An email from Glen Weyl
I won’t do an extra indent, but this is all Glen, noting I added a link to the post of mine he referred to:
“Tyler, I hope all is well for you. I am writing to try to somewhat more coherently respond to our various exchanges, partly at the encouragement of Mark Lutter, whom I copy. As I understand it (but please correct me if I am wrong), you have two specific objections to the COST and QV and one general objection to the project of the book. If I have missed other things, please point me to them. Let me very briefly respond to these points:
- On the COST: you wrote (I cannot actually find the post at this point…not sure where it went) that human capital investments that are complementary with assets may be discouraged or otherwise prejudices by the COST. However, as we explain in the paper with Anthony (https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2744810), it has been known since at least Rogerson’s paper (https://academic.oup.com/restud/article-abstract/59/4/777/1542650) that VCG leads to first-best investment, including in human capital, as long as those investments are privately valued; we show that this property extends to the COST. You seem to focus on examples in your post where those human capital investments are privately valued. I thus do not see an economic efficiency objection to the COST on these grounds.
- On QV: you write (https://marginalrevolution.com/marginalrevolution/2015/01/my-thoughts-on-quadratic-voting-and-politics-as-education.html) that democracy is about far more than decision-making; it is about what people learn and are induced to learn through the democratic process. This is a deep and critical point and central to what Sen has called the “constitutive” role of democracy. And this objection has been lodged not just by you but, for example, by Danielle Allen. It is one I greatly respect and have struggled with. A fundamental problem here is that no one to my knowledge has managed to model this information acquisition process in a formal model in a way that allows comparison across systems; I have tried, but things get very messy very quickly. Nonetheless, I have not been able to understand the informal arguments that suggest this would be systematically worse under QV and there are several suggestive arguments that it would be better. For example, under QV people have the ability to specialize in certain areas of issue or candidate expertise, which in turn should allow for deeper education and for advertising campaigns targeted at those who actually know and care about an issue, rather than those who are hardly paying attention. Perhaps some would argue that this is a bug, not a feature, because we want every citizen to be informed about every issue; but this seems to be as implausible as suggesting that the division of labor degrades our ability to perform a variety of household tasks. For more on these, Eric and I have written several articles that discuss: https://www.vanderbiltlawreview.org/2015/03/voting-squared-quadratic-voting-in-democratic-politics/ [and] https://www.springerprofessional.de/en/public-choice-1-2-2017/12454020.
- There is a broader Burkean argument that you seem to be making, namely that these institutions are extremely different than those we have historically used and may well have very bad, unintended consequences. Here, I don’t think we disagree, but I think nonetheless there are at least two reasons I don’t see this as greatly diminishing the value of the ideas. First, all novel improvements, whether to technology or social institutions, must confront this objection. And they should confront it, I think, by experimenting at small scales and gradually scaling up and/or course-correcting as we learn about them. The questions are then a) does the innovation have enough promise to be worth experimenting with, b) is it so risky to experiment with at small scales even that this vitiates a) and c) does it seem like these experiments will teach us something about broader scale applicability. It seems to me that designs that so clearly address failures that economic theory we both accept says are very large, that are not just worked out in a narrow model but that we have studied from a range of not just economic but sociological and philosophical perspectives and which have caught the imagination of a broad set of entrepreneurs, activists and artists who are really interested in such experiments satisfies a). I don’t see any objections you or others have raised as raising significant concerns on b). And on c), it seems to me we will learn quite a lot from even relatively modest experiments (and already have) about the objections I hear most frequently (such as those related to collusion for QV or instability for the COST) that at very least will allow us to incrementally improve and scale a bit larger. So, it seems to me, the strong interest in experimenting with these ideas should be encouraged.
Finally, it seems to me that even if you remain convinced that there are unsurmountable practical difficulties with these mechanisms, that they play an important role in illustrating some pretty sharp divergences between what basic allocative efficiency calls for (and what the marginal revolutionaries like Jevons and Walras were quite explicit about their theories implying) and the outcomes we would expect to arise in the classic libertarian world. I think the liberal radicalism mechanism makes this sharpest. This seems instructive even if there is no way to remedy the limitations in these mechanisms because it suggests that the ideal toward which we should be steering societies using mechanisms that are not so dangerous are quite different than the ideal envisioned in standard libertarian theory. For example, the ideal would seem to involve a much greater role for a range of collective organizations at different community scales with some ability to receive tax-based support than standard libertarian theory would allow.
I am interested in your thoughts on these matters and continuing the exchange. Sorry for the length of this email, but I felt that I owed you a single, coherent and fairly detailed response.”
