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The patterns of elites who conceal their assets offshore

datahack

Just want to point out that this was all possible because of the hard work of people at the icij. They do amazing work (same group that did the Panama papers and one of the last real independent investigative news organizations in the US) and deserve your support!

More info here: https://www.icij.org/

As an aside, I would also ask this question: why not democratize this and make billions using the same loopholes so that everyone gains access or they are forced to fix it? Surely it’s a good startup opportunity.

AriedK

There’s a fun documentary that explores this concept:

The Town That Took On The Tax Man https://youtu.be/ipV_GU7YaQg

It’s about a Welsh town that set out to do just this. Recommended watch.

freed0mdox

The way I understand these schemes is that they require minimum balance way above what an average person has to be effective, but not sure. Would love a professional tax engineer/CPA opinion.

rapnie

There was a documentary on Dutch TV a couple of years ago, about 'DYI tax haven management' for common people. Can't remember which public channel it was on, and what the name was. Might have been part of "Tegenlicht" series.

Update: Maybe it was the program Rambam where the makers set up their own tax haven based on the methods of the big corporations. Information in Dutch:

https://pers.bnnvara.nl/rambam-ontduikt-belasting-met-medewe...

snickerdoodle12

Meanwhile the Netherlands is taxing the common people like crazy, and politicians are talking about raising taxes even more.

Bluestein

> Might have been part of "Tegenlicht" series.

Consistently the best thing on TV.-

khurs

No. Anyone can register a LLC in any of these places. They have minimal filing requirements going forward too.

You may be required to have a local agent, and they will add their address and names as the nominee shareholders so you remain anonymous. Then with an LLC, the company can open bank accounts and you can move money. Any money made offshore is non-taxed locally.

No different to Delaware.

null

[deleted]

thephyber

There are 2 major reasons why people choose to use layers of corporations in other countries: tax minimization (in their domestic country) and obscurity of the assets-owners relationship.

The latter is used by corrupt politicians, oligarchs (extremely wealthy people who have massive influence on policy/politics), and to stifle investigations by civil investigations (divorce), to stifle criminal investigations (political corruption, sanctions avoidance, fences for thieves, a convenient vehicle for transactions or large assets so governments/ oversight can’t easily track them).

There is a minimum overhead required (you need at least a part time CPA and attorney to give you the strategy, more if they actually implement it), but I don’t think it requires you be ultra wealthy. The problem is that most law-abiding, non-sociopath people don’t benefit much from avoiding the law.

grafmax

I guess ‘democratize’ means something different to you than me. Most Americans don’t have any substantial savings whatsoever.

delusional

> same group that did the Panama papers

Isn't the icij "just" a network of people already doing investigative journalism who work on this stuff anyway? As in it's just a place where investigative journalists can meet/discuss investigations that cross borders? My impression were that they were just normal journalists and that groups then formed and disbanded based on interest within this network.

I certainly love their work, and I think a network like that is very important (we should probably have something similar for software developers/IT people across Europe), calling them a group seems wrong with my understanding though.

input_sh

It's not one or the other, it's both. They both do original reporting on their own and act as a loose network of smaller investigative journalism organizations. It truly depends on the task at hand, but it's usually very useful to get some of the local investigative journalists involved, as they're the ones that both understand the language and are able to put the leaked data into context. Usually ICIJ is the one that publishes the English version of the story and their local partner(s) publish the same thing in the local language.

Actually, I'd say there's three such networks: ICIJ, GIJN and OCCRP. They're not really competitors, each serving slightly different purposes, and there's plenty of collaboration and overlap between their members.

Source: I'm not in that world anymore, but I knew about Panama Papers long before it was public and have my name in the credits in some of the collaborations with ICIJ.

phtrivier

True, but they also tend to be papers that can't consistently rely on advertising, precisely because of their investigations (publishing the deeds of corporate billionaires is a great way to not get ads placed for whatever the billionaire sells.)

So, at least subscribe to one of the papers !

(I know, sorry HN, I asked people to pay for a service that could be financed by ads to gather more data - aka more food for the algo. Sorry.)

RamblingCTO

> we should probably have something similar for software developers/IT people across Europe

what do you mean by that? support by doing data journalism? more like hacktivism?

delusional

I'm thinking something much more boring than that. Basically I think we could have a conference where a participant could share some problem they are having that they believe generalizes across other participants (maybe some regulatory reporting requirement, or maybe some question about implementing AI in sharepoint or whatever) and the other participants could then sign up for further discussion and participation in creating some software systems that would solve the problem.

