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Vacancies are a Red Herring

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Note: I originally wrote this post in November 2021 for UCSF’s Benioff Homelessness and Housing Initiative, where I was policy manager at the time. Here is a link to the original post. I’m crossposting it here because the below chart no longer shows up in the original post, and several people have requested a version where they can see the relevant data.

Every time I do a talk or a panel about housing and homelessness, I get some version of the following question: “Can’t we just house people in all those vacant apartments?”

The premise of the question is that while it may seem like California is suffering from a housing shortage, our high-cost metropolitan areas are in fact full of housing that nobody is using. Many of these homes and apartments are being held as investment properties by various nefarious actors—predatory financial institutions, money-laundering oligarchs, etc.—who, in some versions of the theory, are keeping them vacant as part of a deliberate strategy to induce artificial scarcity and inflate housing costs.

Proponents of this theory note that rental vacancies (as measured by the United States Census Bureau) exceed the number of homeless people (as measured by Department of Housing and Urban Development’s annual Point-in-Time count) in many cities. For example, in 2018 the Census Bureau counted approximately 34,000 vacant units in San Francisco; a citywide 2019 Point-in-Time count found closer to 8,000 homeless people. That means there are close to four empty homes for every one unhoused San Franciscan!

It’s a nice story. The numbers lend it some plausibility, it offers us an easily identifiable villain, and—most importantly—it offers us a convenient escape from the present homelessness crisis. Maybe we don’t need to build any additional housing, the story tells us. Maybe we don’t have to choose between ending homelessness and keeping our neighborhoods exactly the way they are. All we need to do is slot people into the housing that is already available.

Like I said, it’s a nice story. Unfortunately, it isn’t true.

The above theory—which, by way of shorthand, I’ll call the artificial scarcity theory of homelessness—is based on a misuse of the underlying data. Here is how the Census Bureau defines a vacant housing unit for the purpose of calculating its vacancy rate (emphasis mine):

A housing unit is vacant if no one is living in it at the time of the interview, unless its occupants are only temporarily absent. In addition, a vacant unit may be one which is entirely occupied by persons who have a usual residence elsewhere. New units not yet occupied are classified as vacant housing units if construction has reached a point where all exterior windows and doors are installed and final usable floors are in place. Vacant units are excluded if they are exposed to the elements, that is, if the roof, walls, windows, or doors no longer protect the interior from the elements, or if there is positive evidence (such as a sign on the house or block) that the unit is to be demolished or is condemned. Also excluded are quarters being used entirely for nonresidential purposes, such as a store or an office, or quarters used for the storage of business supplies or inventory, machinery, or agricultural products. Vacant sleeping rooms in lodging houses, transient accommodations, barracks, and other quarters not defined as housing units are not included in the statistics in this report.

The Census Bureau’s data makes no distinction between long-term and short-term vacancies. A unit that is unoccupied for a period of one or two weeks counts the same as a unit that is being held perpetually empty. In fact, the above definition explicitly includes newly built units for which the developer or property manager have not yet found an occupant. As soon as the windows, doors and floors are in place, a house transitions from being under construction to “vacant.”

We simply don’t know how many of the units in the Census count are being held vacant over the long term as investment properties. But it is worth noting that most homes and apartments go through a short period of vacancy between when they are built and when they become occupied; similarly, when a tenant moves out of an apartment, we can usually expect a brief gap in occupancy before the next tenant signs a lease. We can therefore surmise that routine, short-term vacancies represent a significant share of the overall vacancy rate. San Francisco almost certainly does not have 34,000 permanently empty units of housing just sitting around.

Furthermore, while the artificial scarcity theory significantly overstates California’s long-term vacancy rate, it also understates the scale of homelessness. That’s because the Point-in-Time count does not actually tell us how many people are homeless in a given city. Instead, as the Department of Housing and Urban Development says on its official site, the Point-in-Time count “is a count of sheltered and unsheltered people experiencing homelessness on a single night in January.” (Emphasis mine.)