TC again: For further detail, I refer you to Glen’s book with Eric Posner. For background, here are my earlier posts on their work.
Friday more assorted links
2. “…we reexamine one of the largest partisan shifts in a modern democracy: Southern whites’ exodus from the Democratic Party. We show that defection among racially conservative whites explains the entire decline from 1958 to 1980.” Income seems to play essentially no role.
3. Eric Chyn: “I study public housing demolitions in Chicago, which forced low-income households to relocate to less disadvantaged neighborhoods using housing vouchers. Specifically, I compare young adult outcomes of displaced children to their peers who lived in nearby public housing that was not demolished. Displaced children are more likely to be employed and earn more in young adulthood. I also find that displaced children have fewer violent crime arrests. Children displaced at young ages have lower high school dropout rates.”
4. The book The Spirit Level does not hold up to scrutiny.
5. Paul Romer on the gender gap.
6. MMT profile.
Friday assorted links
1. Robert Wiblin podcast with Daniel Ellsberg on matters nuclear.
2. What are the economic costs of physical contact in high school and college male sports?
3. Terms used in the military.
4. “Tomorrow, we’re opening Amazon 4-star, a new physical store where everything for sale is rated 4 stars and above, is a top seller, or is new and trending on Amazon.com.” Link here.
5. “I’m honored to accept a grant from @tylercowen‘s Emergent Venture’s to create a genealogy of street art, using machine learning.” Link here. Here is another winner: “…for my projects on brain-computer interfaces & learning!”
Which countries have the most human capital?
Here is a new Lancet paper by Stephen S. Lim, et.al., via the excellent Charles Klingman. Finland is first, the United States is #27, and China and Russia are #44 and #49 respectively. There is plenty of “rigor” in the paper, but I say this is a good example of what is wrong with the social sciences and more specifically the publication process. The correct answer is a weighted average of the median, the average, the high peaks, and a country’s ability to innovate, part of which depends upon the market size a person has in his or her sights. So in reality the United States is number one, and China and Russia should both rank much higher (Cuba and Brunei beat them out, for instance, Cuba at #41, Brunei at #29). And does it really make sense to put North Korea (#113) between Ecuador and Egypt? I’m fine with Finland being in the top fifteen, but I am not even sure it beats Sweden. Overall the paper would do better by simply measuring non-natural resource-based per capita gdp, though of course that could be improved upon too.
Now, I did zero work on that one, and came up with a better result than the authors. What does that tell you?
Addendum: You will note the first sentence of the paper’s background claims: human capital refers to “the level of education and health in a population”. The first two sentences of the actual paper immediately contradict this: “Human capital refers to the attributes of a population that, along with physical capital such as buildings, equipment, and other tangible assets, contribute to economic productivity. Human capital is characterised as the aggregate levels of education, training, skills, and health in a population, affecting the rate at which technologies can be developed, adopted, and employed to increase productivity.” The paper does an OK job of measuring the former, but absolutely fails on the latter.
How should we judge appeals to identity
Bryan Caplan wrote this in his description of GMU blogger culture:
Appealing to your identity is a reason to discount what you say, not a reason to pay extra attention.
Bryan explains more, not easy for me to summarize but do read his full account. Let me instead try to state my own views:
1. If someone makes a claim new or foreign to you, and that person comes from a different background in some manner, you probably should up the amount of attention you give that claim because the person is from a different background. Your marginal need to learn from that person is probably above-average, noting of course this can be countermanded by other signals. That said, I recognize that our ability to learn from “different others” may be below average, given the possible absence of a common conceptual framework. Nonetheless, I say be ambitious in your learning!
2. If someone makes a claim you already disagree with, and that person comes from a different background in some manner, you should try to figure out why that person might see the matter differently. You should try harder, at the margin, precisely because the person is from a different background. Again, this follows from a mix of marginalism and Bayesian reasoning and ambition in learning.
3. When you hear a person from a different background, try not to get too caught up in the “identity politics” of it, either positively or negatively. Try to steer your thoughts to: “People from this background in fact have a wide diversity of views on this topic. Still, I will try to learn from this person’s different background.” Try not to think: “This is how group X feels about issue Y.”
4. I’ve already noted that you often learn more efficiently from people who come from similar backgrounds as yourself. Even putting language aside, I am more likely to have a fruitful career-enhancing dialogue with another nerdy economist than with a Mongolian sheep-herder. In this regard I worry when I hear an uncritical celebration of intellectual diversity for its own sake. To me it too often sounds like mere mood affiliation, subservient to political ends and devoid of cognitive content.
