Be Prepared For The Next Black Swan
Be Prepared For The Next Black Swan
By Larry Swedroe
“Measures of uncertainty that are based on the bell curve simply disregard the possibility, and the impact, of sharp jumps… Using them is like focusing on the grass and missing out on the (gigantic) trees. Although unpredictable large deviations are rare, they cannot be dismissed as outliers because, cumulatively, their impact is so dramatic.”
— Nassim Taleb, The Black Swan: The Impact of the Highly Improbable
Over the course of the first two decades of the 21st century, equity markets faced three “black swan” events: the attacks of September 11, 2001, the Global Financial Crisis that began in late 2007 and the COVID-19 pandemic. Each resulted in steep falls in equity prices. The term “black swan” was a common expression in 16th-century London that described impossibility. It derived from the old-world presumption that all swans must be white—because all historical records of swans reported that they had white feathers.
Thus, a black swan was something that was impossible, or nearly impossible, and could not exist. After the discovery of black swans in Western Australia in 1697 by a Dutch expedition led by explorer Willem de Vlamingh on the Swan River, the term metamorphosed to connote that a perceived impossibility may later be found to exist.
With the publication of Nassim Nicholas Taleb’s 2001 book, Fooled by Randomness, “black swan” became part of the investment vernacular — virtually synonymous with the term “fat tail”. In terms of investing, fat tails are distributions in which very low and high values are more frequent than a normal distribution predicts.
In a normal distribution, the tails to the extreme left and extreme right of the mean become smaller, ultimately reaching zero occurrences. However, the historical evidence on stock returns is that they demonstrate occurrences of low and high values that are far greater than theoretically expected by a normal distribution.
Thus, an understanding of the risk of fat tails is an important part of developing an appropriate asset allocation and investment plan. Unfortunately, many investors fail to account for the risk of fat tails. Let’s look at some evidence on their existence.
Javier Estrada, author of the 2007 study Black Swans and Market Timing: How Not To Generate Alpha, examined the returns of 15 stock markets and more than 160,000 daily returns. He sought to determine the likelihood that investors can successfully predict the best days to be in and out of the market. Following is a summary of its findings:
1. Stock Returns Are Not Normally Distributed
Black swans appear with far greater frequency than predicted by normal distributions. For example, for the Dow Jones Industrial Average, 29,190 trading days (107 years) produced a daily mean return of 0.02 percent and a standard deviation of 1.07 percent. Under the assumption of normality, 39 days would produce returns above 3.22 percent, and 39 would produce returns below -3.17 percent.
However, there were six times the number of returns outside that range—253 daily returns below -3.17 percent and 208 above 3.22 percent. Note that the maximum and minimum daily returns were 15.34 percent and -22.61 percent. The returns exhibited a high degree of negative skewness (the left tail of the distribution curve is larger) and excess kurtosis (fat tails)—clear departures from normality.
To continue reading, please go to the original article here:
https://www.evidenceinvestor.com/be-prepared-for-the-next-black-swan/
Rob Cunningham: The Transformation of the Global Monetary System
10-12-2026
XRP: The Transformation of the Global Monetary System
Wall Street Investment Banking.
Correspondent Banking.
Central Banking.
Fractional Reserve Lending. Global Payments.
Ariel: Iraqi Dinar Redenomination Sequence and the Q1 2027 Compression Window
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Short IQD Update: Iraqi Dinar Redenomination Sequence — The Denial Protocol, the Gold Position, and the Q1 2027 Compression Window
The This-Year Scenario & How It’s Actually Possible
Here’s the shortest path, and it’s cleaner than most realize:
Good Afternoon Dinar Recaps,
GERMANY FINANCIAL RESET WATCH: €723 MILLION BANK RESCUE EXPOSES RISKS BEYOND TRADITIONAL BANKING
Germany's largest recent cooperative-bank rescue highlights how real estate losses and investments outside conventional banking can threaten financial institutions, raising wider questions about credit risk and the resilience of Europe's banking system.
Inflation Is "Only" 3.4%. Here's Where Your Money Goes Farther
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The two most recent inflation reports both showed the same thing: prices in the US are 3.4% higher than they were a year ago. And the politicians could hardly contain themselves.
After the first report, the White House's top economic adviser, Kevin Hassett, declared that inflation is "clearly decelerating." After the second, Jason Smith, the chairman of the House Ways and Means Committee, announced that "more relief may be just around the corner."
GP Q: How Financial Systems are Quietly Changing
10-12-2026
PATHWAYS ( “THE RAILS”) TO LIQUIDITY
How Financial Systems Are Quietly Changing — And What Ordinary People Should Actually Know:
Financial systems do not switch over in a single dramatic moment. Most large shifts begin with technical work that happens out of public view: new connections between banks and payment networks, updated identity checks, stronger verification layers, and the gradual linking of older systems with newer digital ones.
TNT:
Tishwash: The money exchange union condemns the setting of the dollar exchange rate at 155,000 dinars and threatens a general strike.
The General Syndicate of Exchange and Mediation in Iraq condemned on Sunday the video circulating and attributed to the Ministry of Interior regarding the buying and selling prices of the dollar in exchange companies, demanding that the ministry issue an official clarification regarding setting the dollar exchange rate in the parallel market at 155,000 dinars per 100 dollars, according to what was stated in the statement.
Emailed to Recaps~Thank you David
Reset Intelligence: Baghdad Is Hiding the Date
By Reset Intelligence | @EXIT_FIAT
Iraq cut the IQD to 1,500 on October 7. Iraqi-press channels now report what comes next: new banknotes, with the zeros off.
The start date is being kept secret, so that illicit cash cannot move first.
