Astral Codex Ten

Caplan

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Caplan

Article

Caplan is a recurring person in the Astral Codex Ten archive, appearing 5 times across 5 issues between June 24, 2022 and June 27, 2025. The archive places it in contexts such as “an excellent interview with Caplan”; “35: Samstack contra Caplan on educational signaling”; “Right: my position, “rounded off” to Caplan’s position”. It most often appears alongside Bryan Caplan, Scott, Brazil.

Metadata

  • Category: People
  • Mention count: 5
  • Issue count: 5
  • First seen: June 24, 2022
  • Last seen: June 27, 2025

Appears In

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.

Your Book Review: Public Choice Theory And The Illusion Of Grand Strategy
June 24, 2022 · Original source
The press should include Tetlock’s superforecasting/prediction markets when reporting the forecasts by the military and national security bureaucracy at public interviews, official reports, and congressional testimony 7. Conclusion And Further Readings Gordon Tullock, one of the founding fathers of public choice theory who coined “rent-seeking”, has always wished for a book like this, and now it exists. It is clear to me that Hanania’s public choice model should usurp the conventional unitary actor model, and any scholar who insists on American grand strategy is deluding themselves. The book hasn’t been reviewed by mainstream outlets (which probably only reviews “pop” nonfiction), but have been unanimously praised by scholars in adjacent fields: Steven Pinker praised it as “cynical but probably accurate”; Robin Hanson was “quite impressed”, Byran Caplan, whose work The Myth of the Rational Voter was cited extensively by Hanania, praised it as “eye-opening”; Tyler Cowen praised the book as impressive in spite of finding Hanania’s view to be more sceptical than his own — a sentiment I share after reading about the East Asian economic miracle (the greatest anti-poverty program in history) facilitated by American intervention in How Asia Works (another contrarian economics-related work I’ve reviewed). Russian Invasion of Ukraine At the time of writing, Russia is invading Ukraine, so it is interesting to see how well the public choice model’s predictions fit. Indeed, the unitary actor model can describe autocratic states to some degree — to understand Russia we only have to get into the head of Putin (the model still falls short in accounting for the oligarchs who run the mafia state). Ukraine is central to Putin’s ideology and subjectively important to Russian society, and the desire to obliterate and absorb the nation of Ukraine far predates the history of NATO (see also Adam Tooze’s excellent essay on understanding Russia as a strategic petrostate). As Hanania writes on his Substack (worthy of your subscription, by the way)4: We know what the Russians want. They have made clear, openly and consistently, that they do not want NATO to keep expanding. When it became apparent in December that an invasion was on the table, the US started a diplomatic process that has involved trying to work out concessions on other things, while refusing to take NATO membership for Ukraine off the table. Putin has become Satan in liberal imagination, and when it comes to the culture war, the emotional response is overwhelming. Hanania writes: Brexit, Trump, and the rise of Orban and other right-wing populists in Europe have helped solidify a narrative in which Russian hackers and influence operations are behind everything liberal elites find distasteful, from opposition to Syrian refugees to bans on Critical Race Theory. Here’s a website laying out all the things Russia has been accused of “weaponizing” in the media, including dolphins, federalism, and the weather. The details of debates surrounding the wisdom of NATO expansion and whether Ukraine actually matters to the United States are lost in the larger story, as emotional denunciations of Putin as the source of all anti-democratic activity drives attitudes and policies. Inconvenient facts are ignored because it’s not really about “democracy,” “international law,” or any of the other words they use to obscure the fact that it’s culture wars all the way down. And the Western response is driven by extreme public outcry to an unprecedented extent: It’s all a competition to see who can signal “I hate Putin” the most, but Germany was still shutting down all its nuclear power plants to rely on Russian gas despite warnings from every other EU state (Russia accounts for 40% of Europe’s gas imports) — so much for grand strategy. That is not to excuse Putin’s invasion (he is, after all, the aggressor) and