But still, I do not wish to rebel against such sentiments too much. At the end of the day I am left with my intellectual ambition and I really do wish to go visit Mongolia, including for the sheep herders. And to the extent I am informed in some ways that maybe not all of my peers are, the intellectual ambition I am presenting here is a big reason why. I seek to encourage more such ambition, rather than to give people reasons for evading it.
*The Dream Machine: J.C.R. Licklider and the revolution that made computing personal*
By M. Mitchell Waldrop. Not only is the content essential, but it is one of the most beautiful books, as a physical object, I have seen in years. From Stripe Press.
Mihail Sebastian, *Journal 1935-1944*
I am surprised this work is not better known. A literary diary of a Romanian Jew, it captures the beauties of European high culture during the pre-war thirties, most of all classical music and early 20th century literature, but also the only slighter later descent into madness. It’s his friends and fellow intellectuals who turn on him the most. I don’t know a better source for capturing the sense of surprise and then foreboding that people must have felt as Hitler racked up one victory after another.
In late 1944, after the course of the war had reversed, Sebastian wrote:
I am not willing to be disappointed. I don’t accept that I have any such right. The Germans and Hitlerism have croaked. That’s enough.
I always knew deep down that I’d happily have died to bring Germany’s collapse a fraction of an inch closer. Germany has collapsed — and I am alive. What more can I ask? So many have died without seeing the beast perish with their own eyes! We who remain alive have had that immense good fortune.
Miraculously, Sebastian survived the Holocaust and was never deported to the camps. On 29 May 1945, however, he was hit and killed by a truck in downtown Bucharest, while walking on his way to teach class.
You can buy the work here, and I’ve since ordered one of Sebastian’s novels. Here is a NYT review.
The Liberal Radicalism Mechanism for Producing Public Goods
The mechanism for producing public goods in Buterin, Hitzig, and Weyl’s, Liberal Radicalism is quite amazing and a quantum leap in public-goods mechanism-design not seen since the Vickrey-Clarke-Groves mechanism of the 1970s. In this post, I want to illustrate the mechanism using a very simple example. Let’s imagine that there are two individuals and a public good available in quantity, g. The two individuals value the public good according to U1(g)=70 g – (g^2)/2 and U2(g)=40 g – g^2. Those utility functions mean that the public good has diminishing utility for each individual as shown by the figure at right. The public good can be produced at MC=80.
Now let’s solve for the private and socially optimal public good provision in the ordinary way. For the private optimum each
individual will want to set the MB of contributing to g equal to the marginal cost. Taking the derivative of the utility functions we get MB1=70-g and MB2= 40 – 2g (users of Syverson, Levitt & Goolsbee may recognize this public good problem). Notice that for both individuals, MB<MC, so without coordination, private provision doesn’t even get off the ground.
What’s the socially optimal level of provision? Since g is a public good we sum the two marginal benefit curves and set the sum equal to the MC, namely 110 – 3 g = 80 which solves to g=10. The situation is illustrated in the figure at left.
We were able to compute the optimum level of the public good because we knew each individual’s utility function. In the real world each individual’s utility function is private information. Thus, to reach the social optimum we must solve two problems. The information problem and the free rider problem. The information problem is that no one knows the optimal quantity of the public good. The free rider problem is that no one is willing to pay for the public good. These two problems are related but they are not the same. My Dominant Assurance Contract, for example, works on solving the free rider problem assuming we know the optimal quantity of the public good (e.g. we can usually calculate how big a bridge or dam we need.) The LR mechanism in contrast solves the information problem but it requires that a third party such as the government or a private benefactor “tops up” private contributions in a special way.
The topping up function is the key to the LR mechanism. In this two person, one public good example the topping up function is:
Where c1 is the amount that individual one chooses to contribute to the public good and c2 is the amount that individual two chooses to contribute to the public good. In other words, the public benefactor says “you decide how much to contribute and I will top up to amount g” (it can be shown that (g>c1+c2)).
Now let’s solve for the private optimum using the mechanism. To do so return to the utility functions U1(g)=70 g – (g^2)/2 and U2(g)=40 g – g^2 but substitute for g with the topping up function and then take the derivative of U1 with respect to c1 and set equal to the marginal cost of the public good and similarly for U2. Notice that we are implicitly assuming that the government can use lump sum taxation to fund any difference between g and c1+c2 or that projects are fairly small with respect to total government funding so that it makes sense for individuals to ignore any effect of their choices on the benefactor’s purse–these assumptions seem fairly innocuous–Buterin, Hitzig, and Weyl discuss at greater length.