The Government Is Moving Towards Adopting The Dinar Exclusively For Domestic Transactions And Tightening Control Over Markets.
Baghdad - One News The Prime Minister’s advisor, Mazhar Muhammad Salih, revealed a government plan to adopt the Iraqi dinar in financial and commercial transactions within the country, with the aim of strengthening confidence in the national currency and regulating transactions in the markets.
Good Morning Dinar Recaps,
GLOBAL BANKING RESET WATCH: RUSSIA’S CASH WITHDRAWALS RAISE QUESTIONS ABOUT BANKING STABILITY
Growing cash withdrawals, rising concerns about bad loans, and pressure on government finances are testing confidence in Russia’s banking system, although a nationwide banking collapse has not been established.
KTFA
Sunday Night Video
FRANK26….10-11-26….FROZEN !!!
This video is in Frank’s and his team’s opinion only
Frank’s team is Walkingstick, Eddie and Omar in Iraq and guests
Playback Number: 605-313-5163 PIN: 156996#
Rob Cunningham: What if the World’s Wealth Could Finally Work for Everyone?
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XRP: WHAT IF THE WORLD’S WEALTH COULD FINALLY WORK FOR EVERYONE?
Imagine a world where humanity’s greatest financial problem isn’t a shortage of wealth, resources or productive capacity – but an outdated system that makes accessing them unnecessarily expensive, complicated and restrictive.
Now imagine a better system.
A Historic Team, New Monetary System, Asset-connected Future, America
And We Know: 10-10-2026
A recent discussion from And We Know Official on YouTube dives deep into the current chaotic financial environment, particularly highlighting the intersection of midterm elections, shifting monetary policies, and the evolving roles of precious metals and digital currency.
As global markets react to shifting political landscapes and central bank decisions, understanding the broader economic picture has never been more vital for long-term planning and asset protection.
"Raising The Dollar Is Not A Solution Without A Price," Maliki asserts, emphasizing that the success of adjusting the exchange rate hinges on the government's ability to contain its repercussions and protect citizens' incomes
Sunday, October 11, 2026 Baghdad - One News - Nouri al-Maliki, head of the State of Law Coalition, warned of the economic and living repercussions of raising the dollar exchange rate, stressing that the success of the exchange rate adjustment measures depends on the government’s ability to contain its negative effects and protect citizens’ incomes and purchasing power, as well as maintain market stability.
Good Afternoon Dinar Recaps,
GLOBAL DEBT RESET WATCH: WORLD BANK WEIGHS CRISIS AID AS DEVELOPING NATIONS FACE A TRIPLE ECONOMIC SHOCK
As the World Bank discusses emergency assistance with dozens of countries, rising energy prices, climate threats and borrowing costs are intensifying pressure on government budgets and the global financial system.
TNT:
Tishwash: Al-Moussawi reveals the date when the 2027 budget will reach Parliament
MP Mukhtar al-Moussawi confirmed on Sunday that the 2027 budget draft will reach the Parliamentary Finance Committee this week for discussion of its articles. He also indicated that there are seven complex issues that the upcoming budget will face.
Al-Moussawi explained to Al-Maalouma that "the 2027 budget draft will arrive this week from the Council of Ministers to the Parliamentary Finance Committee, in preparation for a thorough discussion of its articles."
KTFA
Clare: Al-Zaidi will conduct a Gulf tour that includes Saudi Arabia and Kuwait next Wednesday.
10/10/2026
Iraqi Prime Minister Ali al-Zaidi is expected to conduct a Gulf tour next Wednesday, which will include Saudi Arabia, after which he will head to Kuwait.
An informed government source told Shafaq News Agency that Al-Zaidi will discuss with the Gulf states joint security and economic files, as well as the situation in the region and its impact on security and economic conditions, in addition to common issues at various levels.
MilitiaMan & Crew: Stop What You Are Doing: Militia Man's Latest Update
10-10-2026
The Crew: Samson, PompeyPeter, Petra, Daytrader, Sunkissed, GIGI and Militia Man
No drama. No intrigue. No songs and dances. Just straight, factual news that I read and interpret to the best of my ability after being an avid Dinar investor and insanely obsessed Dinarian for over 15 years.
Follow MM on X == https://x.com/Slashn
Iraq Amends the Official Exchange Rate: Legal and Economic Implications of Cabinet Decision No. 544 of 2026
Al-Nesoor Law Firm examines Iraq’s new exchange rate and its impact on contracts, imports, businesses, government revenues, and consumers.
Al-Nesoor Law Firm October 07, 2026 On 6 October 2026, the Iraqi Council of Ministers issued Decision No. 544 of 2026, amending the official exchange rate of the Iraqi dinar against the U.S. dollar. The new rates took effect on 7 October 2026, leaving only a very short period between the decision and its implementation.
Under the new framework, the exchange rates are:
Good Morning Dinar Recaps,
GLOBAL ENERGY RESET WATCH: U.S. EASES RUSSIA DIESEL SANCTIONS AS FUEL COSTS PRESSURE TRUCKERS AND TRADE
The Trump administration has temporarily eased restrictions on Russian diesel supplies following an agreement with Moscow, seeking to relieve fuel-price pressure on truckers, farmers and businesses while raising new questions about sanctions, energy security and global trade.
America Got Rich on Competition, Then Legislated It Away
Notes From the Field By James Hickman (Simon Black / Sovereign Man) October 12, 2026
In 1938 the airline business was brand new— only 35 years had passed since the Wright brothers' first flight at Kitty Hawk. Hardly anyone had even seen an airplane. A coast-to-coast round trip cost about $260, half the price of a new car, so passengers were mostly very wealthy.