In other words, anyone who is homeless on any other night of the year—but not that one particular night—is not included in the count. Given that most people in the homeless population are not chronically homeless, that means the Point-in-Time count probably leaves out a lot of people. If we were to count the number of San Franciscans who were homeless at any point in 2019, we would probably end up with a number significantly higher than 8,000. (Furthermore, the point-in-time count is an undercount on even its own terms. Because it tracks only visibly sheltered and unsheltered people, it can miss individuals who are out of sight or in places other than shelters, such as hospitals and jails.)

Despite their limitations, both the Point-in-Time count and the Census Bureau’s vacancy rate are still useful. By comparing year-over-year Point-in-Time estimates, we can get a pretty good sense of whether the rate of homelessness is growing or shrinking. Similarly, we can learn a lot by looking at trends in city vacancy rates, or by comparing vacancy rates across cities.

Let’s try a thought experiment. Imagine that the artificial scarcity theory of homelessness is correct: wealthy investors are gobbling up units in high-cost metros and leaving them vacant, thereby pushing costs even higher and forcing more people into homelessness. In other words, vacancies are driving homelessness; as a city’s vacancy rate increases, we would expect its homelessness rate to increase in tandem.

On the other hand, we would expect to see the opposite relationship if the artificial scarcity theory is wrong. Under that scenario, housing costs should be highest where the vacancy rate is lowest, because fewer vacancies indicate a lower supply of housing relative to demand. So a low vacancy rate becomes a proxy for high housing costs, and we find homelessness to be most extreme where there are the fewest empty units.

We can test which of the above theories is correct by comparing city Point-in-Time counts to vacancy rates. Lucky for us, some researchers have already done exactly that. The following chart is from an upcoming book by Gregg Colburn and Clayton Aldern called, appropriately enough, Homelessness is a Housing Problem:

Dot charts comparing the rental vacancy rate vs PIT count for cities (left) and counties (right)

What we see in this chart is the exact opposite of what the artificial scarcity theory tells us should be happening: the homelessness rate appears to be highest in the cities where rental vacancy rates are lowest. The second story—that high-cost cities like San Francisco have unusually low vacancy rates for the same reason that so many of their residents are homeless—is the correct one.

I understand the appeal of the artificial scarcity theory. While I don’t share the principled objections of many of its proponents to more housing development, there is no question that it would be nice to live in a world where we could solve homelessness without it. Building takes time and costs a lot of money, although there are ways the state could make it faster and cheaper. Furthermore, there is tremendous opposition to building more housing in the places that most need it, including (often especially) building more extremely affordable housing. If only we could end the homelessness crisis quickly, cheaply, and without grueling wars of political attrition.

The artificial scarcity theory promises a nice little workaround. It tells us that we already have all the housing capacity we need, and that we just need to make better use of it. In other words, it promises a shortcut.

Unfortunately, that shortcut is illusory. There are no shortcuts out of a genuine crisis, especially one that has been allowed to fester unchecked for decades. And we cannot adequately address a crisis unless we face up to the full magnitude of what that will demand. We cannot end the homelessness crisis without building more extremely low-income housing—and more housing in general.

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jepler
2 hours ago
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I can't day I fully digested this but: author points out that both vacancy figures and homessness futures are for a single moment in time. But from this they infer that the housing vacancy rate must be lower than the published figure while the homeless rate must be higher. Not clear why.
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iridesce
9 hours ago
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DC
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Saturday Morning Breakfast Cereal - The Test

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Look it's the only test with no false negatives.

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jepler
3 days ago
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I'm doomed
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Ocean Spray Emits More PFAS Than Industrial Polluters, Study Finds

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An anonymous reader quotes a report from The Guardian: Ocean waves crashing on the world's shores emit more PFAS into the air than the world's industrial polluters, new research has found, raising concerns about environmental contamination and human exposure along coastlines. The study measured levels of PFAS released from the bubbles that burst when waves crash, spraying aerosols into the air. It found sea spray levels were hundreds of thousands times higher than levels in the water. The contaminated spray likely affects groundwater, surface water, vegetation, and agricultural products near coastlines that are far from industrial sources of PFAS, said Ian Cousins, a Stockholm University researcher and the study's lead author. "There is evidence that the ocean can be an important source [of PFAS air emissions]," Cousins said. "It is definitely impacting the coastline."

