Our World in Data
Article
Our World in Data is a recurring publication in the Astral Codex Ten archive, appearing 6 times across 6 issues between August 25, 2021 and July 20, 2023. The archive places it in contexts such as “https://ourworldindata.org/co2-emissions”; “https://ourworldindata.org/economic-growth-since-1950”; “Here are Our World In Data’s projections for US and UK populations”. It most often appears alongside Germany, Japan, United States.
Metadata
- Category: Publications
- Mention count: 6
- Issue count: 6
- First seen: August 25, 2021
- Last seen: July 20, 2023
Appears In
- Carbon Costs Quantified
- Highlights From The Comments On Xi Jinping
- Slightly Against Underpopulation Worries
- Declining Sperm Count: Much More Than You Wanted To Know
- The Question Of Separatism
- Highlights From The Comments On British Economic Decline
Related Pages
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- Germany (4 shared issues)
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- Japan (4 shared issues)
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- United States (4 shared issues)
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- China (3 shared issues)
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- Europe (3 shared issues)
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- US (3 shared issues)
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- Brazil (2 shared issues)
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- Brexit (2 shared issues)
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- Britain (2 shared issues)
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- COVID (2 shared issues)
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- EU (2 shared issues)
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- Foreign Policy (2 shared issues)
External Links
Source Context
Recovered passages from the original issue text. When the raw archive preserved outbound links inside the source passage, they are listed directly under the quote.
36. https://ourworldindata.org/co2-emissions
https://ourworldindata.org/economic-growth-since-1950
Inline links: https://ourworldindata.org/economic-growth-since-1950
Here are Our World In Data’s projections for US and UK populations:
Inline links: Our World In Data’s projections
This is Our World In Data’s map of plastic waste per capita. It’s actually not a bad match for the geography of sperm count decline, though it’s not amazingly perfect either. Pesticides can also be endocrine disruptors. This is a good match for the “Missouri is worst US state” result, and in fact that same study separates Missourians by pesticide exposure. They find that “cases” with lower-than-average sperm concentration have more than twice the blood level of some pesticides than “controls”, p = 0.0007. But this is in a sample of only 50 people, all in Missouri. Two meta-analyses (1, 2) find that 28 of 37 studies investigating a pesticide/sperm count correlation have found significant results, with some of the others only barely missing significance. The usual study designs are: Compare people occupationally exposed to pesticides (eg farmers) with people who aren’t
It was the golden age of technocracy; it was the triumph of high modernism. From now on wealth was assured, because we weren’t blind anymore: we had the curves. And yet — by the 1970s and 1980s, when Jane Jacobs was writing, the theories all stopped working. There was high inflation and high unemployment. People called it stagflation. Keynesian advisers in various governments were devastated: either their ideas were wrong, or they were applying them wrong. Economists such as Milton Friedman, from a rival school of economists called the monetarists or the Chicago school, came to the rescue — but their remedy, Jacobs believes, only made things worse. Whatever governments did to increase employment made inflation worse; whatever they did to attenuate inflation killed employment. The seesaw from the theories was working in application, even though it didn’t explain reality anymore. Stagflation was not supposed to exist, so stagflation could not be fought. At this point we’re near the end of Chapter 1, the densest part of the book. Jacobs has artfully guided us along economic history and laid out the mystery for us. What’s going on? we wonder. How are we supposed to deal with the two-headed monster of stagflation, if all economists are stumped? Then Jacobs, in a masterstroke, flips the whole thing over. I was impressed enough that I would have inserted a spoiler alert here, if it didn’t feel so silly putting a spoiler alert in an essay on economics. Stagflation is not a strange monster from legend. It is, Jacobs says, just the normal state of everything. Backward economies are in fact constantly in a state of stagflation. The prices in a poor country like Portugal or India (her two examples) feel low for an American or Canadian, but they’re high for most Portuguese or Indian people. At the same time, Portugal and India provide too few jobs to their residents. Inflation and unemployment are both perennially high, and none of that feels surprising whatsoever. Stagflation, in short, is just good ol’ poverty. All these fancy economists, from Cantillon in 1700s France to Keynes and Friedman in the 20th century Anglosphere, were thinking and writing about unusual places: rich countries that were undergoing fast economic development. They were making the classic mistake of treating poverty as a mystery and wealth as a given, when in fact poverty is the normal order of things and wealth, when it does