I podcast on Spain and Latin America
With Rasheed Griffith and Diego Sanchez de la Cruz. Here is one excerpt:
Rasheed: Tyler, if El Salvador were to become a success story, what would it likely be a success at first? Manufacturing, migratory investment, investment tourism, or something more unusual? Because those typical answers feel like maybe they have missed the boat.
Tyler: I think El Salvador has turned itself into a very safe country which is great news. I think you and I both saw that when we were there. I think under all scenarios they have a very hard time becoming much richer. So I don’t think it’s manufacturing through no fault of their own. But most of the world is de-industrializing. So manufacturing is not a source of growing employment due to automation. But there’s other issues for Central America such as scale and the cost of electricity. El Salvador is not the best in Latin America for either of those compared say to Northern Mexico. So I don’t see what its relative advantage is. And it’s just a small place.
I checked with ChatGPT. one estimate places about third of the population, living in the United States on average. That’s probably the more ambitious one third. So there’s considerable brain drain. I do think in terms of levels they can do much more with tourism. They have an entire Pacific Coast which is quite underdeveloped, and could be developed very fruitfully. Sell condominiums, have people do more surfing. Try to have something a bit more like the next Acapulco, but even there you’re competing against Cancun among other locations and it will boost their level but it won’t be a permanently higher rate of growth.
And that’s the case with many touristic developments. They don’t self compound forever and give you many other productivity improvements. So I expect El Salvador to do much better but I know a lot of people who read Bukele on social media and they think it’s about to be the next Singapore or something and I just don’t know how they’re gonna do that under really any scenario. I do think it will improve and they’ll get more foreign investment and more tourism.
Rasheed: How much is “much better”? That’s doing a lot of work there.
Tyler: When you look at the Pacific Coast and you and I sat right next to the water [it could develop much more]. So that could create quite a few jobs. But in the longer term steady state I think they’ll have a hard time averaging more than 2% growth. So they can attach themselves more closely to the US economy. They use the dollar and let’s just assume their governance does not go crazy. That’s another risk right? So Bukele or whoever succeeds them could overreach. The checks and balances the constitutional protections there seem quite weak. Another possible risk there that even despite his best efforts the country becomes dangerous again. You look at Costa Rica which had been quite safe and did all the right things, and is larger and has many more resources and that’s now becoming a more dangerous place because it was targeted by external, in some cases Mexican drug traffickers. And that could happen to El Salvador as well. So even if think the current campaign is gonna work forever it doesn’t mean the country stays safe forever. It’s not really in a very safe region. So that’s a side risk which will also keep down foreign investment. I don’t know, I’m I am definitely seeing the upside but not super duper optimistic there.
Plenty of fresh material, with transcript, recommended.
The Great Forgetting, a continuing series
On Thursday, the Center for American Progress, a prominent left-leaning think tank that often cultivates policy ideas later adopted by the Democratic Party, proposed a two-year freeze on the prices of 24 food items, such as strawberries and ground beef.
Grocers would voluntarily agree to capping the cost of food in exchange for paying lower fees on credit card transactions, according to the proposal, which was written by a group led by Jared Bernstein, who chaired the White House Council of Economic Advisers during Joe Biden’s presidency.
That, in effect, would force credit card companies to absorb the cost of subsidizing food purchases, a highly unusual arrangement. A draft of the proposal said the Federal Reserve could force credit card companies to do so via its regulatory oversight, though that provision was removed after questions from The Washington Post.
It is not clear how else the government might persuade credit card companies to foot the bill, nor how many grocers would agree.
Here is more from The Washington Post. Elsewhere in The Great Forgetting, three Supreme Court Justices seem to have forgotten what the Constitution says.
Friday assorted links
1. Firms are replacing freelancers with AI.
2. General disorder does not seem to be increasing.
3. Fei-Fei Li.
4. India does deepfakes of the dead. It is an interesting question which cultures want this most.
5. Post-patent, future markets in everything? Data, at the very least.
GPT as a Measurement Tool
We present the GABRIEL software package, which uses GPT to quantify attributes in qualitative data (e.g. how “pro innovation” a speech is). GPT is evaluated on classification and attribute rating performance against 1000+ human annotated tasks across a range of topics and data. We find that GPT as a measurement tool is accurate across domains and generally indistinguishable from human evaluators. Our evidence indicates that labeling results do not depend on the exact prompting strategy used, and that GPT is not relying on training data contamination or inferring attributes from other attributes. We showcase the possibilities of GABRIEL by quantifying novel and granular trends in Congressional remarks, social media toxicity, and county-level school curricula. We then apply GABRIEL to study the history of tech adoption, using it to assemble a novel dataset of 37,000 technologies. Our analysis documents a tenfold decline of time lags from invention to adoption over the industrial age, from ~50 years to ~5 years today. We quantify the increasing dominance of companies and the U.S. in innovation, alongside characteristics that explain whether a technology will be adopted slowly or speedily.