no, Ukraine is not “the West’s fault” as Mearsheimer has claimed in his viral lecture, but “NATO’s door remains open” for me and “we're going to start WW3 because you're in my sphere of influence” for thee is no grand strategy at all. Indeed, the irrational Western response is not predictable by the unitary actor model, but by the public choice model. Hanania writes: If you were going to cut Russia off from SWIFT, for example, why wouldn’t you announce it beforehand? The whole point of a punishment like that is supposed to be its deterrent effect, but if you don’t communicate that a specific action will happen, then it can’t influence behaviour. The answer here seems to be a lack of grand strategy, with leaders responding to events according to emotion and public relations more than anything. Cutting off SWIFT, or even threatening to do so, seems extreme before an invasion occurs, but not after it has begun. The West cannot rely on sanctions to make Russia abandon its core national security interests, which at the very least include a no-NATO commitment, the acceptance of the secession of Donetsk and Luhansk, and the recognition of the annexation of Crimea. Sanctions will also push Putin closer to Beijing, and the US will continue down the self-defeating path of alienating both of the other two superpowers — so much for American grand strategy. Hanania writes: Even if Putin has maximalist aims at this point, that doesn’t mean sanctions are worth doing. Their costs are high and they may have major consequences for the global economy. One has to consider the possibility that they make Russia more repressive at home and more brutal in its persecution of the war. Putin is getting sanctioned, but ordinary Russians are getting cancelled. The Metropolitan Opera of New York has announced it will no longer stage performers who have supported Russian President Vladimir Putin. Carnegie Hall has done the same, and the Royal Opera House in London is cancelling a planned Bolshoi Ballet residency (one of the oldest and most prestigious ballet companies in the world). Eurovision banned Russia. Tchaikovsky is cancelled. As Tyler Cowen writes, cancel culture against Russians is the new McCarthyism. The culture war has morphed into a hyperreal form on the Internet. Just as COVID is the first pandemic in the Age of Twitter, so the Ukraine invasion is, in some sense, the first war in the Age of Twitter. As it unfolds, we are seeing many disturbing parallels to the events of early 2020. People are rapidly normalising once-fringe ideas like a NATO-enforced no-fly zone (while completely oblivious to the fact that it means shooting down Russian planes and causing WW3), direct US conflict with Russia, regime change in Moscow, and even, incredibly, the use of nuclear weapons. The overnight flips on German defence spending and SWIFT are like the overturning of conventional public health policies on masking and lockdowns. We have entered the age of shitpost diplomacy, as coined by Tanner Green, in which the official Twitter account of the US Embassy in Kiev literally posts memes to spite Putin: A Russian sixth-grader could explain why celebrating the glories of Kievan Rus does not subvert Putin’s claims about the history of the Russian nation so much as reinforce them. Just like Hong Kong’s protests, Ukraine has won the meme war with utterly lopsided propaganda and unanimous international support on the Internet. As Yoshimi writes: Floating ghostlike above it is our war, the myth of the ‘Ghost of Kyiv’, ace MIG-29 pilot who has apparently shot down six Russian planes, or the legend of the Ukrainian soldiers defending an island outpost who replied “Russian warship go fuck yourselves” to a surrender offer and may or may not have died heroically, or two Russian II-76 transport aircraft that maybe were shot down near Kiev, or videos of air strikes or dead bodies which variously are Russian or Ukrainian until they turn out to be from Gaza six years ago, or the viral video of an old Ukrainian woman telling off a Russian soldier by offering him sunflower seeds so when he dies, sunflowers (Ukraine’s national flowers) will sprout from the soil. We’re raising funds for the Ukrainian army on crowdfunding apps and giving advice to the civilians being handed assault weapons about how to disable tanks, sharing weird homophobic pictures of Putin as a gay icon and spamming Russian government posts. Ukrainian president Volodymyr Zelensky has made the decision to stay and fight rather than flee like most would-be leaders who go all in for American foreign policy, and now is being deified by us as “badass”, “a true leader”, etc. etc., alongside his