continues its capricious movement. With just 17 years under its belt, it’s the youngest company ever to reach this valuation milestone—though not without some wild rides along the way.

State-owned oil and gas giant Saudi Aramco is the only non-American company to make the trillion-dollar club. This makes it a notable outlier, as American companies typically dominate the leaderboard of the biggest corporations around the world.

Who Else Might Join the Trillion-Dollar Club?

Companies with a market capitalization above $500 billion are also few and far between. Within this next list of six companies, the world’s most valuable automaker Tesla is another strong candidate to eventually join the Four Comma Club.

As per usual, analyst views on Tesla are quite varied. That said, some on Wall Street are predicting that Tesla might reach $3 trillion in market cap within the decade, owing to significant current and projected demand for electric vehicles (EVs) and driverless systems.

CompanyValuationCountryAge of company
Tesla$659B🇺🇸 U.S.17 years (Founded 2003)
Berkshire Hathaway$655B🇺🇸 U.S.182 years (Founded 1839)
TSMC$576B🇹🇼 Taiwan34 years (Founded 1987)
Tencent$537B🇨🇳 China23 years (Founded 1998)
Visa$515B🇺🇸 U.S.63 years (Founded 1958)

Visa, one of the pioneers of consumer credit in the United States, continues to innovate even 63 years after its founding. In attempts to expand the reach of its already massive payments ecosystem, Visa is experimenting with acquisitions, and even dipping its toes into cryptocurrency with some success.

Whether the next company to join the trillion-dollar club comes from the U.S., from the tech industry, or out of left field, it’s clear that it has some pretty big shoes to fill.

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