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Fat Tails Everywhere? Profiling Extreme Returns: Part IV

Fat Tails Everywhere? Profiling Extreme Returns: Part IV

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One of the biggest challenges for managing tail-risk expectations is the limitation on clarity imposed by history. For most markets, the post-World War II era provides the primary if not the only dataset. But expanding the opportunity set into some asset classes further reduces the available track record. Think junk bonds and emerging markets, for instance. How can we solve this challenge? Simulations are the first choice in the toolkit.

Artificially generating hypothetical returns provides an unlimited supply of historical results. The glitch is that modeling can take a wide number of paths and so not all simulations are created equal. In practice, simulating with several models to develop an average estimate has strong appeal since it’s never clear which model offers the best proxy for the real world. There are dozens of possibilities, but there’s an obvious place to start: resampling the historical data.

Simplicity is an attribute of resampling, which takes the existing return series and reshuffles the order. For an extra layer of randomness it’s advisable to allow for replacement – randomly using any one return multiple times, or not.


Learn To Use R For Portfolio Analysis
Quantitative Investment Portfolio Analytics In R:
An Introduction To R For Modeling Portfolio Risk and Return

By James Picerno


Since there’s no model here, there are no parameters to choose and therefore no chance of selecting the wrong distribution. As a simple example, let’s resample US stock market history in terms of maximum drawdown, which can be used as a proxy for tail risk.

For an illustration, we’ll use Vanguard Total US Stock Market (VTI) to represent equities and we’ll intentionally limit the ETF’s history to a start date of 2012. If this is all the data we had we could look to the historical record and find that the maximum drawdown for VTI was a steep 35% haircut in March 2020, during the coronavirus crash. It’s tempting to use that real-world tumble as an estimate of the worst-case scenario, but eight years of history is pretty thin.

As a first step in modeling a worst-case scenario for VTI drawdown we can turn to resampling. Using R to crunch the data, the first chart below shows the results of 1,000 simulations of maximum drawdown for the fund. The main takeaway: there’s a substantial possibility that peak-to-trough declines can get much deeper than the 35% haircut observed earlier this year (marked by the blue line).

The median drawdown estimate is -40.6% and the bulk of the sims fall within an interquartile range of -49% to -33.5%. The deepest estimate is a monster 74.6% crash – highly unlikely but not beyond the pale. For additional perspective, the chart above also shows how the simulated drawdown distribution would behave if it was normally distributed, which it clearly is not.

While we’re swimming in drawdown sims, there are other aspects of this tail-risk characteristic to consider, such as the total length of the drawdown episode. The longest stretch for VTI in the sample period under review is 242 trading days during the 2015 downturn. But as the next chart below advises, expecting even longer drawdown episodes is prudent.

Perhaps the two charts above are obvious, given the broad and deep analysis that’s been directed at the US equity market in recent decades. But running this type of analysis on other asset classes, and using other sim modeling applications — particularly for markets with relatively short histories — is crucial for managing expectations and understanding how assets can behave. History is a guide, of course, but it’s only one cut of results. Fortunately, there’s no reason to rely on this partial data set. Indeed, looking to history in isolation can be more than slightly misleading.

Previous articles in this series:

Fat Tails Everywhere? Profiling Extreme Returns: Part I
Fat Tails Everywhere? Profiling Extreme Returns: Part II

Fat Tails Everywhere? Profiling Extreme Returns: Part III


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Key shipping company files for Chapter 11 bankruptcy

The Illinois-based general freight trucking company filed for Chapter 11 bankruptcy to reorganize.

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The U.S. trucking industry has had a difficult beginning of the year for 2024 with several logistics companies filing for bankruptcy to seek either a Chapter 7 liquidation or Chapter 11 reorganization.

The Covid-19 pandemic caused a lot of supply chain issues for logistics companies and also created a shortage of truck drivers as many left the business for other occupations. Shipping companies, in the meantime, have had extreme difficulty recruiting new drivers for thousands of unfilled jobs.