people, whose resistance to authoritarianism we are told is unparalleled in the modern world. After all, so it goes, who could be next? And like in Hong Kong, despite winning the culture war in hyperreality, the actual war in reality is won by the side with overwhelming military might, not morality. The real war is where Ukrainians are experiencing the genuine life-shattering effects of military conflict. It matters because this is the first time Western response is driven by Twitter outcry, and it will not be the last. A New EA Cause? Besides Hanania’s recommendations in the last section (which he admits are more or less impossible in an excellent interview with Caplan), a worthy EA priority might be to somehow turn the public tide on sanctions, which literally kill more people than Putin. Americans should be appalled by the atrocity committed in their names. The banality of the incompetence of foreign policy elites does not excuse their evil. With how entrenched the special interests are, I have no idea if it’s even worth trying, but at the very least the sheer amount of suffering and death from sanctions should be made common knowledge. Nuclear security is one of the top priorities in Effective Altruism, per 80,000 Hours, Future of Life Institute, and Our World In Data. Toby Orb, who wrote the definitive book on existential risk, The Precipice, estimates x-risk from nuclear war to be ~1 in 1000 in the next century. Luisa Rodriguez estimates a 1.1% chance of nuclear war each year and that the chances of a US-Russia nuclear war may be in the ballpark of 0.38% per year; summarised by Max Roser as: Nuclear risk is neglected by the public because of Pax Americana since the collapse of the USSR, and is not discussed as often in EA as it’s thought to be relatively well-funded and mainstream, but in fact major donors like the MacArthur Foundation have been withdrawing funding. As Joan Rohling details in an 80,000 Hours podcast there is much to be done, especially when Ukraine gave up their nuclear arsenal in 1994 in exchange for Russia’s promise to never threaten or use military force against them. A worthwhile adjacent cause area might be de-escalation of public outcry to reduce x-risk from nuclear war beyond just regular anti-proliferation efforts — even a Russian specialist from the RAND Corporation is surprised by how much public outrage is driving policy: Even just the pace of the sanctions: we went to 11 out of 10 in like two days — farther than many expected we’d ever get in short order. And I think the same is true about these military assistance initiatives. We’re just trying to do something because there’s a public demand for action. So that’s what worries me, that the sort of public outrage that’s being channeled in Western democracies through political systems could result in decisions that prove ultimately unwise. Despite how odd it is that some wars are “legal” while others aren’t, we should be glad UNSC exists as much as everyone laughs at how useless the rest of the UN is. All is fair in love and war, but international norms is all that stands between us and nuclear annihilation. It is hard to emphasise just how delusional it is for the public to fixate on no-fly zones — I, like Scott, am surprised we’re still capable of jingoism. 80,000 Hours has updated their top career recommendations to include China specialist to improve China-Western coordination on global catastrophic risk, which seems more important after reading how irrational and captured the American foreign policy apparatus is. As Hanania writes, “great power competition” is an anachronism. If Ukraine is the first war warped by hyperreality, it won’t be the last. Now that US foreign policy elites have driven Putin into the arms of China, let’s hope IR specialists can imbibe the public choice model instead of antagonising yet another nuclear rival. Public Choice Theory and the Illusion of Grand Strategy is an important work because it raises the sanity waterline, which at the least should make us stop killing millions for no reason, and at the most should make the human race more knowledgeable of how to prevent total extinction from nuclear armageddon. Pax Americana is dead, but a multipolar world will be more humane. Endnotes In the fiscal year 2018, the top five government contractors were all weapons manufacturers, with Lockheed Martin in first place at $40.6 billion. The Department of Defence spent $358 billion on contracting, ten times higher than second place Department of Energy. Collective action problems that stop a bunch of smaller companies from effectively influencing policy are no hindrance for companies like Lockheed Martin.