occur, is what warrants an explanation. The result is that we don’t really know how to fix the economy of poor countries, nor do we know how to deal with decline in rich countries, whether we call it stagflation or something else. Jacobs derives from this a pretty damning view of macroeconomics. It is to her a science that has failed again and again, each time engulfing the equivalent of billions of dollars in wasted wealth. “We must,” she writes at the close of Chapter 1, “find more realistic and fruitful lines of observation and thought than we have tried to use so far. It is bootless to choose among existing schools of thought. We are on our own.” Fortunately, she has some ideas. II. Nations and the Wealth of Cities The original sin of macroeconomics, Jacobs believe, is to treat sovereign countries, or nations, as the main unit of economic analysis. This error, she claims, goes back to mercantilism, one of the first formal economic policies. Oversimplified, mercantilism states that wealth is synonymous with the amount of gold and silver in a nation’s treasury. This makes nations the main unit of economic analysis by definition. It’s a tautology — and one that was somehow embedded so deep in economic thinking that even the non-mercantilist Adam Smith would eventually choose, for his masterpiece of economic theory, the title An Inquiry into the Nature and Causes of the Wealth of Nations. Today, even though mercantilism has long been obsolete, we perpetuate the same tautology whenever we talk of the Gross Domestic Product or look at the very nice charts from Our World in Data, which for the most part allow only one level of resolution: sovereign countries. Of course, nations are an economically important concept because of that one property: they are sovereign, and therefore they write laws and implement policies that affect the economy. These policies can be productively compared. But that’s about it — for everything else, nations aren’t the right way to think about wealth. One reason is simply that they’re very different from one another: “it affronts common sense,” Jacobs writes, “to think of units as disparate as, say, Singapore and the United States, or Ecuador and the Soviet Union, or the Netherlands and Canada, as economic common denominators.” I would add that countries are arbitrary and changing: when the Soviet Union was replaced by 15 sovereign countries, the economic reality didn’t suddenly reshape itself to match the new borders. Lastly, nations contain, under the hood, many sub-economies that are also highly different from one another. None of that is secret or forbidden knowledge. Everyone has always been aware that New York City, or Milan, are economically very different from rural Mississippi or Sicily. But I find that it’s far easier to think in terms of “the United States” or “Italy,” especially when you’re not from there. Nations are an abstraction of real-life complexity, and are accordingly very tempting to use. Also, they’re often the entities that collect statistics, which is another difficult-to-resist temptation for anyone who likes quantitative data. Cities as Radiators of Economic Forces If nations aren’t the best unit to analyze the economy, what is? This is a Jane Jacobs book, so the answer is obviously going to be cities. Jacobs doesn’t actually give a clear argument why. Maybe that was in her previous book, The Economy of Cities. So far as I can see, her reasoning is, ironically, a bit tautological: “all developing economic life depends on city economies; it depends on them by definition because, wherever economic life is developing, the very process itself creates cities and has probably always done so.” But so far as I can see, this reasoning is correct. Cities concentrate people, and therefore economic life, and therefore economic power. The driving force for all this is a phenomenon that, from what I gather, was discovered by Jacobs when she wrote The Economy of Cities: import replacement. Consider, say, Boston back when it was a tiny settlement, not yet a city, in colonial times. At first, Boston didn’t produce much, especially not much that would be of interest to its main trading partner, London. It exported some natural resources: timber, fish. Whatever else the Bostonians needed, they needed to import it from other cities, again mostly London. (Remember to think of imports and exports in terms of cities, not nations.) For instance, at first, all metal tools in Boston came from European cities, and were paid for by the revenue from selling the timber and fish. Then, one day, some Bostonians decided to build an ironworks and make metal tools themselves. (Pictured: a reconstruction of the Saugus Iron Works, established 1646.) This wasn’t of any interest to London or other European cities. The Bostonians weren’t nearly as good or efficient at making metal tools as Londonians were. So Boston couldn’t export the metal tools back to Europe — but it could use them internally, and also export them to other American cities that were about as poor as Boston was, or poorer. Internally, this meant the spark of a manufacturing economy in Boston, as easily obtained metal parts made it easier for other Bostonians to replace other imports from European cities, and eventually develop a symbiotic network of industries. It also meant that the revenue from fish and timber could be used to import new things, including new innovations from European cities (which would later become opportunities for more import replacement). And because there were customers for Boston-made metal goods in New York and