Related: Tesla rival’s filing reveals Chapter 11 bankruptcy is possible

Freight forwarder company Boateng Logistics joined a growing list of shipping companies that permanently shuttered their businesses as the firm on Feb. 22 filed for Chapter 7 bankruptcy with plans to liquidate.

The Carlsbad, Calif., logistics company filed its petition in the U.S. Bankruptcy Court for the Southern District of California listing assets up to $50,000 and and $1 million to $10 million in liabilities. Court papers said it owed millions of dollars in liabilities to trucking, logistics and factoring companies. The company filed bankruptcy before any creditors could take legal action.

Lawsuits force companies to liquidate in bankruptcy

Lawsuits, however, can force companies to file bankruptcy, which was the case for J.J. & Sons Logistics of Clint, Texas, which on Jan. 22 filed for Chapter 7 liquidation in the U.S. Bankruptcy Court for the Western District of Texas. The company filed bankruptcy four days before the scheduled start of a trial for a wrongful death lawsuit filed by the family of a former company truck driver who had died from drowning in 2016.

California-based logistics company Wise Choice Trans Corp. shut down operations and filed for Chapter 7 liquidation on Jan. 4 in the U.S. Bankruptcy Court for the Northern District of California, listing $1 million to $10 million in assets and liabilities.

The Hayward, Calif., third-party logistics company, founded in 2009, provided final mile, less-than-truckload and full truckload services, as well as warehouse and fulfillment services in the San Francisco Bay Area.

The Chapter 7 filing also implemented an automatic stay against all legal proceedings, as the company listed its involvement in four legal actions that were ongoing or concluded. Court papers reportedly did not list amounts for damages.

In some cases, debtors don't have to take a drastic action, such as a liquidation, and can instead file a Chapter 11 reorganization.

Truck shipping products.

Shutterstock

Nationwide Cargo seeks to reorganize its business

Nationwide Cargo Inc., a general freight trucking company that also hauls fresh produce and meat, filed for Chapter 11 bankruptcy protection in the U.S. Bankruptcy Court for the Northern District of Illinois with plans to reorganize its business.

The East Dundee, Ill., shipping company listed $1 million to $10 million in assets and $10 million to $50 million in liabilities in its petition and said funds will not be available to pay unsecured creditors. The company operates with 183 trucks and 171 drivers, FreightWaves reported.

Nationwide Cargo's three largest secured creditors in the petition were Equify Financial LLC (owed about $3.5 million,) Commercial Credit Group (owed about $1.8 million) and Continental Bank NA (owed about $676,000.)

The shipping company reported gross revenue of about $34 million in 2022 and about $40 million in 2023.  From Jan. 1 until its petition date, the company generated $9.3 million in gross revenue.

Related: Veteran fund manager picks favorite stocks for 2024

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Key shipping company files Chapter 11 bankruptcy

The Illinois-based general freight trucking company filed for Chapter 11 bankruptcy to reorganize.

Published

on

The U.S. trucking industry has had a difficult beginning of the year for 2024 with several logistics companies filing for bankruptcy to seek either a Chapter 7 liquidation or Chapter 11 reorganization.

The Covid-19 pandemic caused a lot of supply chain issues for logistics companies and also created a shortage of truck drivers as many left the business for other occupations. Shipping companies, in the meantime, have had extreme difficulty recruiting new drivers for thousands of unfilled jobs.

Related: Tesla rival’s filing reveals Chapter 11 bankruptcy is possible

Freight forwarder company Boateng Logistics joined a growing list of shipping companies that permanently shuttered their businesses as the firm on Feb. 22 filed for Chapter 7 bankruptcy with plans to liquidate.

The Carlsbad, Calif., logistics company filed its petition in the U.S. Bankruptcy Court for the Southern District of California listing assets up to $50,000 and and $1 million to $10 million in liabilities. Court papers said it owed millions of dollars in liabilities to trucking, logistics and factoring companies. The company filed bankruptcy before any creditors could take legal action.

Lawsuits force companies to liquidate in bankruptcy

Lawsuits, however, can force companies to file bankruptcy, which was the case for J.J. & Sons Logistics of Clint, Texas, which on Jan. 22 filed for Chapter 7 liquidation in the U.S. Bankruptcy Court for the Western District of Texas. The company filed bankruptcy four days before the scheduled start of a trial for a wrongful death lawsuit filed by the family of a former company truck driver who had died from drowning in 2016.

California-based logistics company Wise Choice Trans Corp. shut down operations and filed for Chapter 7 liquidation on Jan. 4 in the U.S. Bankruptcy Court for the Northern District of California, listing $1 million to $10 million in assets and liabilities.

The Hayward, Calif., third-party logistics company, founded in 2009, provided final mile, less-than-truckload and full truckload services, as well as warehouse and fulfillment services in the San Francisco Bay Area.

The Chapter 7 filing also implemented an automatic stay against all legal proceedings, as the company listed its involvement in four legal actions that were ongoing or concluded. Court papers reportedly did not list amounts for damages.

In some cases, debtors don't have to take a drastic action, such as a liquidation, and can instead file a Chapter 11 reorganization.

Truck shipping products.

Shutterstock

Nationwide Cargo seeks to reorganize its business

Nationwide Cargo Inc., a general freight trucking company that also hauls fresh produce and meat, filed for Chapter 11 bankruptcy protection in the U.S. Bankruptcy Court for the Northern District of Illinois with plans to reorganize its business.

The East Dundee, Ill., shipping company listed $1 million to $10 million in assets and $10 million to $50 million in liabilities in its petition and said funds will not be available to pay unsecured creditors. The company operates with 183 trucks and 171 drivers, FreightWaves reported.

Nationwide Cargo's three largest secured creditors in the petition were Equify Financial LLC (owed about $3.5 million,) Commercial Credit Group (owed about $1.8 million) and Continental Bank NA (owed about $676,000.)

The shipping company reported gross revenue of about $34 million in 2022 and about $40 million in 2023.  From Jan. 1 until its petition date, the company generated $9.3 million in gross revenue.

Related: Veteran fund manager picks favorite stocks for 2024

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Tight inventory and frustrated buyers challenge agents in Virginia

With inventory a little more than half of what it was pre-pandemic, agents are struggling to find homes for clients in Virginia.

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No matter where you are in the state, real estate agents in Virginia are facing low inventory conditions that are creating frustrating scenarios for their buyers.

“I think people are getting used to the interest rates where they are now, but there is just a huge lack of inventory,” said Chelsea Newcomb, a RE/MAX Realty Specialists agent based in Charlottesville. “I have buyers that are looking, but to find a house that you love enough to pay a high price for — and to be at over a 6.5% interest rate — it’s just a little bit harder to find something.”

Newcomb said that interest rates and higher prices, which have risen by more than $100,000 since March 2020, according to data from Altos Research, have caused her clients to be pickier when selecting a home.

“When rates and prices were lower, people were more willing to compromise,” Newcomb said.

Out in Wise, Virginia, near the westernmost tip of the state, RE/MAX Cavaliers agent Brett Tiller and his clients are also struggling to find suitable properties.

“The thing that really stands out, especially compared to two years ago, is the lack of quality listings,” Tiller said. “The slightly more upscale single-family listings for move-up buyers with children looking for their forever home just aren’t coming on the market right now, and demand is still very high.”

Statewide, Virginia had a 90-day average of 8,068 active single-family listings as of March 8, 2024, down from 14,471 single-family listings in early March 2020 at the onset of the COVID-19 pandemic, according to Altos Research. That represents a decrease of 44%.

Virginia-Inventory-Line-Chart-Virginia-90-day-Single-Family

In Newcomb’s base metro area of Charlottesville, there were an average of only 277 active single-family listings during the same recent 90-day period, compared to 892 at the onset of the pandemic. In Wise County, there were only 56 listings.