I'm thinking something akin to FRONTEX JAD's or that conference the EU has where lawyers show up to discuss cases they need EU assistance with.

Concretely, my company recently did a migration into Azure, if we were at a meeting like that and somebody said they were planning to do the same, we would have a bunch of experience to share with them.

I imagine that could maybe help foster some shared European understanding about what our big tech problems are. Maybe we could even let the solutions end up as open source or something.

znpy

> Surely it’s a good startup opportunity.

I don't think there are many VCs willing to invest into this.

calgoo

Technically, if the VC and the startup is located in the blacklisted country i don't see why not. Basically we will start the torrent site like DNS witch hunt, but still possible. I assume the "elites" would not be too happy and do everything in their power to stop it?

cyanydeez

dont forget the hard work of congress nicely putting threading loopholes, and the supreme court!

ok_dad

Ok now find their hidden assets and take them. Criminals shouldn’t be allowed to get away with crime right? These are some of the worst, IMO, as they rose on our backs and then turned around and stole the fair share they owed to society via tax cheating.

tejohnso

> find their hidden assets and take them

Asset security is exactly one of the reasons people seek foreign shelters. If you've got a ton of value to control, you want it to be secure, and sometimes your own government is the primary threat.

bboygravity

Your reasoning is the exact reason that they left in the first place.

haizhung

They can leave, their assets can not.

rectang

"We don't pay taxes; only the little people pay taxes."

— Leona Helmsley

ineedaj0b

money is not a finite supply. value is often created without taking from others.

legitster

This is especially true if your wealth comes from capital markets.

If I buy a bunch of baseball cards at 1c each and later it turns out that the market values them at $100 each, I never actually "took" money from anyone. Yes it's patently unfair that I got that lucky, but it wasn't necessarily at anyone's expense.

Now, when I actually go to sell those cards then I do actually "take" money from someone else, but while those gains are unrealized it's just paper wealth.

In such a case it's also not clear who I am "taking" from. The person buying them off of me gave me the money, but you could also say the baseball card company was exploited and lost out on pricing their cards at $100?

titzer

Money has no inherent value; it is just a currency, an indirection, a promise. The economy must always bottom out at a physical good or service. You can keep trading promises of goods and services in various forms, but ultimately you end up with the inescapable tyranny of physical existence that is a closed system, with the one exception that we get energy from the Sun and stored forms of energy on this planet.

No wealth was created by "discovering value" or finding someone with money to buy something that was already there before. If this new person decided to spend $100 on a baseball card, then they didn't spend money on something else, so the market for those other things is naturally going to price them lower. So the $100 came from somewhere[1].

All of these open system chains of thought that assume any "non-zero sum game" either improperly account for devaluation of other goods or they assume accumulation of labor, and typically add a side helping of assumed exponential growth.

[1] Which is not say that money cannot be created from nothing. In fact, it is all the time. Debt--loans, stocks, bonds, IOUs--is money creation.

dylan604

Because the seller left money on the table during a sale because they misread the room when they set the price does not mean the buyer exploited them.

mauvehaus

> you could also say the baseball card company was exploited and lost out on pricing their cards at $100?

The baseball card company is in the business of selling lottery tickets. If there wasn't a secondary market for the ones that get really valuable, they'd sell a lot fewer new cards to people looking for a winning lottery ticket.

It's a weird business for them because they're selling lottery tickets, but don't necessarily know which ones will be winners. Although with all the statistics and moneyball stuff, they'd sell a probably have a better idea now than in the past.

fsckboy

>Yes it's patently unfair that I got that lucky

it's not unfair since you took the risk of potentially losing your original investment; you also put in the time to learn about baseball cards, while other people were interested in antiques and studied and bought those, also with a risk that what they bought would decrease in value.

Can I interest you in some Beanie Babies?

ok_dad

companies aren't baseball cards, their growth is tied directly to work that the humans in the company do, and they sure are paid for it, but if they were paid a fair share of the company's profits then that increase in share price would evaporate, because the workers would be getting the rewards from the productivity.

