How much will AI succeed in the arts?
That is the topic of my latest Bloomberg column, and let us start with what is likely to work well:
It almost goes without saying that the AI revolution currently underway is impressive. It is likely to have a huge impact in some parts of art world, such as the commercial sphere — consumers are generally not interested in who made any given ad or logo. It either works or it does not, and those conditions favor the machine. AI will also give the world quality (automated) personal assistants and autonomous vehicles, among many other advances.
But here is the problem:
Consider music. If Taylor Swift’s or Beyonce’s songs had been made by a software program, with no star at the microphone, would they be nearly as popular? It is no accident that Taylor Swift has more than 227 million Instagram followers — her fans want more than just the music, and that extra something (at least so far) has to be supplied by a living, breathing human being.
In the world of the visual arts, too, collectors are often buying the story as much as the artist. Even the experts have trouble distinguishing a real Kasimir Malevich painting from a fake (he painted abstract black squares on a white background, with a minimum of detail). The same image and physical item, when connected to the actual hand of the artist, is worth millions — but if shown to be a fake, it counts for zero.
Here is a qualification:
There will undoubtedly be many collaborations between AI and human creators, with the humans put forward as the public face of the joint effort. Periodic scandals about authorship will surface (“did he write any of that song?”), just as allegations of cheating with AI have risen to prominence in chess. AI-generated art will attract the most interest when the aesthetic of the creation and the personality of the human accompanist appear to be in sync.
And this:
Imagine that you took some souped-up future version of GPT-3 and fed it all the world’s texts through the year 1500. Would you expect it to be able to come up with something equally important and original as Shakespeare’s plays, or Newton’s Three Laws? How about Strawberry Fields Forever? Skepticism on this point has hardly been refuted by recent advances, however impressive they may be.
We watch Magnus Carlsen, not Stockfish vs. Alpha Zero, even though the latter match is of higher quality and likely more exciting too, at least in terms of moves over the board.
Famous economists write a letter to Janet Yellen
Here is the letter, they argue for a price cap on Russian oil and gas:
As envisaged by the G7, the price cap would set a maximum price that Russian oil could be traded in conjunction with G7 services. This price, set in dollars, would be substantially below the world price, yet above the marginal cost of production in Russia. To use US, UK, EU, and allied financial services (such as insurance, credit, and payments), market participants will need to attest that all qualifying purchases are at or below this threshold.
Given the importance of participating countries for global finance and for shipping, compliance with this cap will create pressure for a lower price on Russian oil moved by tanker. While we do not expect all trades will be performed under the price cap, its existence should materially increase the bargaining power of private and public sector entities that buy Russian oil.
The price cap maintains economic incentives for Russia to produce current volumes. In April 2020, when the price of the Brent benchmark was close to $20, Russia continued to supply oil to world markets, because that price was above the cost of production in many or most existing Russian oil fields. Russian has little or no available onshore storage, and since shutting down and restarting oil fields is expensive and risky, it was more profitable for Russia to continue producing in the presence of low prices. The price of Brent now is around $96 per barrel, but Russia receives significantly less due to the “Urals discount”. This discount is caused by the perceived stigma of buying Russian products for some customers; they decline to bid for Russian oil, which reduces effective demand and lowers the price that the remaining customers need to pay.
The oil price cap proposal would effectively institutionalize the Urals discount and consequently further lower the dollar value of the Russian government’s primary revenue stream.
Do read the whole thing, the list of signers is on the bottom.
Request for requests
What topics would you all like to hear about? Comments are open…
Tuesday assorted links
1. The economics of Mr. Beast.
2. Maybe the strongest case I’ve seen that Putin won’t use nukes?
3. The economics of Costco rotisserie chicken.
4. Yes Woke has peaked: “Shares of the San Jose, California-based company were down nearly 6% after the update, which PayPal said “included incorrect information”, sparked intense backlash on social media over the weekend.”
5. Short version of the Timur Kuran story.
6. Move along nothing to see here just an optics error (short video).
China fact of the day
After maxing out at 22% in 2017, China’s share of US goods imports has fallen to 17%
No evidence of reshoring: US import value grew 21% from 2017-2021 compared with 4% from 2013-2017
Nor nearshoring: Rest of Asia absorbed the drop, with Asia’s share of US imports flat at ~45%
That is from Caroline Freund.
What I’ve been reading
1. Yoram Hazony, Conservatism: A Rediscovery. An intriguing if unconvincing book. Imagine the United States of America but without the natural rights and liberty emphasis in its background. Does Hazony favor a kind of Christian Israel for us? Nonetheless easy to read and a point of view that deserves at least one book. I am pleased that Hazony is a fan of John Selden.