Philadelphia, and eventually Cincinnati and Chicago and Pittsburgh as these cities came into existence, it meant additional revenue for Boston that it could reinvest into developing its production further. For Jacobs, virtually all city development can be seen through the lens of import replacement (which, to be clear, has approximately nothing to do with policies of import substitution industrialization; import replacement is not a policy, but a naturally arising free market phenomenon). Her book contains many other examples than Boston, such as Venice, which started off in the early Middle Ages as a small town that sold salt to Constantinople, but then diversified its production to become one of the wealthiest cities of its time; or Taipei and Kaohsiung, two cities in Taiwan that kickstarted their development not long before the 1980s, by forcing expropriated landlords to invest into local import-replacing businesses. One is reminded of Scott’s review of How Asia Works. Import replacement, then, is what makes cities economically powerful. And this power is so great that it causes ripples in distant places. In fact it is the main reason that anything happens at all in non-city areas. Jacobs gives the example of Bardou, a small village in southern France. Bardou looks like this: To the extent that Bardou ever had an economic life, that life was almost entirely driven by distant cities. In ancient times, the area was populated because of iron mines nearby. The mines were exploited to serve the needs of people in the distant cities of Lugdunum (Lyon), Nemausus (Nîmes), or even Rome. As Jacobs notes, we could say that the mines served “the Roman Empire,” but that would be another example of using the abstraction of sovereign countries when we should instead be specific. It was Lugdunum, Nemausus and Rome that wanted the iron — not some random rural area of the empire, and certainly not the part of the empire in which Bardou was located. Eventually the mines and the region were abandoned. More than 1,000 years later, peasants moved into the area and built the modern village. For centuries they lived a wretchedly poor life of subsistence farming. No cities exerted any influence on it, and indeed nothing happened. Then, in the 19th century, the people of Bardou learned that they could improve their situation by moving to distant cities such as Paris, and most of them did. Again, the force wasn’t being exerted by “France”; Bardou was already part of France. The force was specifically being exerted by Paris and other cities with jobs for poor peasants. By the 1960s, only one old man was left. That’s when two foreign visitors, a German and an American, happened upon the village, decided to buy most of it, revitalized it, and turned it into a tourist spot (and even, for a brief time, into a set for a movie company). Today Bardou is a popular place for travelers — who are mostly city people, and spend money that was mostly earned in cities. The Bardou story contains examples of several of the forces that import-replacing cities radiate, according to Jacobs. These forces are central to her thinking. There are five of them: Markets. Cities house a lot of people who need a lot of goods and services, and are therefore strong markets to sell goods and services to. This was the force that acted on the Bardou area when it was a Roman mining region, and again today when it functions as a tourist spot for city vacationers.
Inline links: Our World in Data, https://substackcdn.com/image/fetch/$s_!zS15!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d533e64-f407-4b05-aea5-5b5a9dbdc7bc_1600x1130.png, import replacement, https://substackcdn.com/image/fetch/$s_!5j2T!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7f2675d9-ce56-4ac5-9b78-a16720269dea_1600x1159.png, import substitution industrialization, Scott’s review of, Bardou, https://substackcdn.com/image/fetch/$s_!RfMs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc119b085-f7b3-4e09-a586-9f4fc4c2ea21_1200x1600.png
Our World in Data historical GDP charts: from Our World in Data’s article on economic growth.
Inline links: article on economic growth
… and we think, thank goodness that Germany is unified now. So much easier to think about! Can you imagine if the Our World in Data charts had to show separate lines for the Electorate of Saxony, the Prince-Bishopric of Augsburg, the Duchy of Brunswick-Lüneburg, and about 1,800 other semi-sovereign states? Can you imagine traveling around if each of them had its own currency? (Fun fact: the List of states in the Holy Roman Empire Wikipedia page doesn’t contain such a list. Instead it points to no less than 28 sub-lists.) Jacobs stops shy of asking, in either book, the question that seems to be the logical continuation of her reasoning: should everything be a city-state? Should we encourage separatism until each inhabited place in the world is either a city or a city region with its own currency? We can hazard a guess as to what her answer would be. She would probably say that there’s no need to upend everything right this moment. Just adopt an attitude of political openness and experimentation. Don’t try to hold together entities that don’t work that well. When separatist sentiment arises somewhere, you can argue it’s a bad idea, but don’t fight it out of emotion such as fear for your nation’s integrity. Eventually, things will settle — the regions that want to be city-states will be, and those that prefer to be united with others, for cultural or economic reasons, will stay that way. Unity has good PR and some genuine advantages, so there will