That is from a new NBER working paper by .
Brazil facts of the day
Pensions cost the government 10% of GDP. If no reforms are made by 2050, Brazil will spend more on pensions as a share of GDP than many richer and greyer countries… Though Brazil’s share of young people is similar to that in Chile or Mexico, its pension spending is already at Japan’s level. That is despite a modest reform in 2019 that introduced a minimum retirement age. The population is ageing rapidly. Without reform, its social-security deficit, or the shortfall between contributions and payments, is set to rise from 2% of GDP today to over 16% by 2060.
Brazil’s courts cost 1.3% of GDP —the second-most expensive in the world—mostly because of generous pensions. The typical soldier retires before turning 55 on a pension equivalent to their full salary.
Here is more from The Economist. By the way, Brazil cannot change its pension system without amending the constitution.
Why don’t American companies hire more in Canada?
In the specific sector I work in (previously law and now tech), I am surprised by how few US companies hire in Canada. The Canadians I know in these fields are typically on par with the Americans, but doing the same work at half the price. This superficially looks like an economic puzzle: with no timezone difference, language barrier, or cultural friction, why would American companies not hire the much cheaper Canadians? I believe the answer brings together everything I’ve touched on in this essay. The reason is legibility. There aren’t enough Canadians with resumes that American hiring algorithms recognize. If an American tech company uses “Previously worked at a company like Amazon” as a filter, a software engineer from RBC, despite being equally talented, does not pass the filter. If Canada wanted to see more of its citizens hired by US companies, the strategy shouldn’t be better education or training. It should be subsidizing large US companies to open offices in Canada, purely to brand candidates as “Amazon Product Managers.” Because once they have the badge, the market will finally see them.
Here is more from Daniel Frank, note the post covers some quite different issues, all related to talent. Via Watt.
Wuthering Heights, the movie
I liked it very much, noting it is not one for the purists. The visuals and soundtrack added to the general passionate feel. I can recommend the Jonathan Bate review and the Louise Perry review (WSJ). The other version of this movie I can recommend is the Luis Buñuel Mexican interpretation, also full of passion and that poor pig. At its heart, this is a very Mexican story and no way should it be done in a Masterpiece Theater kind of style.
Colin McGinn’s “My Honest Views”
I think David Lewis was off his rocker, I think Donald Davidson was far too impressed by elementary logic and decision theory, I think Willard Quine was a mediocre logician with some philosophical side-interests, I think Daniel Dennett never understood philosophy, I think Michael Dummett was a dimwit outside of his narrow specializations, I think P.F. Strawson struggled to understand much of philosophy, I think Gilbert Ryle was a classicist who wanted philosophy gone by any means necessary, I think Gareth Evans had no philosophical depth, I think John Searle was a philosophical lightweight, I think Jerry Fodor had no idea about philosophy and didn’t care, I think Saul Kripke was a mathematician with a passing interest in certain limited areas of philosophy, I think Hilary Putnam was a scientist-linguist who found philosophy incomprehensible, I think Ludwig Wittgenstein was a philosophical ignoramus too arrogant to learn some history, I think Bertrand Russell was only interested in skepticism, I think Gottlob Frege was a middling mathematician with no other philosophical interests, I think the positivists were well-meaning idiots, I think Edmund Husserl had no interest in anything outside his own consciousness, I think Martin Heidegger and John-Paul Sartre were mainly psychological politicians, I think John Austin was a scientifically illiterate language student, I think Noam Chomsky was neither a professional linguist nor a philosopher nor a psychologist but some sort of uneasy combination, I think the vast majority of current philosophers have no idea what philosophy is about and struggle to come to terms with it, I think philosophy has been a shambles since Descartes, I think Plato and Aristotle were philosophical preschoolers, I think no one has ever really grasped the nature of philosophical problems, I think the human brain is a hotbed of bad philosophy (and that is its great glory).
Here is the link, via The Browser. My honest view is that he is worrying too much about other people, and not enough about issues.
Thursday assorted links
India AI Data MCP
The Government of India’s Ministry of Statistics and Program Implementation has created an impressive Model Context Protocol (MCP) to connect AI’s to Indian datasets. An AI connected to data via an MCP essentially knows the entire codebook and can make use of the data like an expert. Once connected one can query the data in natural language and quickly create graphs and statistical analysis. I connected Claude to the MCP and created an elegant dashboard with data from India’s Annual Survey of Industries. Check it out.