In other words, you owe taxes on the capital gains because someone is working to make those gains for you.

ok_dad

Value can be created from nothing, I am sure you can give an example or two, but in general nothing large and valuable is created without the effort of a lot of people together, relying on the societal systems that are funded by taxes.

I suggest that you could count on one hand the number of people in the entire history of humanity who could and would hide this kind of wealth who didn't earn it through somehow relying on others and/or society's structure.

grimblee

The planet's ressources are finite though. When you print money, you don't create value, since there's still the same amount of matter being traded around, you just reduce the value of everybody's money. And so you rob everybody.

jpadkins

What natural resource are we running short of? Land might be at the top of the list, but we are only utilizing 70% of that. And if we get low on that, we just switch to aqua-farming or floating cities. No one is hoarding all the natural resources.

No argument that printing money devalues everyone else (this is the definition of inflation). End the Fed.

jsbg

You are conflating money and value. Value is infinite, e.g. compare the world today to 200 years ago. Even relatively poor people live better today than kings did then. Creating value is not the same as printing money.

arrosenberg

Then why don't the uberwealthy focus on that instead of stealing from the public?

dylan604

Why do predators seek out the weaker animals in a hunt? Nobody wants to work harder than they have to: work smarter not harder.

Hasz

stealing easier.

jsbg

in fact value is created in every transaction: someone sells something for more money than it's worth to them and someone buys the thing for less money than the thing is worth to them (otherwise the transaction would not occur)

snackbroken

> value is created in every transaction

Lots of transactions actually destroy value, they just do so in a way that externalizes this cost.

A good example is advertising: companies are incentivized to dump all available resources into marketing, because those who don't get out-competed by those who do. It is a winner-takes-all game where the strategy that maximizes global value is nowhere close to being a Nash equilibrium.

A more extreme example would be hiring someone to go rob a bank. No value is created (lots is destroyed) but both parties to the transaction come out ahead.

mensetmanusman

NFTs broke this.

kwk1

> otherwise the transaction would not occur

Doesn't this assume perfect information?

diob

I'm not sure what you mean, do you mean resources aren't finite?

dr_dshiv

The pie can always get bigger.

ccortes

Value “creation” and money supply have nothing to do with each other.

markerz

But value creation isn't the point of taxes?

micromacrofoot

This is on the level of "getting money out of politics" — great idea, everyone excerpt the people who can do it agree.

2OEH8eoCRo0

Cayman Islands is a tax haven

pc86

What does this mean? What does it have to do with the comment you're replying to?

lossolo

What's interesting about the Cayman Islands is that they are the 4th largest holder of U.S. debt, with $441 billion[1].

So USD flows into Cayman banks, and those banks need to do something with the massive amounts of money just sitting there. So what do they do? They buy U.S. Treasuries. And half a trillion dollars is just their holdings in U.S. debt, imagine how much more money is hidden in those accounts and invested in other assets.

1. https://ticdata.treasury.gov/resource-center/data-chart-cent...

sleepybrett

It's a tax haven right up until, say, the us navy parks a fleet on their doorstep.

heavyset_go

The navy that exists to serve the ruling class that certainly have their own wealth hidden in tax havens?

ceejayoz

The US Navy isn't gonna want to piss off 80% or more of Congress that way.

sershe

It would be a wonderful world if only people could force those running a less dumb economy to abide by their dumber rules. Wouldn't it be awesome if NK could park a navy somewhere and make sure everyone does things for the benefits of The People and not in whatever selfish way they do them now?

ninetyninenine

Well the people who control enforcement are the elite. Right? Trump is one of the elites. So you think they're going to enforce anything? You think it will be easy?

No.

Spooky23

The recoil from the Trump graft machine will control the army.

None of this stuff is permanent.

TrackerFF

I've just concluded that the ultra wealthy are in some aspect stateless people. Sure, they have a passport - or multiple - but they'll emigrate to another country without blinking, if it means slightly less taxes and less transparency. And that's on top of their offshore assets, managed by other people.

Using your assets/wealth as political power seems to have become more popular here in northern Europe. Taxes too high? Fuck you, I'll take my money and companies to Switzerland. If politicians buckle, they'll move back home. Seems like a race to the bottom, where the tax havens will just compete for the best terms to the ultra wealthy.

v5v3

>Sure, they have a passport - or multiple - but they'll emigrate to another country without blinking,

You forgot one variable. Women have a mind of their own.