2. Helen DeWitt, The English Understand Wool. Fiction, about 66 pp., excellent, I read it as a modern re-do of Rousseau’s Emile but I doubt if anyone else sees it that way.
3. Norman Davies, White Eagle, Red Star: The Polish-Soviet War 1919-1920 and ‘the miracle on the Vistula.‘ And Adam Zamoyski, Warsaw 1920: Lenin’s Failed Conquest of Europe. These are obvious reads at the moment.
4. Orlando Figes, The Story of Russia. A decent introduction for those who are not so well-informed.
5. Steven Levitsky and Lucan Way, Revolution & Dictatorship, is an interesting take on why (some) authoritarian regimes have proven so durable: “As this book has shown, revolutionary assaults on powerful domestic and foreign interests often trigger a reactive sequence that, over time, lays a foundation for authoritarian durability. Early radicalism generates violent and often regime-threatening counterrevolutionary conflict. Regimes that survive these conflicts tend to develop a cohesive elite and a powerful and loyal coercive apparatus capable of both systematic low-intensity repression and, when necessary, high-intensity crackdown.”
I haven’t seen it yet, but here is the forthcoming Ashlee Vance book on commercial space exploration, looks very good.
PayPal remains out to lunch
The Nobel Prize Goes to Bernanke and Diamond and Dybvig
The Nobel Prize Goes to Bernanke and Diamond and Dybvig for their work on banking. Bernanke seems like an obvious choice. Doesn’t he have one already? Well, no. But few people have had as stellar an academic career topped by another stellar career in public policy. A few economists have became famous politicians but it’s difficult to think of any economists whose career in public policy consisting of implementing, applying and testing the knowledge they built in academia.
Bernanke, of course, wrote key papers on the Great Depression–the Nobel committee points especially to his 1983 paper Non-Monetary Effects of the Financial Crisis in the Propagation of the Great Depression which showed that it wasn’t just the decline of the money supply that mattered (ala Friedman and Schwartz) but also the decline of the credit supply. Another way of putting this is that the waves of bank failures in the 1930s reduced the economy’s ability to produce output in a way that could not be countered simply by printing more money. As Tyler and I emphasize in our textbook, Modern Principles, nominal and real shocks are often intertwined. Bernanke then famously brought this line of thinking to his actions as head of the Federal Reserve during the 2008-2009 Financial Crises. Bernanke believed that it was critical to rescue the banks and the shadow banks not because he was beholden to financial interests (he was not a Wall Street guy) but because he believed the banks were a critical bridge between savers and investors and if that link were broken the results would be catastrophic. Bernanke rescued the banks to save the bridges.
I’m also a fan of a second, somewhat less well-known paper that Bernanke also published in 1983 (the Annus Mirabilis paper phenomena), Irreversibility, Uncertainty, and Cyclical Investment. Bernanke in this paper pioneered what would later become the real options analysis of investment, i.e. thinking about investment as an option, akin to a financial option. Thus, investment has two key features–you can usually wait a little bit to gather more information before investing but once you strike, the investment is sunk, i.e. irreversible. These two features have important implications for investment decisions and writ-large business cycles. In particular, Bernanke showed something surprising which he dubbed “the bad-news principle.” The bad-news principle says that only the expected severity of bad news matters for the decision whether to invest, good news should not matter at all. The reason is that the real decision an investor must make is whether to invest immediately or wait a little bit to learn more but what makes waiting valuable is not the possibility of good news but the possibility of avoiding mistakes. Avoiding mistakes is what investors care about on the margin. In turn, what that means is that avoiding bad news–creating downside insurance–can generating a huge upside because it can trigger a wave of investment. Bernanke also took this lesson to his role at the Federal Reserve.
Large amounts have been written on Bernanke already, of course, including his own memoir and I don’t think I can add much to that torrent beyond emphasizing the remarkable consistency of Bernanke’s thoughts and actions from academia to central banking.
Diamond and Dybvig are responsible for the now canonical model of banking. You can read Tyler below for more details on Bernanke and an explanation of the DD model.
The economic contributions of Ben Bernanke
Ben Bernanke is best known for being Fed chairman, but he has a long and distinguished research career of great influence. Here are some of his contributions:
1. In a series of papers, often with Alan Blinder, Bernanke argued that “credit and money” are a better leading indicator than money alone. And more generally he helped us rethink the money-income correlation that was so promoted by Milton Friedman. This work was more correct than not, but since money as a leading indicator has fallen out of favor (partially because of Bernanke’s own later actions!), these contributions are seen as less important than was the case for about fifteen years. See also this piece on the (earlier) import of the federal funds rate as a measure of monetary policy. Ben’s body of work on money and credit was what first brought him renown.