Inline links: Gordon Tullock, cynical but probably accurate, Robin Hanson, The Myth of the Rational Voter, eye-opening, impressive, reviewed, predates, essay, writes, website, public outcry, https://substackcdn.com/image/fetch/$s_!R3g3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F693f0593-7460-4fb0-bc4a-e185cf6f0e06_964x506.png, not, viral lecture, NATO’s door remains open, we're going to start WW3 because you're in my sphere of influence, writes, writes, cancelled, banned, cancelled, writes,, German defence spending, shitpost diplomacy, posts, https://substackcdn.com/image/fetch/$s_!j4gR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F3c5db00c-e420-4b54-b826-b85d9ddf186d_900x647.png, writes, interview, 80,000 Hours, Future of Life Institute, Our World In Data, The Precipice, ~1 in 1000, estimates, summarised, https://substackcdn.com/image/fetch/$s_!PRc2!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2Fe90b1bb5-d84b-45dc-b9fa-2edddbf6b9fa_1600x1006.png, Pax Americana, MacArthur Foundation, details, gave up, surprised, Scott, jingoism, China specialist, captured, writes, the sanity waterline, a multipolar world will be more humane
A Russian sixth-grader could explain why celebrating the glories of Kievan Rus does not subvert Putin’s claims about the history of the Russian nation so much as reinforce them. Just like Hong Kong’s protests, Ukraine has won the meme war with utterly lopsided propaganda and unanimous international support on the Internet. As Yoshimi writes: Floating ghostlike above it is our war, the myth of the ‘Ghost of Kyiv’, ace MIG-29 pilot who has apparently shot down six Russian planes, or the legend of the Ukrainian soldiers defending an island outpost who replied “Russian warship go fuck yourselves” to a surrender offer and may or may not have died heroically, or two Russian II-76 transport aircraft that maybe were shot down near Kiev, or videos of air strikes or dead bodies which variously are Russian or Ukrainian until they turn out to be from Gaza six years ago, or the viral video of an old Ukrainian woman telling off a Russian soldier by offering him sunflower seeds so when he dies, sunflowers (Ukraine’s national flowers) will sprout from the soil. We’re raising funds for the Ukrainian army on crowdfunding apps and giving advice to the civilians being handed assault weapons about how to disable tanks, sharing weird homophobic pictures of Putin as a gay icon and spamming Russian government posts. Ukrainian president Volodymyr Zelensky has made the decision to stay and fight rather than flee like most would-be leaders who go all in for American foreign policy, and now is being deified by us as “badass”, “a true leader”, etc. etc., alongside his people, whose resistance to authoritarianism we are told is unparalleled in the modern world. After all, so it goes, who could be next? And like in Hong Kong, despite winning the culture war in hyperreality, the actual war in reality is won by the side with overwhelming military might, not morality. The real war is where Ukrainians are experiencing the genuine life-shattering effects of military conflict. It matters because this is the first time Western response is driven by Twitter outcry, and it will not be the last. A New EA Cause? Besides Hanania’s recommendations in the last section (which he admits are more or less impossible in an excellent interview with Caplan), a worthy EA priority might be to somehow turn the public tide on sanctions, which literally kill more people than Putin. Americans should be appalled by the atrocity committed in their names. The banality of the incompetence of foreign policy elites does not excuse their evil. With how entrenched the special interests are, I have no idea if it’s even worth trying, but at the very least the sheer amount of suffering and death from sanctions should be made common knowledge. Nuclear security is one of the top priorities in Effective Altruism, per 80,000 Hours, Future of Life Institute, and Our World In Data. Toby Orb, who wrote the definitive book on existential risk, The Precipice, estimates x-risk from nuclear war to be ~1 in 1000 in the next century. Luisa Rodriguez estimates a 1.1% chance of nuclear war each year and that the chances of a US-Russia nuclear war may be in the ballpark of 0.38% per year; summarised by Max Roser as: Nuclear risk is neglected by the public because of Pax Americana since the collapse of the USSR, and is not discussed as often in EA as it’s thought to be relatively well-funded and mainstream, but in fact major donors like the MacArthur Foundation have been withdrawing funding. As Joan Rohling details in an 80,000 Hours podcast there is much to be done, especially when Ukraine gave up their nuclear arsenal in 1994 in exchange for Russia’s promise to never threaten or use military force against them. A worthwhile adjacent cause area might be de-escalation of public outcry to reduce x-risk from nuclear war beyond just regular