Switzerland tried to take London's Hedge Fund Industry. The wives and kids hated the lack of things to do compared to London.

Same with Footballers. If a football player or manager signs for a club in a unattractive location, the wives may stay in the previous City.

swat535

Right, and let's face it, the ultra wealthy are not really known for their "family values" or their dedication to their children.

They'll provide them with financial support and that's where their relationship often ends.

Their loyalty is mainly to their wealth and status, everything else around them is "stuff" that merely exist to fulfill the goal of increasing profit.

I'm sure there are exceptions but I'm making a simple observations.

analog31

What I wonder is: Will they be missed? They're taking money away that the government won't have access to anyway, and by hoarding it, effectively reducing the money supply. If they live somewhere else, they might have less influence over our society.

pavlov

The ultra-wealthy have been stateless for centuries.

For example, Britain’s famous “non-domiciled” tax exception was first created in 1799. It allows UK-resident foreigners not to pay tax on their foreign income except for funds they bring into the UK.

Wealthy families have been able to live their lives enjoying the stability of a Western democracy without paying taxes, keeping their assets scattered safely around the world and their citizenships wherever they can get the best deal.

The USA is also joining this game with Trump’s “gold card” that offers a path to citizenship for a $5M fee. But I don’t think the very rich will bite because US law and the IRS expect citizens to report their global income (at least for now, maybe Trump will eliminate this too with a stroke of a pen).

phtrivier

Is there a good primer on how this kind of offshoring works, for people ? I have notions of how tax evasion / optimization works (things like the irish-dutch sandwich, where you manage to pretend that Google does not make any money in France because it has to pay a very expensive license to Google Ireland , etc..)

But for offshoring, I'm clueless as to how manage to "reshore" the money, so to speak, so that you can eventually... Spend it to buy stuff. (Or isn't that the purpose of hiding the money ?)

stult

Brooke Harrington (one of the professors from the OP article) has an excellent book on the topic, called Offshore.

agumonkey

Naive take, they never reshore, but take loans with assets as collateral.

dr_dshiv

That’s my understanding of how modern money laundering works. Can’t move your money out of a particular bank due to regulations? Use it as collateral to loan money to any other entity you wish. Fancy.

I talked to someone recently who claimed to know someone personally with 16,000 metric tons of gold. He claims that there is waaay more gold than is officially on the books. Hard to believe… but maybe not. He claims that there is unbelievable wealth out there—many more hundred-billionaires than official stats hold. Ok. Who knows?

cyberax

> 16,000 metric tons of gold

There are approximately 200,000 tons of gold ever mined in total.

s1artibartfast

It it isnt being used, it basically doesn't matters. The only interpersonally relevant aspect is spending and consumption.

If the guy living under the bridge has 1 million metric tons of tons of gold they don't spend, it is functionally equivalent to if they had none.

churchill

$1.7 trillion or 2* the holdings at Fort Knox? All the Royal Houses of the Arab Gulf can't even have that much money liquid, even with 365 days' heads up. And, no: don't do a "trust me bro," here. At their peak, ARAMCO made $161b in profits in 1 year - and the bulk of that goes towards the general pop. in the form of subsidies, etc. Simply, $1.7 trillion doesn't exist anywhere in such liquid form.

If you claim there are hundreds of stealth billionaires with $1-$20b in cash & assets, I'll readily believe that: African kleptocrats' kids, Middle East royalty, European heirs with a low profile, Russian oligarchs, etc. But, not $100b. Or a trillion. That's an insane amount of money, larger than the GDP of like 80% of the world's countries.

Havoc

>Is there a good primer on how this kind of offshoring works, for people ?

There isn't. People with deep knowledge of this don't invest their time writing blogs. Bit like OpenAI employees don't write blogs about how to train world class models. It's just not a thing.

There is an abundance of shrill articles by journalists writing about it that derive their knowledge from other articles written by journalists who in turn...