2. Bernanke has a famous 1983 paper on how the breakdown of financial intermediation was a key component of the Great Depression. Earlier, Milton Friedman had stressed the import of the contraction of the money supply, but Bernanke’s work led to a much richer picture of how the collapse happened. Savers were cut off from borrowers, due to bank failures, and the economy could not mobilize its capital very effectively. This article also shows the integration between Bernanke’s work and that of Diamond and Dybvig. This piece has held up very well.
3. Bernanke has related work, with Gertler, Gilchrist and others, on how financial problems can worsen a business cycle. This work of course fed into his later decisions as chairman of the Fed. In yet other work, Bernanke showed how economic downturns can lower the value of collateral, thus squeezing the lending process and exacerbating business cycle downturns.
4. Bernanke’s doctoral dissertation was on the concepts of option value and irreversible investment. Modest increases in business uncertainty can cause big drops in investment, due to the desire to wait, exercise “option value,” and sample more information. This work was published in the QJE in 1983. I have long felt Bernanke does not receive enough credit for this particular idea, which later was fleshed out by Pindyck and Rubinfeld.
5. Bernanke wrote plenty of pieces — this one with Mishkin — on inflation targeting as a new means of conducting monetary policy. Those were the days! Much of the OECD lived under this regime for a few decades.
6. Here is Ben with co-authors: “We first document that essentially all the U.S. recessions of the past thirty years have been preceded by both oil price increases and a tightening of monetary policy…” Uh-oh!
7. Here is 2004 Ben on what to do when an economy hits the zero lower bound. Here is Ben on earlier Japanese monetary policy, and what he called their “self-induced paralysis” at the zero bound. He really was in training for the Fed job all those years. Here is Ben on “The Great Moderation.” Here is 1990 Ben on clearing and settlement during the 1987 crash.
8. Ben has made major contributions to our understanding of how the gold standard and international deflationary pressures induced the Great Depression, transmitted it across borders, and made it much worse. This work has held up very well and is now part of the mainstream account. And more here.
9. Bernanke coined the term “global savings glut.”
Here is all the Swedish information on the researchers and their work. I haven’t read these yet, but they are usually very well done. Here is Ben on scholar.google.com.
In sum, Ben is a broad and impressive thinker and researcher. This prize is obviously deserved. In my admittedly unorthodox opinion, his most important work is historical and on the Great Depression.
The Diamond and Dybvig model
The Diamond and Dybvig model was first outlined in a seminal paper from Douglas W. Diamond and Philip H. Dybvig in 1983 in a famous Journal of Political Economy piece, “Bank Runs, Deposit Insurance, and Liquidity.” You can think of this model as our most fundamental understanding, in modeled form, of how financial intermediation works. It is a foundation for how economists think about deposit insurance and also the lender of last resort functions of the Fed.
Here is a 2007 exposition of the model by Diamond. You can start with the basic insight that bank assets often are illiquid, yet depositors wish to be liquid. If you are a depositor, and you owned 1/2000 of a loan to the local Chinese restaurant, you could not very readily write a check or make a credit card transaction based upon that loan. The loan would be costly to sell and the bid-ask spread would be high.
Now enter banks. Banks hold and make the loans and bear the risk of fluctuations in those asset values. At the same time, banks issue liquid demand deposits to their customers. The customers have liquidity, and the banks hold the assets. Obviously for this to work, the banks will (on average) earn more on their loans than they are paying out on deposits. Nonetheless the customers prefer this arrangement because they have transferred the risk and liquidity issues to the bank.
This arrangement works out because (usually) not all the customers wish to withdraw their money from the bank at the same time. Of course we call that a bank run.
If a bank run occurs, the bank can reimburse the customers only by selling off a significant percentage of the loans, perhaps all of them. But we’ve already noted those loans are illiquid and they cannot be readily sold off at a good price, especially if the banks is trying to sell them all at the same time.
Note that in this model there are multiple equilibria. In one equilibrium, the customers expect that the other customers have faith in the bank and there is no massive run to withdraw all the deposits. In another equilibrium, everyone expects a bank run and that becomes a self-fulfilling prophecy. After all, if you know the bank will have trouble meeting its commitments, you will try to get your money out sooner rather than later.
In the simplest form of this model, the bank is a mutual, owned by the customers. So there is not an independent shareholder decision to put up capital to limit the chance of the bad outcome. Some economists have seen the Diamond-Dybvig model as limited for this reason, but over time the model has been enriched with a wider variety of assumptions, including by Diamond himself (with Rajan). It has given rise to a whole literature on the microeconomics of financial intermediation, spawning thousands of pieces in a similar theoretical vein.