Notice that we are solving for the optimal contributions to the public good exactly as before–each individual is maximizing their own selfish utility–only now taking into account the top-up function. Taking the derivatives and setting equal to the MC produces two equations with two unknowns which we need to solve simultaneously:

These equations are solved at c1== 45/8 and c2== 5/8. Recall that the privately optimal contributions without the top-up function were 0 and 0 so we have certainly improved over that. But wait, there’s more! How much g is produced when the contribution levels are c1== 45/8 and c2== 5/8? Substituting these values for c1 and c2 into the top-up function we find that g=10, the socially optimal amount!
In equilibrium, individual 1 contributes 45/8 to the public good, individual 2 contributes 5/8 and the remainder,15/4, is contributed by the government. But recall that the government had no idea going in what the optimal amount of the public good was. The government used the contribution levels under the top-up mechanism as a signal to decide how much of the public good to produce and almost magically the top-up function is such that citizens will voluntarily contribute exactly the amount that correctly signals how much society as a whole values the public good. Amazing!
Naturally there are a few issues. The optimal solution is a Nash equilibrium which may not be easy to find as everyone must take into account everyone else’s actions to reach equilibrium (an iterative process may help). The mechanism is also potentially vulnerable to collusion. We need to test this mechanism in the lab and in the field. Nevertheless, this is a notable contribution to the theory of public goods and to applied mechanism design.
Hat tip: Discussion with Tyler, Robin, Andrew, Ank and Garett Jones who also has notes on the mechanism.
Let’s just simulate economic mobility on TV
…contemporary Americans are watching a record number of entertainment TV programs emphasizing “rags to riches” narratives. Using detailed Nielsen ratings data and original content analyses, I demonstrate that such shows have become a ubiquitous part of the American media landscape over the last two decades. In three national surveys…I find that exposure to these programs increases viewers’ beliefs in the American Dream; for heavy viewers this effect is as powerful as that of having immigrant parents. In experiments conducted both online and in a lab-in-the-field setting establish that these media effects are causal, and stronger among Republicans.
That is from a new paper by Eunice Kim, via Matt Grossman.
Monopoly power does not seem to be up at the actual market level
Using U.S. NETS data, we present evidence that the positive trend observed in national product-market concentration between 1990 and 2014 becomes a negative trend when we focus on measures of local concentration. We document diverging trends for several geographic definitions of local markets. SIC 8 industries with diverging trends are pervasive across sectors. In these industries, top firms have contributed to the amplification of both trends. When a top firm opens a plant, local concentration declines and remains lower for at least 7 years. Our findings, therefore, reconcile the increasing national role of large firms with falling local concentration, and a likely more competitive local environment.
That is from a new NBER working paper by Esteban Rossi-Hansberg, Pierre-Daniel Sarte, and Nicholas Trachter.
Call for Emergent Ventures proposals on talent search and major life changes
Here is my earlier description of Emergent Ventures. In addition to the general request for proposals, we are looking to fund research in two particular directions, so if you are interested I would encourage you to apply here. Here goes:
1. What do we know about the best ways to search for additional talent? What features characterize successful talent searches?
2. How do people make “big” decisions? This could include the decision to migrate from one country to another, the decision to change religions, the decision to start a new business, to marry, and so on. Are there general principles here? What is known or believed, either theoretically or empirically?
We are open as to what form a contribution might take, but as a default I am envisioning a paper (on either) of say 60-80 pp., surveying and conceptually summarizing academic literature, but written for very smart non-academics and with a somewhat practical bent.
I encourage you to apply, both on these topics and more generally.
My Conversation with Bruno Maçães
Here is the audio and transcript, here is the opening summary:
Political scientist Bruno Maçães has built a career out of crossing the globe teaching, advising, writing, and talking to people. His recent book, born out of a six-month journey across Eurasia, is one of Tyler’s favorites.
So how does it feel to face Tyler’s rat-a-tat curiosity about your life’s work? For Bruno, the experience was “like you are a politician under attack and your portfolio is the whole of physical and metaphysical reality.”
Read on to discover how well Bruno defended that expansive portfolio, including what’s missing from liberalism, Obama’s conceptual foreign policy mistake, what economists are most wrong about, how to fall in love with Djibouti, stagnation in Europe, the diversity of Central Asia, Hitchcock’s perfect movie, China as an ever-growing global force, the book everyone under 25 should read, the creativity of Washington, D.C versus Silicon Valley, and more.
Here is one bit:
MAÇÃES: This raises deep philosophical questions and political questions. If you want Turkey to become like Europe, then you have to project European power across Turkey. If Europe no longer has that ability, then you shouldn’t be surprised that Turkey looks elsewhere.