The Stockholm researchers several years ago found that PFAS from ocean waves crashing are released into the air around shorelines, then can travel thousands of kilometers through the atmosphere before the chemicals return to land. The new research looked at levels in the sea spray as waves crash by testing ocean samples between Southampton in the UK and Chile. The chemicals' levels were higher in the northern hemisphere in general because it is more industrialized and there is not much mixing of water across the equator, Cousins said. It is unclear what the findings mean for human exposure. Inhalation of PFAS is an issue, but how much of the chemicals are breathed in, and air concentrations further from the waves, is still unknown.

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jepler
4 days ago
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the ocean that has PFASs from .. industrial polluters, right?
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fxer
4 days ago
Ban the Ocean
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Relatively Universal ROM Programmer Makes Retro Tech Hacking Accessible

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The ROM programmer on display, with an OLED screen attached

There’s treasures hidden in old technology, and you deserve to be able to revive it. Whether it’s old personal computer platforms, vending machines, robot arms, or educational kits based on retro platforms, you will need to work with parallel EEPROM chips at some point. [Anders Nielsen] was about to do just that, when he found out that a TL866, a commonly used programmer kit for such ROMs, would cost entire $70 – significantly raising the budget of any parallel ROM-involving hacking. After months of work, he is happy to bring us a project – the Relatively Universal ROM Programmer, an open-source parallel ROM programmer board that you can easily assemble or buy.

Designed in the Arduino shield format, there’s a lot of care and love put into making this board as universal as reasonably possible, so that it fits any of the old flash chips you might want to flash – whether it’s an old UV-erasable ROM that wants a voltage up to 30 V to be written, or the newer 5 V-friendly chips. You can use ICs with pin count from 24 to 32 pins, it’s straightforward to use a ZIF socket with this board, there’s LED indication and silkscreen markings so that you can see and tweak the programming process, and it’s masterfully optimized for automated assembly.

You can breadboard this programmer platform as we’ve previously covered, you can assemble our own boards using the open-source files, and if you don’t want to do either, you can buy the assembled boards from [Anders Nielsen] too! The software is currently work in progress, since that’s part of the secret sauce that makes the $70 programmers tick. You do need to adjust the programming voltage manually, but that can be later improved with a small hardware fix. In total, if you just want to program a few ROM chips, this board saves you a fair bit of money.

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jepler
4 days ago
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CFPB Takes Action Against Coding Boot Camp BloomTech and CEO Austen Allred for Deceiving Students and Hiding Loan Costs | Consumer Financial Protection Bureau

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WASHINGTON, D.C. – Today, the Consumer Financial Protection Bureau (CFPB) issued an order against BloomTech and its CEO, Austen Allred, for deceiving students about the cost of loans and making false claims about graduates’ hiring rates. The CFPB found that BloomTech and Allred falsely told students the school’s “income share” agreement contracts were not loans, when in fact the agreements were loans carrying an average finance charge of around $4,000. BloomTech and Allred lured prospective enrollees with inflated promises of job-placement rates as high as 86 percent, when the company’s internal metrics showed placement rates closer to 50 percent and in some cases as low as 30 percent. The order permanently bans BloomTech from all consumer-lending activities and bans Allred from any student-lending activities for ten years. The CFPB is also ordering BloomTech and Allred to cease collecting payments on income share loans for graduates who did not have a qualifying job, eliminate finance changes for certain agreements, and allow students the option to withdraw without penalty. BloomTech and Allred must also pay over $164,000 in civil penalties, which will be deposited in the CFPB’s victims relief fund.

“BloomTech and its CEO sought to drive students toward income share loans that were marketed as risk-free, but in fact carried significant finance charges and many of the same risks as other credit products,” said CFPB Director Rohit Chopra. “Today’s action underscores our increased focus on investigating individual executives and, when appropriate, charging them with breaking the law.”

BloomTech is a for-profit vocational school that is headquartered in San Francisco and owned primarily by Allred and various Silicon Valley venture-capital funds. Allred founded the company as the Lambda School in 2017, and rebranded it as BloomTech or the Bloom Institute of Technology in 2022.