anti-proliferation efforts — even a Russian specialist from the RAND Corporation is surprised by how much public outrage is driving policy: Even just the pace of the sanctions: we went to 11 out of 10 in like two days — farther than many expected we’d ever get in short order. And I think the same is true about these military assistance initiatives. We’re just trying to do something because there’s a public demand for action. So that’s what worries me, that the sort of public outrage that’s being channeled in Western democracies through political systems could result in decisions that prove ultimately unwise. Despite how odd it is that some wars are “legal” while others aren’t, we should be glad UNSC exists as much as everyone laughs at how useless the rest of the UN is. All is fair in love and war, but international norms is all that stands between us and nuclear annihilation. It is hard to emphasise just how delusional it is for the public to fixate on no-fly zones — I, like Scott, am surprised we’re still capable of jingoism. 80,000 Hours has updated their top career recommendations to include China specialist to improve China-Western coordination on global catastrophic risk, which seems more important after reading how irrational and captured the American foreign policy apparatus is. As Hanania writes, “great power competition” is an anachronism. If Ukraine is the first war warped by hyperreality, it won’t be the last. Now that US foreign policy elites have driven Putin into the arms of China, let’s hope IR specialists can imbibe the public choice model instead of antagonising yet another nuclear rival. Public Choice Theory and the Illusion of Grand Strategy is an important work because it raises the sanity waterline, which at the least should make us stop killing millions for no reason, and at the most should make the human race more knowledgeable of how to prevent total extinction from nuclear armageddon. Pax Americana is dead, but a multipolar world will be more humane. Endnotes In the fiscal year 2018, the top five government contractors were all weapons manufacturers, with Lockheed Martin in first place at $40.6 billion. The Department of Defence spent $358 billion on contracting, ten times higher than second place Department of Energy. Collective action problems that stop a bunch of smaller companies from effectively influencing policy are no hindrance for companies like Lockheed Martin.
Inline links: writes, interview, 80,000 Hours, Future of Life Institute, Our World In Data, The Precipice, ~1 in 1000, estimates, summarised, https://substackcdn.com/image/fetch/$s_!PRc2!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2Fe90b1bb5-d84b-45dc-b9fa-2edddbf6b9fa_1600x1006.png, Pax Americana, MacArthur Foundation, details, gave up, surprised, Scott, jingoism, China specialist, captured, writes, the sanity waterline, a multipolar world will be more humane
Links For October
October 12, 2022 · Original source
35: Samstack contra Caplan on educational signaling.
Inline links: Samstack contra Caplan on educational signaling
Sure, Whatever, Let's Try Another Contra Caplan On Mental Illness
June 29, 2023 · Original source
Bryan Caplan thinks he’s debating me about mental illness. He’s not. Sometimes he posts some thoughts he has been having about mental illness, with or without a sentence saying “this is part of my debate with Scott”. Then I write a very long essay explaining why he is wrong. Then he ignores it, and has more thoughts, and again writes them up with “this is part of my debate with Scott”. I would not describe this as debating. Call it unibating, or monobating, or another word ending in -bating which is less polite but as far as I can tell equally appropriate.
Inline links: a very long essay explaining why he is wrong
Although he doesn’t answer my rebuttals, he does diligently respond to various unrelated posts of mine, explaining why they must mean I am secretly admitting he was right all along. When I wrote about the scourge of witches stealing people’s penises, Caplan spun it as me secretly admitting he was right all along about mental illness. Sometimes I feel like this has gone a bit too far - when I announced I had gotten married, Caplan spun it as me secretly admitting he was right all along about mental illness.
Inline links: the scourge of witches stealing people’s penises, spun it as, spun it as
Let it be known to all that I am never secretly admitting Bryan Caplan is right about mental illness. There is no further need to speculate that I am doing this. If you want to know my position vis-a-vis Bryan Caplan and mental illness, you are welcome to read my four thousand word essay on the subject, Contra Contra Contra Caplan On Psych. You will notice that the title clearly telegraphs that it is about Bryan Caplan and mental illness, and that (if you count up the contras) I am against him. If that ever changes, rest assured I will telegraph it in something titled equally clearly.