still be plenty of it. But maybe Jane Jacobs never asks this question because she knows it’s irrelevant. We just can’t help fighting for our big countries and supranational unions (like the EU), and too bad if they enter long periods of stagflation until they violently collapse. This might be the right time to mention that her last book, published in 2004, is called Dark Age Ahead. IV. Something to Dislike For Everyone Jane Jacobs’s most famous book is The Death and Life of Great American Cities. She is recognized as perhaps the most influential thinker in urbanism. She is credited with saving Greenwich Village and SoHo in New York City, and helping cancel the Spadina Expressway in Toronto. To this day people organize “Jane’s Walks” as a living memorial to her impact on cities. But Jane Jacobs herself thought that her greatest intellectual contribution was not in city planning, but in economics. She thought that import replacement was her most important discovery, since it explained how wealth expands better than existing macroeconomic theories. She wrote multiple books that were explicitly about economics and was about to write another when she died, Uncovering the Economy. I am not an economist, so I might not be qualified to make a judgment on this matter, but: it seems to me that there’s a discrepancy here. Jacobs is widely seen as a great intellectual, but her economic ideas don’t quite seem mainstream. I’d never heard of import replacement before reading her book. Why not? The null hypothesis is that economists have examined her ideas and simply rejected them. There were some critical academic reviews of Cities and the Wealth of Nations when it came out, and more recently Tyler Cowen expressed his own mild skepticism. Some of the criticism involves the lack of quantitative data in her work, and her failure to think about issues of scale. The most obvious target, of course, is her city obsession: yes, cities are important, but they’re not the only economic phenomenon that matters, some would say. Perhaps Jacobs has overplayed her hand. But there are other possible explanations for the discrepancy. One is that she was a woman and had no credentials, which made it difficult for (mostly male) professionals to take her seriously. We know this was true at the beginning of her career at least. It seems possible that even after she managed to establish herself as an original urban thinker, economists had trouble accepting that she could, with her lack of any college degree, come up with new insights in their field. I doubt that’s really true today, though. We do take Jacobs seriously, and still read all of her books, which is more than we could say about most economists. Instead, I propose that the discrepancy comes from a darker place: in laboring to be comprehensive about cities and economics, she reached conclusions that most people don’t want to be true. No matter your politics, there’ll be something for you to dislike in Jacobs’s work. For example, it’s pretty clear that she didn’t think the European Union was a good idea, so she probably would have supported Brexit. Brexiters might rejoice, except that a lot of them are British nationalists who certainly don’t want Scotland to leave the UK, whereas Jacobs would agree with that. Which would be great news to Scottish independentists — except that if a new separatist movement arose within Scotland, she’d also support that. Jacobs’s ideas and grassroots activism in favor of small-scale, organic urban planning have come to be seen as left-wing — yet her criticism of national welfare programs wouldn’t make her out of place among hardcore right-wingers. Unless those right-wingers were military hawks, in which case they’d find no solace in reading Jacobs on military transactions of decline. Writing during the Cold War, Jacobs criticized the Soviet Union for its incredible centralization of decision-making in Moscow. She rightfully predicted its collapse, making her an ideological ally of the capitalist West, right? Not so, since the United States is also, according to her, too centralized and in the early stages of decay. “Today the Soviet Union and the United States each predicts and anticipates the economic decline of the other,” she writes. “Neither will be disappointed.” Whether she was correct about the US is left as an exercise to the reader. In any case, she did foresee, using her theory on cities, the decline of Japan. This must have been bold in the 1980s at the peak of the Japanese economic miracle, when there was a widespread trope that Japan would soon take over the world. Yet she was right: in 1991, Japan entered its “lost decade,” which soon became two lost decades, and then three. To be fair, she predicted the decline of all large-ish countries, so I wouldn’t mark her as a superforecaster or anything. Still, this puts in perspective the more recent trope that China is going to take over the world. No country, no ideology is safe from Jacobs’s prophecies. Smaller ideologies aren’t spared, either. Effective altruism would probably seem totally mistaken to her, since at its core it promotes an inorganic, top-down transfer of wealth from prosperous cities to poor areas. Progress studies people think that technological innovation will solve economic stagnation, but she would point out how labor-saving equipment so often causes damage when it is introduced to regions that don’t benefit from the other city forces, like the Scottish Highlands or many of her other examples in Colombia, India, or the American South. (This point would deserve an essay of its own, but