The big tech stuff flowing through Ireland is indeed lets call it convenient for both ireland and big tech, but what people don't realise is that chances are very high that their own pension likely flows through offshore structuring too. These places act as a central neutral clearing house of sorts that is acceptable to a lot of jurisdictions so even actors not after tax evasion use them.

pc86

At the multinational level you never have to actually reshore anything. The corporation buys things, or you take loans at incredibly low interest rates using corporate assets as collateral. Using made up numbers, imagine you take out a $1M loan, you get charged 1% interest, you put up $2M in corporate assets as collateral, and the corporation pays the bill directly.

dh2022

The way money is re-shored is whenever a US President (so far only republican Presidents) decide to give companies a tax holiday. So far Bush and Trump gave such holidays. Which means that corporate treasuries only have to wait for the next Republican president to re-patriate their off-shore cash. During this time corporations usually use debt to service dividend payments, share repurchases, and operating expenses in the US.

https://en.wikipedia.org/wiki/Repatriation_tax_holiday

cyberax

> But for offshoring, I'm clueless as to how manage to "reshore" the money, so to speak, so that you can eventually... Spend it to buy stuff. (Or isn't that the purpose of hiding the money ?)

Why would you reshore the bulk of funds? We're talking about people for whom a couple of million is just spare money.

If you want to buy a company, you just use the offshore funds directly. If you want to buy a major luxury good (a yacht or a jet), you do the same and then just lease/rent it to yourself.

If you _absolutely_ need cash in the US, you can pay yourself dividends and take a hit paying taxes on this amount only.

gabesullice

The authors write that it's "counterintuitive " that in states with low crime and efficient beaurocracies, the uberrich tend to conceal or relocate their wealth more. See:

  "This suggests a counterintuitive result: use of offshore finance is driven not only by negative political conditions such as corruption and lack of civil justice, but by positive conditions, such as regulatory enforcement and civil justice."
But it's not counterintuitive at all. Those people aren't concerned about getting mugged and they're definitely not concerned about how long it takes to get a construction permit in a corrupt country. They're concerned about state-sponsored expropriation.

Given so many of the comments here about tracking the offshore accounts down and confiscating the contents, it's no surprise.

Irrespective of whether their practices are immoral, unethical, unfair, or unjust, they're definitely not counterintuitive.

It's genuinely hard for me to understand how the authors could believe otherwise.

digdugdirk

"State-sponsored expropriation"

So... Taxes?

I'm intrigued as to the framing of your post. You seem to be positing that it's entirely expected and understandable that wealthy individuals in well functioning systems should commit fraud to the detriment of the system that brought them their wealth. That seems counterintuitive to me, at least.

m463

I've noticed some people have gotten into tricky money situations and forever after adopting "I won't let that happen again" mentality.

Lawsuits, divorces, taxes on unrealized income, taxes contested by another state, offshore earning complications, ...

The trauma of giant unexpected bills or losses can make people do ... things.

gabesullice

"So... Taxes?"

If we're talking about wealth not income, then no, not really. We don't usually think of asset seizure as "taxes". In other words, one "taxes" flows (like capital gains and wages) and "siezes" stocks (like bank deposits and equity).

"You seem to be positing that it's entirely expected and understandable"

I wasn't making value judgement, but yes, if you look at it with the assumption these wealthy individuals are cold, calculating, self-interested actors, then it's "expected and understandable" to me.

"That seems counterintuitive to me, at least."

I think you're using "intuitive" as a shorthand for "the way things ought to work in a righteous world", where I find incentives and disincentives to be a more intuitive way of understanding the world.

"wealthy individuals in well functioning systems should commit fraud to the detriment of the system that brought them their wealth"

To be fair, it's not necessarily fraudulent to have offshore accounts or to conceal your identity (it can certainly be depending on the circumstances). Technically I have an "offshore" account, I just happen to be living outside the US and a US citizen. I also use mechanisms to conceal my identity when registering domain names, for example. Is it the same thing, no, but these people might not technically be doing anything illegal.

It isn't necessarily true that those systems "brought them their wealth" either. Plenty of them likely inherited wealth that was accumulated long before the current systems were put in place (granted, it could very well have been accumulated illegitimately 300 years ago).

(Again, I'm not saying any of this is how the world should work, I'm trying to look at the world dispassionately and describe how things seem to be)

At the level of wealth we're discussing, these individuals probably have to think about "diversifying" among nation-states. Instead of worrying about whether to short the tech sector, they're worried about a country being invaded and the new puppet regime deciding to nationalize the hydroelectric dam they financed. Or they may be worrying about whether their country of residence will pass a law that the biggest national telcom must sell the government a majority stake (i.e., their share) at a government-mandated price denominated in an inflating currency... with expert bureaucratic efficiency.