Inline links: Contra Contra Contra Caplan On Psych
Book Review: Selfish Reasons To Have More Kids
May 15, 2025 · Original source
Bryan Caplan’s Selfish Reasons To Have More Kids is like the Bible. You already know what it says. You’ve already decided whether you believe or not. Do you really have to read it all the way through?
Inline links: Selfish Reasons To Have More Kids
. . . I finally made it to the part on how fun and easy this all was. Caplan’s main argument is: We spend much more time and effort on parenting than our parents and grandparents, because we think the extra effort will make our kids better, happier, and more successful.
Caplan’s most striking statistic is that fathers now spend more time with their kids than mothers did in 1960 - not because gender roles have changed, but because both parents’ workload has been growing in tandem. Equally startling is that mothers spend more time parenting today than in 1960, even though in 1960 they were much more likely to be full-time homemakers.
Your Review: Alpha School
June 27, 2025 · Original source
Why this time might be different: Most promising educational initiatives fail to have impact when expanded beyond their initial studies. Bryan Caplan might argue this is because most education education is just signaling anyway (“The Case Against Education”). He also argues that most parental interventions have no impact (“Selfish Reasons to Have More Kids”) – He claims that how kids turn out is a combination of genetics and non-shared environment (randomness; nothing to do with parenting choices). How can we reconcile Caplan’s buttoned-up data with the idea that the “parenting choice” to educate your kids differently (like with Alpha) might result in different outcomes than would be expected from genetics alone? WHY could Alpha work?
Inline links: The Case Against Education, Selfish Reasons to Have More Kids
They keep the kids motivated so they put in the daily effort and don’t get burned out What Alpha is doing is not rocket science. They are just “following the science” for what has been proven to work, and then designing a school around the best way (or “a way”) to deliver that science - personalized instruction, mastery focus, spaced repetition and incentives. It should not be too surprising that when it all comes together it spits out measurable results. But will it hold? Part Six: A Response to Bryan Caplan "When the data and anecdotes disagree, the anecdotes are usually right. It’s usually not that the data is being miscollected. It’s usually that you’re not measuring the right thing." — Jeff Bezos (on multiple occasions) Not only does Bryan Caplan convincingly argue that education is mostly signalling in his book “The Case Against Education”, he goes even further to pour cold buckets of water on aspirational parents in his book “Selfish Reasons to have more Kids”. In that latter book he makes a compelling case with unimpeachable data that how kids turn out is almost entirely due to their genes plus “non-shared environment” (i.e., random things not having to do with parenting). According to Caplan helicopter-parenting does not hurt your kids, it is just a waste of everyone’s time (and maybe their enjoyment during their childhood). You might be able to influence some of your kids' behavior in the short term, but once they become an adult and move out of your house they will revert to the biases of their genes. As Caplan says, the most important parenting decision you can make that will affect how your kids turn out is your choice of spouse (or more accurately your choice of the genes you use to build your kids). Caplan does put one caveat on his data: range restriction. He admits that all of his adoption studies focus on middle class Americans (and Europeans). He is the first to admit that if you take a baby out of extreme poverty in the developing world and raise him in a middle class American family, he will have better economic outcomes than if you leave him in rural Mauritania (see his “Open Borders” book). He may even grant that moving from the poorest broken families in America to the middle class also may make a difference – since all the data available comes from families who were approved by administrators as acceptable to raise adopted kids. But is the same thing true when you move from the middle of the bell curve to the right? When the Data Set Gets Bigger Raj Chetty’s neighbourhood-impact study cracked the range challenge open. Chetty had access to all IRS filing data for generations. He was able to focus on families with multiple children that moved to significantly different zip codes, and follow those children over extended periods of time. By having millions of data points he could tease apart the impact of moving to a “better” zip code for older vs younger siblings. The younger sibling had the same family environment (and 50% of the same genes), but some number of more years in the “better” neighborhood. Chetty found that better neighborhoods made a difference to long term outcomes. But isn’t the neighborhood where a family lives in a “shared environment”? Clearly some adopted families lived in better neighborhoods than others? Why didn’t Caplan’s adoption studies pick that up? I think part of the answer is noise. Chetty had millions of data points vs hundreds of thousands for the adoption studies. But mostly I think the reason Chetty found this impact while the adoption studies did not is that he was looking for different things. No one took the adoption studies and grouped the zip codes as the relevant input variable. As Bezos says, the data wasn’t miscollected, they were just looking at the wrong things. So what does a good zip code look like? Chetty summarizes a good zip code as: Short commutes