My excellent Conversation with Joe Studwell
Here is the audio, video, and transcript. The conversation is based around Joe’s new and very good book How Africa Works: Success and Failure in the World’s Last Developmental Frontier. Here is part of the episode summary:
Tyler and Joe explore whether population density actually solves development, which African countries are likely to achieve stable growth, whether Africa has a manufacturing future, why state infrastructure projects decay while farmer-led irrigation thrives, what progress looks like in education and public health, whether charter cities or special economic zones can work, and how permanent Africa’s colonial borders really are. After testing Joe’s optimism about Africa, Tyler shifts back to Asia: what Japan and South Korea will do about depopulation, why industrial policy worked in East Asia but failed in India and Brazil, what went wrong in Thailand, and what Joe will tackle next.
Excerpt:
COWEN: Does Africa have a manufacturing future? Is robotics coming, AI, possibly some reshoring?
STUDWELL: Yes. I believe that Africa does have a manufacturing future.
COWEN: But making what? And at what cost of energy?
STUDWELL: They will start, as everybody does, producing garments, producing textiles, which in certain enclaves is already going on in Madagascar, in Lasutu, in Morocco, and they’ll move on to other things. They’ll start with those things because they are the most labor cost-sensitive products.
Africa is now in a position where — depending on which state you’re looking at, and taking China as a reference point — the cost of labor is now between a half and one-tenth of what it is in China. Factory labor is now around $600 a month at its cheapest. In a country like Ethiopia or Madagascar, it’s $60 or $65 a month. So, it’s a 10th of the cost, and that’s already beginning to have a bit of effect, often with Chinese firms moving production to Africa.
So, I think there is a future for manufacturing. It will depend on the extent to which African governments understand that you don’t really move forward fast for very long without manufacturing, that every developed country — apart from a few petro states and financial centers — has gone through a manufacturing phase of development. It depends on the extent to which African governments engage with that, but some, without doubt, will.
The Ethiopians, for instance, have already attempted to do that. What they’re trying to do has been somewhat derailed by the two-year civil war that took place from 2020, but they’re back on it now, and they’re trying to move forward.
The idea that robotics and AI are going to change the story I personally do not buy, principally for two reasons. One is the cost reason, because whenever people talk about what’s happening with robotics, no one ever talks about the cost of robots. In garmenting, for instance, even a basic robot will cost you in excess of $100,000, and you pay the cost upfront, and you’ve then paid that, whether there’s demand for your products or not. Also, in garmenting and in textiles, robots don’t work very well because they can’t work with material very well. They’re much better at working with solid things.
So, you’ve spent $100,000 for a robot when you can go out in somewhere like Tana in Madagascar and get another skilled — because they’ve been doing it now for 20 years — garmenting employee for $60 or $65 to make the new order that you just got. And if the order doesn’t come through, you can sack them. You see what I’m saying? There’s a point about the cost of robotics.
COWEN: But think of automation more generally — it’s not that expensive. Most countries are de-industrializing. Even South Africa has been de-industrializing for a while, and China maybe has peaked out at industrialization, measured in terms of employment. It’s hard to trust their numbers. But maybe just everywhere is going to deindustrialize, and that will be very bad for Africa.
STUDWELL: I don’t think so. I think South Africa is deindustrializing because the ANC has followed a hyper-liberal approach to economic policy. I don’t think the ANC has ever really understood economic policy, frankly, so South Africa is an outlier in that respect. There are many other states in Africa, whether Nigeria or Ethiopia, which understand they’ve got to have a manufacturing future and intend to pursue one.
Then, as I was saying, the other point is, what people miss is the flexibility with robotics and AI. There’s very limited flexibility with robotic and automated production. When demand goes up, you can’t just stick in more robots, but when demand goes up in a people-operated factory, where the cost of labor is low, you can stick in more people and produce more.
Just one example: during COVID, when everybody was having home deliveries of supermarket goods, the price of a UK firm called Ocado, which runs a supermarket, but was also developing the software and consulting around building blind warehouses went up through the roof, but now it’s down through the floor.
And only last week, Kroger supermarket in the US said, “We’re closing five of these super-modern blind warehouses.” And the reason, fundamentally, is because they lack the flexibility that human labor brings to the job. So, I’m not saying that robots, automation, and AI are not important. They are important. What I am saying is that they are not going to derail a manufacturing future for a number of African countries that aggressively pursue it.
COWEN: But there’re a lot of developing nations around the world — you could look at India, you could look at Pakistan, even Thailand — where manufacturing has not taken off the way one might have wanted. There’re just major forces operating against it. And in the US, manufacturing employment was once 37 percent of the workforce; now it’s 7 percent to 8 percent.
It just seems like it’s swimming upstream for Africa — which again, has quite expensive energy — to think it will do that well. And again, South Africa had very good technology, pretty high state capacity. I don’t see the alternate world state where a wiser ANC would have made that work.
STUDWELL: Well, oddly enough, before the end of Apartheid, the manufacturing performance of South Africa was really not bad at all, with classic industrial policy, quite high levels of protection, and so forth. I think that demand for manufactured goods will continue to be high around the world, and the labor cost will continue to be a prime determinant of where producers go for low value-added goods. So, I think that the opportunity is there for African countries.
COWEN: But say there’re transportation costs internally, energy costs, political order uncertainty. Where’s the place where people really want to put all these manufacturing firms?
Interesting throughout, recommended.
Germany projection of the day
Germany’s population is projected to shrink by nearly 5 per cent within 25 years — a significantly steeper decline than previously forecast, according to an Ifo study.
The German economic think-tank on Tuesday revised its forecast for a 1 per cent population decline by 2050 to nearly 5 per cent — a drop that would leave Germany with its smallest population since 1990. The revision is based on updated figures from the country’s statistical office.
“Demographic change will have significant effects on all areas of the economy and society,” Ifo economist Joachim Ragnitz warned in the study.
Here is more from the FT.
The mainstream view
Multiple studies have either shown that smartphone and social media use among teens has minimal effects on their mental health or none at all. As a 2024 review published by an American Psychological Association journal put it: “There is no evidence that time spent on social media is correlated with adolescent mental health problems.”
And this:
Advocates of bans compare social media to alcohol or tobacco, where the harms are indisputable and the benefits are minimal. But the internet, including social media, is more analogous to books, magazines or television. I may not want my sons watching “The Texas Chain Saw Massacre” or reading “Fifty Shades of Grey,” but it would be crazy to ban books and films for kids altogether.
But that is the nature of these social media bans. Australia’s law not only restricted access to platforms such as Instagram and TikTok but also banned kids under 16 from having YouTube, X and Reddit accounts. Even Substack had to modify its practices.
Here is more from the excellent Sam Bowman. And many teens make money through “digital side hustles,” in this day and age that is what a teenage job often means.
Wednesday assorted links
2. Richard Ngo on educational signaling theories.
3. “There is no secular alternative. There has never been one.”
5. Dominicans vs. Franciscans.
7. Is Europe’s problem labor law?
8. Arbitrage in Singaporean aunties? The country is getting more interesting again.
The Cassidy Report on the FDA
Senator Bill Cassidy (R-La.) released a new report on how to modernize the FDA. It has some good material.
… FDA’s process for reviewing new products can be an unpredictable “black box.” FDA teams can differ greatly in the extent to which they require testing or impose standards that are not calibrated to the relevant risks. The perceived disconnect between the forward leaning rhetoric and thought leadership of senior FDA officials and cautious reviewer practice creates further unpredictability. This uncertainty dampens investment and increases the time it takes for patients to receive new therapies.
Companies report that they face a “reviewer lottery,” where critical questions hinge on the approach of a small number of individuals at FDA. Some FDA review teams are creative and forward-leaning, helping developers design programs and overcome obstacles to get needed products to patients, without cutting corners. FDA’s Oncology Center of Excellence (OCE), for example, is repeatedly identified as a model for providing predictable yet flexible options for bringing new drugs to cancer patients. OCE is now a dialogue-based regulatory paradigm that has facilitated efforts by academia, industry, the National Institutes of Health (NIH), and others to develop new cancer therapies and launch innovative programs and pilots like Project Orbis, RealTime Oncology Review.
That’s quite right. In my report with DiMasi and Milne, we show that review times vary markedly within the FDA, across divisions, without clear cause. Put aside the big questions of FDA or no FDA–scaling the practices of the better-performing divisions would likely yield large gains.
Mike Doherty further asks the AI what Alex Tabarrok would think of the Cassidy report. It replies:
Strongest features: It correctly diagnoses FDA as a bottleneck to innovation, emphasizes “least burdensome” evidence, calls for streamlined pathways (505(b)(2)-style for biologics, biosimilar simplification), and worries about U.S. losing early-phase trials to other countries. This is very much in Tabarrok’s wheelhouse: regulation as a hidden tax on innovation and growth.
Weakest features: It rarely quantifies tradeoffs, almost never confronts the “invisible graveyard” of patients who never see therapies because of delay, and treats reforms as marginal tweaks rather than testing fundamentally different regulatory models (e.g., insurance-based approval, private certification, or sunset/experimentation with parallel regimes).
If you imagine this as a draft memo handed to Tabarrok, he’d likely say: “Good directionally; now add 50% more economics, 50% more quantification, and 100% more willingness to experiment with institutional competition.”
Yeah, pretty good.
Addendum: In other FDA news see also Adam Kroetsch on Will Bayesian Statistics Transform Trials?
Addendum 2: FDA has now agreed to review Moderna’s flu vaccine which is good although the course reversal obviously speaks to the unpredictability of the FDA.