reading Jacobs has made me a bit more worried about the “AI will take our jobs” thing. It’s clear that new jobs will appear, but when the technology city force from the San Francisco Bay Area reaches distant places with poor economies, which it will very soon thanks to the internet, the effects might not be very pleasant to see.) Overall, the political ideology that might fit Jacobs the best might be… libertarianism? She’s not a big fan of large governments who make big top-down decisions, clearly. Yet I don’t get the feeling that this association fits all that well either. Jacobs doesn’t seem to be anti-government if the government is at the city level. I doubt she would have liked the kind of hyperfragmented world depicted in Snow Crash by Neal Stephenson. I also doubt she’d be impressed by cryptocurrency-backed “cloud cities” or fantasies of charter cities, none of which she would see as real cities in the sense of concentrated pockets of people who start replacing what they import with local production. Jane Jacobs, in sum, was an archetypal accidental moderate. She took one idea very seriously — the idea that cities are fundamental — and explored its ramifications without caring in the slightest if it led to the “wrong” opinions, as her friends in 1980 Toronto must have thought when she wrote about Quebec. I don’t know if she went too far; I’m sure someone more qualified than I am can find flaws in that core idea or any of her other observations. But to me she sounds convincing, and her consistency is frankly admirable. So, to end this review on a more review-y note, go read Jane Jacobs. Her books are a delight, with their elegant arguments and masterfully told anecdotes. Her predictions often take an air of doom, but she is also an optimist who offers constructive ways forward. She sets an example for all of us who care about getting the details right, no matter the credentialed experts, the current political climate, or the great theories of the past. Image credits Cities and the Wealth of Nations book cover: from Amazon.
Inline links: List of states in the Holy Roman Empire, https://substackcdn.com/image/fetch/$s_!gyMq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc388f24-009c-42ee-adca-9d5c50faaa66_932x190.png, academic, reviews, expressed, Japan would soon take over the world, fantasies, of, charter, cities, accidental moderate, https://substackcdn.com/image/fetch/$s_!r8Rb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60621c76-b34b-4e10-b272-394480443e1b_1600x1066.png, Amazon
Source: Our World In Data Or between 2010 and today: I prefer the Our World In Data graphs since they let you clearly show relative growth, but they only go up to 2018. A World Bank graph requires a little more interpretation, but goes up to 2022: Source: World Bank. Britain is the thick blue line. …and it also shows UK growth being about average. So what’s going on? I asked about this in an Open Thread. Here were some of your responses. Eric Rall writes: There are two different ways of calculating real GDP per capita in an international context, both of which involve converting local currency to dollars and then inflation-adjusting the dollars based on the US's GDP deflator. One uses market exchange rates, while the other uses "Purchasing Power Parity", attempting to optimize the GDP figure as a proxy for standard-of-living by using local prices for equivalent goods and services as the currency conversion factor. For Brexit-related and COVID-related reasons, the relationship between PPP and market exchange rates for Britain have been highly unstable in the period in question: exchange rates have been very volatile (ranging from US$1.08 to US$1.40 per £1.00), and tariffs and COVID disruption have both radically changed the availability and prices of imported goods. Looking at either the PPP or market exchange rate numbers, everyone took a big hit in 2020, while Britain appears to have taken a deeper hit than France and the overall OECD average (the two control groups I picked off the top of my head). The big difference is that in market exchange rate terms, the recovery looks proportionate to the decline (i.e. Britain fell more, but also recovered proportionately faster so as to bounce back to approximately 2019 levels in 2022 the same as France and OECD): (source) But in PPP terms, the UK has recovered at the same rate as France and OECD and thus appears to have permanently (so far) lost ground in standard of living relative to other countries. UK was also growing more slowly in PPP terms between 2015 and 2019 than France, but about the same as the OECD average: (source) Putting some numbers on the second graph: Just before COVID, Britain had 106% the average OECD GDP
Inline links: Our World In Data, https://substackcdn.com/image/fetch/$s_!V5Hz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c58e9b6-9edd-4021-83dc-df0de003eca1_1165x723.png, https://substackcdn.com/image/fetch/$s_!3fAl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cffb938-e8c2-45b1-9ad2-fe575666403b_811x632.png, World Bank, asked about this in an Open Thread, writes, https://substackcdn.com/image/fetch/$s_!ctPl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F168f87c7-e9e0-45f8-901c-dd418f541b57_800x617.png, source, https://substackcdn.com/image/fetch/$s_!AqdU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faae66a91-fc33-43e0-90b9-2ec1a41d5dc8_790x627.png, source
(source) This isn’t the world’s most readable graph, but it suggests UK was no stricter than lots of other places.
Inline links: source
Stagnating UK productivity (source) Smith writes: