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/
Emailed to Recaps: Thank you David
Reset Intelligence: The Summit.
By Reset Intelligence | @EXIT_FIAT
Everyone who can end this war landed in one city inside the same 48 hours.
Iran's president needed his enemy's visas to get there. Iraq turned the Iranian planes away at dawn.
Bill Holter: Fiat to Fail, US$180,000 Gold Will Look "Laughably Low"
Investing news: 9-21-2026
Bill Holter of BillHolter.com believes gold's next leg higher has already begun, and its ultimate catalyst is the financial markets themselves. "I think price wise, we're early, Time wise, I don't think there's a lot of time left before we see the implosion of fiats.
The inverse of that is an explosion of prices of everything down to a stick of gum or a cup of coffee," he said. Holter also explains how a gold price of US$180,000 per ounce could be "laughably low" in the long term.
MilitiaMan & Crew: IQD News & Market Analysis: What You Need to Know Now
9-22-2026
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
Government Spokesman: Iraq Is Keen To Develop Its Partnership With Washington
Money and business Economy News – Baghdad Government spokesman Haider al-Aboudi said on Tuesday that Prime Minister Ali al-Zaidi will present Iraq's vision on the security of the region and its economy to the United Nations, pointing to the keenness of Iraq and the United States to develop the partnership between the two countries and raise it to a distinctive strategic level.
Good Morning Dinar Recaps,
EU STABLECOIN RESET WATCH: ECB CHALLENGES BANK-DEPOSIT RULE AS EUROPE REWORKS DIGITAL MONEY SAFEGUARDS
Europe is reconsidering how stablecoin reserves should be structured as the ECB seeks to balance digital-payment innovation, banking stability and control over the future of money.
TNT:
Tishwash: The parliamentary finance committee is finalizing the closing accounts in preparation for approving the 2027 budget.
The Parliamentary Finance Committee announced on Monday (September 21, 2026) the completion of procedures for discussing the final accounts of previous fiscal years, in preparation for approving them before voting on the Federal General Budget Law for 2027.
The Media Department of the House of Representatives stated in a statement received by "Baghdad Today" that the Finance Committee, headed by MP Uday Awad and with the attendance of its members, held a meeting today, September 21, 2026, to discuss the final accounts report for previous fiscal years.
KTFA
Monday Night Video
FRANK26….9-21-26….LOOK CITIZENS…UNDERSTAND?
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#
Oil Plunges Below $102 On De-Escalation Hopes
2026-09-21 Shafaq News Oil prices slid to their lowest in more than a week on Monday on hopes diplomacy in the Iran war will get a chance this week amid a UN meet and as investors eyed a partial recovery in shipments from Saudi Arabia despite ongoing attacks by Yemen's Houthis. Brent crude futures and US West Texas Intermediate crude touched their lowest since September 10 earlier on Monday, with Brent at $101.71 a barrel by 0213 GMT, down $2.16, or 2.08%, after settling 0.91% lower on Friday.
What A Fed Rate Hike Could Mean For Gold And Silver Prices
MoneyWatch: Managing Your Money
By Angelica Leicht September 14, 2026 / 1:07 PM EDT / CBS News
Gold and silver investors have had to contend with some sharp price moves so far in 2026. Gold, for example, surpassed $5,500 per ounce early this year, but has since retreated significantly from that record high, with the price of gold sitting closer to $4,275 per ounce as of mid-September.
Silver, on the other hand, has also experienced sizable price swings as investors have responded to shifting expectations for inflation, interest rates and the economy.
Rob Cunningham: Why the New DLT Monetary System Could Soar Soon
9-21-2026
WHY THE NEW DLT (Distributed Ledger Technology)MONETARY SYSTEM COULD SOAR – SOON!
My KUWL Optics: We could be approaching the moment when years of preparation become visible adoption.
Consider the potential convergence:
• Regulatory clarity unlocks institutional commitment.
MilitiaMan & Crew: Daily IQD News |Why the US Hasn't Mined Tungsten in a Decade
9-20-2026
IQD news starts about minute 4:50 or so
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.
Good Afternoon Dinar Recaps,
YEN RESET WATCH: JAPAN'S CURRENCY DEFENSE MOVES INTO FOCUS AS BOJ RATE HIKE FAILS TO LIFT THE YEN
JAPAN'S YEN HAS WEAKENED DESPITE A BANK OF JAPAN RATE HIKE, PUTTING CURRENCY INTERVENTION, INTEREST-RATE DIFFERENTIALS AND GLOBAL CAPITAL FLOWS BACK IN THE SPOTLIGHT.
Parliamentary Warning Of A Severe Financial Crisis
Information/Baghdad... Ali Shaalan, a member of the State of Law Coalition, confirmed on Sunday that Iraq is suffering from a severe financial crisis at the moment, pointing to the need to pay attention to the economic challenges facing the country.
Al-Daraji told Al-Maalouma that “the economic reality clearly indicates the existence of a real financial crisis that requires objective and serious solutions by the concerned authorities to mitigate its effects.”
Sometimes This Time Really Is Different
Notes From the Field By James Hickman (Simon Black / Sovereign Man) September 21, 2026
Some time in the middle of the second century AD, on the shores of the extremely picturesque Lake Iznik in modern-day Turkey at the site of the ancient city of Nicaea, a boy named Cassius Dio was born into a locally prominent family. His father was a Roman politician, his mother was Greek, and young Cassius Dio grew up in a bilingual household speaking Greek and Latin at a time when the Roman Empire was at its absolute peak.
TNT:
Tishwash: Al-Zaidi meets Trump in New York ahead of the end of the coalition's mission.
All eyes are on the upcoming visit of Prime Minister Ali Faleh al-Zaidi to New York next Tuesday to participate in the United Nations General Assembly meetings.
During the visit, al-Zaidi is scheduled to meet with US President Donald Trump, at a time when the country is witnessing a withdrawal of coalition forces as the September 30 deadline approaches.
This visit comes at a different political juncture, as the Iraqi diplomatic move intersects with an internal debate about restricting weapons to the state and the future of the American military presence in Iraq.
Monday Coffee with MarkZ. 09/21/2026
Some highlights by PDK-Not verbatim
MarkZ Disclaimer: Please consider everything on this call as my opinion. People who take notes do not catch everything and its best to watch the video so that you get everything in context. Be sure to consult a professional for any financial decisions
MZ: Tracking the progress in Iraq and Europe losing control. The Mushroom ladies join us after the regular show.
Emailed to Recaps: Thank you David
Reset Intelligence: The Precipice
The Precipice
By Reset Intelligence | @EXIT_FIAT
Iran threatened decisive war over the weekend, then did the quiet thing that matters: it sent Washington its terms through Qatar. All three conditions made public ask for money.
And in Baghdad, the central bank stood up in public to defend the price of the dinar as the street pressed 160,000.
GP Q: Iraq’s Central Bank Addresses Dollar Supply
9-20-2026
ARE WE THERE YET
September 20, 2026
IRAQ — THE CBI ADDRESSES DOLLAR SUPPLY
The Iraq Central Bank of Iraq issued a statement today saying Iraq has sufficient foreign reserves to meet demand for dollars for imports, card payments and travelers at the official rate.
Good Morning Dinar Recaps,
EUROPEAN DIGITAL FINANCE RESET: ECB LAUNCHES BLOCKCHAIN SETTLEMENT SYSTEM AND BEGINS TOKENIZED BOND INVESTING
THE ECB IS BRINGING CENTRAL BANK MONEY DIRECTLY INTO TOKENIZED FINANCIAL MARKETS, CREATING NEW INFRASTRUCTURE FOR DIGITAL SECURITIES, SETTLEMENT AND THE FUTURE OF EUROPEAN FINANCE.
Iraq/Iran War, Global Currency Reset Update: Holly Celiano
Nicholas Veniamin: 9-21-2026
The global financial landscape is undergoing a profound and highly coordinated transformation. As nations seek to move away from legacy monetary frameworks, a complex web of geopolitical negotiations, economic positioning, and structural reforms is taking shape.
At the center of this evolution are critical developments in Iraq, strategic shifts in South American oil exports, and the operational mechanics of a broader global currency reset.