Inline links: Bryan Caplan, The Case Against Education, Selfish Reasons to have more Kids, Open Borders, neighbourhood-impact study
Low single mother rate He summarizes that as a place of “economic connectedness” – where adults are connected to each other and to the broader community. A lack of those five elements are not bad per se, but they are correlated with a community where people are not interacting with each other as much as they are in communities where the metrics are reversed. Chetty frames it that kids are influenced by the other adults in the area they live in. But I have another hypothesis. Rather than: Other parents → Your kids Perhaps the causation runs from: Other parents → You → Your kids Maybe it’s not other parents' style of parenting that is influencing your kids (how?) but rather when you spend time around other parents their parenting style rubs off on you and how you parent your kids. Influence like that will not get picked up in Caplan’s adoption studies (which focus almost on how parent characteristics get passed on to genetic vs adopted children’s characteristics), but it is a potential signal that maybe parenting choices do matter. Maybe we were just looking at the wrong data. Pre-registered Genius Experiment We now have two data sets that don’t contradict directly, but do point to opposing conclusions. It would be great if we could test this with a pre-registered randomized control trial. That is not going to happen in our current culture. But enter Laszlo Polgár, who volunteered his own children as the test subjects. (Scott’s 2017 review of Polgar’s book here) Before his children were born Polgár publicly announced he would raise them to be geniuses. He initially considered training them to be genius artists, writers or mathematicians, but decided those fields were not objective enough. It would be too easy for critics to dismiss his future children’s achievements and “not genius” no matter what they accomplished in those fields. So he chose a field that was considered both “driven by intelligence” that had clear, objective measures: chess. Then he called his shot. By 1989 all three girls received their first “GM norms” (a GM norm is finishing a tournament with a elo score of at least 2600; 27 norms are needed to make grandmaster). Two went on to become grandmasters - the 3rd and 4th women to ever achieve that title. One ranked in the top 100 (all genders) at age 12 – she peaked at #8 in the world. The other became the top-rated woman in the world at age 15. Polgar showed that you could take kids, at least kids with “good enough genes”, and turn them into world champions through the right education methods. One might think this would be “case closed”, but even as the Polgar sisters were achieving these feats people were saying that these girls must have been “naturally gifted”. They clearly had bright parents, but does anyone think that if they had been adopted into a random middle class American household they would have still become chess geniuses? Or world class in anything at all? When Polgar was challenged on exactly that, he wanted to repeat the experiment by adopting a “black child” and doing it again. Unfortunately his wife talked him out of it. Even if he had adopted a child and turned him into a genius, that would just be one data point – it would not show up in Caplan’s adoption studies. It would be a case of the anecdote and the data disagreeing. Which do you choose to believe? Aristocratic Tutoring It would be great if we could find more examples of Polgar’s model. While I could not find any other “called shots”, one could go back and look at the childhoods of geniuses to see if there is anything to find. That is what Erik Hoel did in his series of posts on “Why we stopped making Einsteins” (post 1, post 2, post 3; Scott’s response). Hoel argues persuasively that, when biographies of their childhoods exist, the geniuses of the past were almost all given 1:1 tutoring. There must have been many aristocrats in the past that were given 1:1 tutoring who never amounted to world-class genius, and many world-class geniuses who got there without 1:1 tutoring, but it does seem to put the thumb on the scale. Benjamin Bloom would agree. Benjamin Bloom quantified Polgar’s hunch in 1984, just eight years after