So... no, not really taxes.

layman51

This is so surprising to see research on. It’s also very brave. It’s the kind of investigation that could get a drone or a hitman sent after the investigator.

2OEH8eoCRo0

The elites know they're untouchable so they do nothing.

philipkglass

https://en.wikipedia.org/wiki/Panama_Papers

https://en.wikipedia.org/wiki/Daphne_Caruana_Galizia

Daphne Anne Caruana Galizia (née Vella; 26 August 1964 – 16 October 2017) was a Maltese writer, journalist, blogger and anti-corruption activist, who reported on political events in Malta. She was known internationally for her investigation of the Panama Papers and subsequent assassination by a car bomb. Caruana Galizia focused on investigative journalism, reporting on government corruption, nepotism, patronage, and allegations of money laundering, links between Malta's online gambling industry and organized crime, Malta's citizenship-by-investment scheme, and payments from the government of Azerbaijan. Caruana Galizia's national and international reputation was built on her regular reporting of misconduct by Maltese politicians and politically exposed persons.

v5v3

It's why the Panama papers etc was done by a consortium of journalists. Much safer as killing one journalist or two doesn't make any difference to the end publication.

2OEH8eoCRo0

Shit, forgot about that. Thanks for the reminder.

dylan604

Really? I seem to recall a certain journo that went in a whole person but came out in many smaller pieces. Journos are NOT untouchable.

itsdrewmiller

I don't think they meant "journalists" when they said "elites".

khurs

It's not an investigation naming individuals, it's high level pattern analysis.

No one is going to get killed for this one!

Terr_

I have to say that as an American in 2025, this kind of news hits a little different than it used-to.

In prior years, I didn't have nagging anxieties about people's life savings being arbitrarily frozen/seized as a form of political retribution, or the imposition of China-style capital controls to ensure "patriotic investing."

Before anybody decries that as (still) far-fetched, consider that the federal government forced banks to drain millions from the accounts of states (NY), announced $365,000/yr "fines" on undocumented immigrants, and imposed arbitrary (illegal) import taxes while threatening companies against showing it on the bill.

thephyber

Related book:

_Secrecy World: Inside the Panama Papers Investigation of Illicit Money Networks and the Global Elite_ by Jake Bernstein

khurs

If you are an activist of any kind, it's a good idea to be offshore. A UK Palestinian support group had their account frozen and access to the funds blocked just this week

https://x.com/declassifiedUK/status/1945077503996895319

If you are an activist, have stuff offshore in a country other than the one you campaign in. And Crypto.

IG_Semmelweiss

>>>"cases like Singapore where the government is free of corruption but low on civic participation"

What is 'civic participation' in this context ?

lemoncucumber

Basically this paragraph from https://en.wikipedia.org/wiki/Politics_of_Singapore:

"Singapore has consistently been rated as the least-corrupt country in Asia and amongst the top ten cleanest in the world by Transparency International. The World Bank's governance indicators have also rated Singapore highly on rule of law, control of corruption and government effectiveness. However, it is widely perceived that some aspects of the political process, civil liberties, and political, labour and human rights are lacking. The Economist Intelligence Unit rated Singapore a "flawed democracy" in 2024. Freedom House deemed Singapore "partly free" in 2025, at 48/100 — 19/40 for political rights, 29/60 for civil liberties."

kccqzy

Fewer than expected number of protests and demonstrations.

Uvix

Surely the expected number of protests and demonstrations in a country where you get whipped for doing so is zero?

kccqzy

No caning is not a punishment for protests and demonstrations; that would be ridiculous as they would lose even the perception of free speech as a fundamental liberty. But generally, such protests and demonstrations have a lot of restrictions in place: they need to take place in a specific location (Hong Lim Park), they need to be pre-arranged, they cannot be religiously sensitive, they cannot be about the political issues of a foreign country, and speeches against politicians are often met with libel lawsuits. The only large-scale protests that happened in recent memory are all about same-sex marriage and LGBT rights.

mihaitodor

Brooke Harrington (one of the co-authors of the paper) was interviewed by Sean Carroll for the Mindscape podcast: https://www.preposterousuniverse.com/podcast/2023/05/22/237-.... I was sure this study must’ve come from her group when I saw the title.