BloomTech operates short-term, typically six-to-nine-month training programs in areas such as web development, data science, and backend engineering. Since 2017, BloomTech originated at least 11,000 income share loans, with most of BloomTech students funding their tuition with these loans. Under almost all these loans, students who earn more than $50,000 in a related field are required to pay BloomTech 17 percent of their pre-tax income each month until they make 24 payments or hit a “cap” of $30,000 in total payments.

The CFPB found that BloomTech students were lured with false promises and deceptive marketing. BloomTech and Allred:

  • Hid the cost and true nature of students’ debt: BloomTech falsely claimed its “income share” agreements were not loans, did not create debt, did not carry a finance charge, and were “risk free.” In fact, the agreements are loans with an average finance charge of $4,000. The loans carry substantial risk, as a single missed payment triggers a default and the remainder of the $30,000 “cap” becomes due immediately. BloomTech further hid the cost and nature of the “income share” loans by not disclosing key terms like the finance charge and annual percentage rate, as required by law.
  • Tricked prospective students with inflated job-placement rates: BloomTech advertised on its website that 71 to 86 percent of students were placed in jobs within six months of graduation, when its non-public reporting to investors consistently showed placement rates closer to 50 percent. Allred tweeted that the school achieved a 100 percent job-placement rate in one of its cohorts, and later acknowledged in a private message that the sample size was just one student.
  • Misrepresented their financial interests by selling loans to investors: BloomTech’s marketing represented that its own interests were aligned with students, through claims such as “We don’t get paid until you do,” and “Because we invest in you, instead of the other way around, we only make money when you do.” In fact, the company was selling many “income share” loans to investors and thus often got paid long before a student finished the program and started earning a salary.
  • Engaged in illegal contract practices: BloomTech violated a federal consumer protection known as the Holder Rule, by failing to include a required provision making any owner of the loan subject to the legal claims and defenses that students could assert against BloomTech. Students were therefore deprived of rights they should have had when their “income share” loan was sold to an investor.

Enforcement Action

Under the Consumer Financial Protection Act (CFPA), the CFPB has the authority to take action against institutions violating consumer financial laws, including engaging in unfair, deceptive, or abusive acts or practices. The CFPB found that BloomTech and Allred used deceptive statements and took unreasonable advantage of consumers’ reasonable reliance on BloomTech to act in their interests.

Under the CFPB’s order, BloomTech and Allred must:

  • Cease collecting payments on certain graduates: BloomTech must not collect any additional payments on “income share” loans for graduates who did not have a qualifying job in the past year.
  • Amends “income share” loan contracts: The order reforms “income share” loan terms to eliminate the finance charge for consumers who graduated the program more than 18 months ago and obtained a qualifying job making $70,000 or less.
  • Allow students to withdraw without penalty: Current students will have the option to withdraw from the program and cancel their “income share” loans or continue in the program with a third-party loan.
  • Pay over $164,000 in penalties: BloomTech will pay over $64,000 and Allred will pay $100,000 in penalties to the CFPB’s victims relief fund.

Read today’s order.

Consumers can also submit complaints about financial products or services by visiting the CFPB’s website or by calling (855) 411-CFPB (2372).

Employees of companies who they believe their company has violated federal consumer financial laws are encouraged to send information about what they know to whistleblower@cfpb.gov.

The Consumer Financial Protection Bureau is a 21st century agency that implements and enforces Federal consumer financial law and ensures that markets for consumer financial products are fair, transparent, and competitive. For more information, visit www.consumerfinance.gov.

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jepler
7 days ago
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> Allred tweeted that the school achieved a 100 percent job-placement rate in one of its cohorts, and later acknowledged in a private message that the sample size was just one student.
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acdha
7 days ago
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Washington, DC
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Farewell to HD Atlas

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Today Boston Dynamics announced the retirement of their Atlas robot. Boston Dynamics shared this video on Youtube!

For almost a decade, Atlas has sparked our imagination, inspired the next generations of roboticists, and leapt over technical barriers in the field. Now it’s time for our hydraulic Atlas robot to kick back and relax. Take a look back at everything we’ve accomplished with the Atlas platform to date.

Learn more!

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jepler
8 days ago
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I LIKE BOX
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