Polgar’s last daughter was born. He ran a RCT where some students were taught normally and others given 1:1 tutoring. He found that the average tutored child improved by two standard deviations over the control: “The average tutored student was above 98% of the students in the control class” and “about 90% of the tutored students ... attained the level reached by only the highest 20% [of the control]”. He called his finding the “Bloom’s 2 sigma problem” Why would this discovery of the secret sauce that could turn the average student into a genius be a problem? Because Bloom saw no way to scale it. Clearly we can’t give every kid in the world a personal 1:1 tutor. We had the solution that would revolutionize everything, but it was just too expensive. Where does that leave us? Caplan showed that, within the normal range, nothing you do in education or parenting matters. …But Chetty showed that how (or at least where) your kids are raised can matter. …Polgar showed that intense 1:1 tutoring from a young age can create world-class geniuses …And Bloom showed that 1:1 tutoring can work for almost everyone, improving performance, if not to world-class levels, still two standard deviations above the alternative. Caplan is still mostly right—if you hover in the complacent middle of American schooling. But Chetty hints that context nudges outcomes, Polgár proves that deliberate, early, personalised instruction can manufacture prodigies, and Bloom tells us it lifts the average child by two sigmas. Alpha’s claim is that software‑mediated, 5:1 tutoring narrows that two‑sigma gap for a price mere mortals can (barely) contemplate. Whether that vision survives contact with budgets, regulators, and human nature is the question for section seven. Part Seven: Scaling Weird A month into our experiment in Austin we were at a neighbor’s backyard pool party (a fringe benefit of moving to Austin: there were backyard pool parties in early November). I was in conversation with a couple that I had just been introduced to. He asked why we moved to Austin, “Was it for your job?” “No. Actually we moved for a school for the kids.” Their faces expressed a combination of confusion and shock. It wasn’t the first nor the last time. Everyone is confused at why we would move across the country to send our kids to a new school, “They don’t have good schools where you come from? How much does this school cost?” Those two questions frame Alpha’s biggest risks when it comes to scaling. Their biggest challenges going forward are not going to be pedagogical. They are going to be sociological and economic. The Economic Problem Alpha is much cheaper than a Victorian Governess, but it’s not cheap. As mentioned in this review more than a few times, Alpha’s flagship campus charges $40,000 a year— roughly 3-4× what the other top-tier private elementary schools in Austin ask. Yes, that figure is all‑in: every Chromebook, every afternoon workshop, even the spring junket to Poland to beta‑test the platform with Ukrainian refugees is baked into tuition. There are no gala auctions or booster fees waiting in tall grass. Still, $40k is a hard swallow when the local Christian school will take your child for eleven. Worse, the number almost certainly fails to cover costs. Recall that guides start at $60k, rise to $100k on promotion, and the five “head guides” each earn $150k. At the five‑to‑one student‑to‑teacher ratio Alpha runs, those salaries alone suck in half the revenue from a twenty‑kid cohort before you’ve paid the rent, the head of school, the company executives, the curriculum designers, the engineers that are building the 2-hour platform and AlphaRead, the workshop costs (or the trip to Ukraine) or the marketing expenses (MacKenzie has a very well produced podcast, and I see a lot of ads for the school on Facebook now that we live locally). Compared with aristocratic one‑to‑one tutoring, forty grand is a steal. But $40,000 is still Lamborghini kindergarten – and even at those prices it is still burning through Joe Liemandt’s cash pile. Alpha’s answer to eventually solving the economics seems to be two fold: (1) Get enough scale that the fixed costs (like the learning platform) become a rounding error on overall costs, and (2) pull out the “non-essentials” at many of the campuses to get the marginal cost well below $10,000 per student. Whether they will be successful is still in early innings. The homeschool product beta is limping along with 1x learning, and the Arizona Charter doesn’t open until autumn 2025. Whether Alpha retains its magic without $150,000/year guides with 5:1 teacher:student ratios and generous bribe incentives programs, remains to be seen. The Weirdness Problem When Bryan Caplan writes about the signaling theory of education, he lists three signals that schools send to employers: Our students are smart
Inline links: He summarizes that as a place of “economic connectedness”, Laszlo Polgár, Scott’s 2017 review of Polgar’s book here, post 1, post 2, post 3, Scott’s response, Benjamin Bloom