It’s very simple. I think I say in the book that in order to be loved, you also have to be feared. This idea that you find in Europe now, that without projecting any kind of power, other countries will be attracted to the European model, that’s a form of utopianism. I just cannot see that happen.
COWEN: So Europe lacks the spirit of adventure.
MAÇÃES: That is certainly the case. I think you see that. One of the areas where the spirit of adventure today is more relevant and important is technology. You see in Europe the idea that technology’s against us, and we should resist this rather than embrace it. A very negative spirit, which I think is a good example of how adventure has disappeared from the European psyche.
And:
COWEN: Russia. Why is Russia as a world power currently underrated?
MAÇÃES: The most impressive thing about Russia is, in fact, something that you might not think at first: the power of organization. We have this image of Russia as a failed state in many respects.
But in order to keep that empire, in order to keep it together throughout the centuries, in order to develop it to some extent, in order to bring together so many ethnicities, so many religions . . . it’s fair to say that Russia has done a better job of integrating its Muslim population, which is close to 15 percent, than any other country, I would argue — certainly any other major country.
The power of the Russian state, the ability to organize, to dispose, to connect, is one of the great political stories of mankind — to see how the Russian state was able to grow and to extend itself. And that’s still there.
Original and highly recommended. Again, here is Bruno’s book The Dawn of Eurasia: On the Trail of the New World Order.
Wednesday assorted links
What I’ve been reading
1. Santiago Levy, Under-Rewarded Efforts: The Elusive Quest for Prosperity in Mexico. Probably the best current book on Mexico’s economy and why it has not grown more rapidly. Most of all, Levy blames misallocation, and more specifically the attachment of too many workers to the low-productivity informal sector. The author notes (p.34) that both the top 20 percent of the wage distribution, or even the top 1 percent, saw no wage growth from 1996 to 2015.
2. Sriya Iyer, The Economics of Religion in India. A useful survey, which delivers on what the title promises.
3. Howard Sounes, Fab: An Intimate Life of Paul McCartney. One of my favorite biographies, this book is also excellent on outlining the history of the Beatles (and subsequent McCartney groups) as problems in the theory and practice of management. I now have ordered the author’s other books on music history.
4. Jeffrey D. Sachs, A New Foreign Policy: Beyond American Exceptionalism. This book is somewhat less radical than I had been expecting, mostly concentrating on the potential gains from multilateralism, international cooperation, and international law. Or is that the truly radical view?
5. Roger Scruton, Music as an Art. The chapter on Schubert is the highlight, and perhaps the best explanation of that composer’s beauty and importance. The book is otherwise high variance, with the remarks on morals and aesthetic philosophy much weaker. At times he pops open an insight when it is least expected, such as on heavy metal music: “In the realm of pop they were the modernists, undergoing in their own way that revolution against kitsch and cliche that had set Schoenberg and Adorno on the path towards 12-tone serialism.”
Helene Rosenblatt, The Lost History of Liberalism: From Ancient Rome to the Twenty-First Century, presents liberals as moralists and debunks the notion of liberalism as so exclusively an Anglo-American phenomenon.
Dean Keith Simonton, The Genius Checklist: Nine Paradoxical Tips on How You! Can Become a Creative Genius, is a popularization of some of his earlier research on genius and creative achievement.
Notable is Stephen L. Carter’s new biography of his grandmother, Invisible: The Forgotten Story of the Black Woman Lawyer Who Took Down America’s Most Powerful Mobster.
Climate change may be more expensive than we think
That is the topic of my latest Bloomberg column, here is the closing bit:
I am struck by the costs of climate change suggested in the UN’s Intergovernmental Panel on Climate Change report, hardly a source of denialism. Its cost estimate — “1 to 5% of GDP for 4°C of warming” — is relatively reassuring. After all, global GDP is right now growing at more than 4 percent a year. If climate change cost “only” 4 percent of GDP on a one-time basis, then the world economy could make up those costs with less than a year’s worth of economic growth. In essence, the world economy would arrive at a given level of wealth about a year later than otherwise would have been the case. That sounds expensive but not tragic.
Unfortunately, that is not the right way to conceptualize the problem. Think of the 4 percent hit to GDP, if indeed that is the right number, as a highly unevenly distributed opening shot. That’s round one, and from that point on we are going to react with our human foibles and emotions, and with our
highly imperfect and sometimes corrupt political institutions. (Libertarians, who are typically most skeptical of political solutions, should be the most worried.)
Considering how the Syrian crisis has fragmented the EU as well as internal German politics, is it so crazy to think that climate change might erode international cooperation all the more? The true potential costs of climate change are just beginning to come into view.