Due to the demand from move-up buyers in Tiller’s area, the average days on market for homes with a median price of roughly $190,000 was just 17 days as of early March 2024.

“For the right home, which is rare to find right now, we are still seeing multiple offers,” Tiller said. “The demand is the same right now as it was during the heart of the pandemic.”

According to Tiller, the tight inventory has caused homebuyers to spend up to six months searching for their new property, roughly double the time it took prior to the pandemic.

For Matt Salway in the Virginia Beach metro area, the tight inventory conditions are creating a rather hot market.

“Depending on where you are in the area, your listing could have 15 offers in two days,” the agent for Iron Valley Real Estate Hampton Roads | Virginia Beach said. “It has been crazy competition for most of Virginia Beach, and Norfolk is pretty hot too, especially for anything under $400,000.”

According to Altos Research, the Virginia Beach-Norfolk-Newport News housing market had a seven-day average Market Action Index score of 52.44 as of March 14, making it the seventh hottest housing market in the country. Altos considers any Market Action Index score above 30 to be indicative of a seller’s market.

Virginia-Beach-Metro-Area-Market-Action-Index-Line-Chart-Virginia-Beach-Norfolk-Newport-News-VA-NC-90-day-Single-Family

Further up the coastline on the vacation destination of Chincoteague Island, Long & Foster agent Meghan O. Clarkson is also seeing a decent amount of competition despite higher prices and interest rates.

“People are taking their time to actually come see things now instead of buying site unseen, and occasionally we see some seller concessions, but the traffic and the demand is still there; you might just work a little longer with people because we don’t have anything for sale,” Clarkson said.

“I’m busy and constantly have appointments, but the underlying frenzy from the height of the pandemic has gone away, but I think it is because we have just gotten used to it.”

While much of the demand that Clarkson’s market faces is for vacation homes and from retirees looking for a scenic spot to retire, a large portion of the demand in Salway’s market comes from military personnel and civilians working under government contracts.

“We have over a dozen military bases here, plus a bunch of shipyards, so the closer you get to all of those bases, the easier it is to sell a home and the faster the sale happens,” Salway said.

Due to this, Salway said that existing-home inventory typically does not come on the market unless an employment contract ends or the owner is reassigned to a different base, which is currently contributing to the tight inventory situation in his market.

Things are a bit different for Tiller and Newcomb, who are seeing a decent number of buyers from other, more expensive parts of the state.

“One of the crazy things about Louisa and Goochland, which are kind of like suburbs on the western side of Richmond, is that they are growing like crazy,” Newcomb said. “A lot of people are coming in from Northern Virginia because they can work remotely now.”

With a Market Action Index score of 50, it is easy to see why people are leaving the Washington-Arlington-Alexandria market for the Charlottesville market, which has an index score of 41.

In addition, the 90-day average median list price in Charlottesville is $585,000 compared to $729,900 in the D.C. area, which Newcomb said is also luring many Virginia homebuyers to move further south.

Median-Price-D.C.-vs.-Charlottesville-Line-Chart-90-day-Single-Family

“They are very accustomed to higher prices, so they are super impressed with the prices we offer here in the central Virginia area,” Newcomb said.

For local buyers, Newcomb said this means they are frequently being outbid or outpriced.

“A couple who is local to the area and has been here their whole life, they are just now starting to get their mind wrapped around the fact that you can’t get a house for $200,000 anymore,” Newcomb said.

As the year heads closer to spring, triggering the start of the prime homebuying season, agents in Virginia feel optimistic about the market.

“We are seeing seasonal trends like we did up through 2019,” Clarkson said. “The market kind of soft launched around President’s Day and it is still building, but I expect it to pick right back up and be in full swing by Easter like it always used to.”

But while they are confident in demand, questions still remain about whether there will be enough inventory to support even more homebuyers entering the market.

“I have a lot of buyers starting to come off the sidelines, but in my office, I also have a lot of people who are going to list their house in the next two to three weeks now that the weather is starting to break,” Newcomb said. “I think we are going to have a good spring and summer.”

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