The model also embodies what is known as a “sequential service constraint.” That is, the initial bank is constrained to follow a “first come, first serve’ approach to serving customers. If we relax the sequential service constraint, it is possible to stop the bank runs by a richer set of contracts. For instance, the bank might reserve the right to limit or suspend or delay convertibility, possibly with a bonus then sent to customers for waiting. Those incentives, or other contracts along similar lines, might be able to stop the bank run.
In this model the bank run does not happen because the bank is insolvent. Rather the bank run happens because of “sunspots” — a run occurs because a run is expected. If the bank is insolvent, simply postponing convertibility will not solve the basic problem.
It is easy enough to see how either deposit insurance or a Fed lender of last resort can improve on the basic outcome. If customers start an incipient run on the bank, the FDIC or Fed simply guarantees the deposits. There is then no reason for the run to continue, and the economy continues to move along in the Pareto-superior manner. Of course either deposit insurance or the Fed can create moral hazard problems for banks — they might take too many risks given these guarantees — and those problems have been studied further in the subsequent literature.
Along related (but quite different!) lines, Diamond (solo) has a 1984 Review of Economic Studies piece “Financial Intermediation and Delegated Monitoring.” This piece models the benefits of financial intermediation in a quite different manner. It is necessary to monitor the quality of loans, and banks have a comparative advantage in doing this, relative to depositors. Furthermore, the bank can monitor loan quality in a diversified fashion, since it holds many loans in its portfolio. Bank monitoring involves lower risk than depositor monitoring, in addition to being lower cost. This piece also has been a major influence on the subsequent literature.
Here is Diamond on google.scholar.com — you can see he is a very focused economist. Here is Dybvig on scholar.google.com, most of his other articles in the area of finance more narrowly, but he won the prize for this work on banking and intermediation. His piece on asset pricing and the term structure of interest rates is well known.
Here is all the Swedish information on the researchers and their work. I haven’t read these yet, but they are usually very well done.
Overall these prize picks were not at all surprising and they have been expected for quite a few years.
Monday assorted links
2. The culinary culture that is Glasgow.
3. Are happier workers less productive?
4. “Results paradoxically indicated that gender equality enhances boys’ but not girls’ SWB, suggesting that greater gender equality may facilitate social comparisons across genders.” Link here. I am often skeptical about happiness papers, but…don’t assume this isn’t true.
5. The Germans don’t want to deepen the Rhine.
6. “So you think you won’t snap” (SNL video).
We expect to be providing Nobel report later today, in the meantime you can have these…
Sunday assorted links
1. Why do so many interventions help women but not men?
2. Debates from antiquity on whether wise men should get drunk.
3. Good obituary on the import of talent discovery (NYT). Patricia Cloherty RIP.
4. Imperialism in the Russian literary canon (The Economist). Also from The Economist, the global monoculture did not win out.
5. Adults who want toys for themselves (WSJ).
6. Good article on Himars (WSJ).
8. Bruno Latour has passed away. And in English.
That was then, this is now
On May 9, PayPal is participating in the Net Neutrality Day of Action through its trade association Internet Association to support a free and open internet…Throughout the day of May 9, IA and all of its member companies will communicate their support for enforceable principles such as a ban on blocking, throttling, and paid prioritization…Those lack of choices can lead to Internet Service Providers (ISPs) playing gatekeeper to content and access.
Net neutrality for thee, but not for me…
An Effective Altruism mutual fund?
A few days ago I argued that believers in AGI should be “long volatility” in asset markets. Whether or not you agree with that exact prescription, why isn’t there an EA mutual fund, reflecting EA views of the world, whatever those may be? Maybe the fund would instead load up on semiconductor chips, in any case they could aggregate the debates from all those EA forums to make the better decisions.
Presumably EAers are morally obliged to set up such a fund? (I don’t mean that as sarcasm, maybe it really would be a good idea.) EA supporters then could invest in the fund and would over time have more resources to invest in other causes. The fund also could reflect their moral priorities, such as not investing in factory farms (I don’t think any real net loss of diversificatory power would be involved in such a decision.)
Alternatively, you might argue that EA has only moral insight, and no predictive superiority about what will happen at larger levels. That too is a plausible view, especially among non-EAers.
But it seems to me one of these should be true, either that there should be an EA mutual fund, or that EA has only moral insight, not predictive insight. Which is it going to be?
*In Search of Monsters to Destroy*
The author is my colleague Christopher J. Coyne, and the subtitle is The Folly of the American Empire and the Paths to Peace. Chris is a non-interventionist in foreign policy and I am not, but if you wish to read the best arguments for that position…this is your book.

You can pre-order here.