Monday, February 9, 2026

Deadline tomorrow morning for Econometric Society conference on Economics and AI+ML

 Today's email announces a 9am Eastern time deadline tomorrow (that's 6am in California). And it looks like a fine conference.

FINAL CALL FOR PAPERS
DEADLINE FEB. 10, 9:00 AM ET


The 2026 ESIF Economics and AI+ML Meeting
June 16 - 17, 2026

Reminder: authors can update their submitted papers until the submission period ends.

The Econometric Society Interdisciplinary Frontiers (ESIF) conference on Economics and AI+ML will be hosted by Cornell University, in Ithaca NY, on June 16-17, 2026.

The purpose of the meeting is to foster interaction of ideas and methodologies from the areas of Computer Science and Economics (broadly defined, but with emphasis on AI and ML). The conference will feature keynote lectures and parallel sessions, bringing together scholars from both fields.

Important Dates
Submissions open: November 3, 2025
Paper Submission Period: November 3, 2025 – February 10, 2026
Decision Notification Deadline: March 22, 2026
Registration Period (for presenters): March 22, 2026-April 5, 2026
Preliminary Program Announcement: April 26, 2026
Conference dates: June 16-17, 2026

Keynote Speakers
David Blei, Columbia University
Mingming Chen, Google
Timothy Christensen, Yale University
Annie Liang, Northwestern University
Sendhil Mullainathan, MIT
Aaron Roth, University of Pennsylvania

Paper Submissions
The deadline for submissions is February 10, 2026. Interested authors are encouraged to submit unpublished working papers or early drafts (more than 5 pages with results). Preference in the selection process will be given to complete papers. If you would like to submit a group of papers to be considered for the same session, please indicate the proposed session name in the comment section. While grouped submissions are welcome, please note that each paper will still be evaluated on its own merits. All papers and drafts must be submitted electronically in PDF format via the Oxford Abstracts submission platform. 

Please use the appropriate submission link:

Economist Track (Economics, Finance, Statistics, Marketing, Management)

Computer Scientist track (Computer Science, Information Systems, and Operations Research/Operations Management)

Submissions are open to all research that overlaps with both Economics and AI+ML. Each submission must select at least one content area from the drop-down menu. Note that the areas are partially overlapping; if in doubt, authors are advised to select those area(s) that best fit their paper. Also note that your submission details can be edited throughout the submission process up until the submission deadline of February 10, 2026.

Please direct questions to esifaiml@gmail.com for more information, or visit the conference website.

Program Committee
Francesca Molinari and Eva Tardos (Cornell University; Co-Chairs)

Nina Balcan, Carnegie Mellon University
Sid Banerjee, Cornell University
Dirk Bergemann, Yale University
Martin Bichler, Technical University of Munich
Larry Blume, Cornell University
Emma Brunskill, Stanford University
Flori Bunea, Cornell University
Giacomo Calzolari, European Universitary Institute
Denis Chetverikov, University of California Los Angeles
Tim Christensen, Yale University
Bruno Crepon, CREST
Costis Daskalakis, MIT
Sarah Dean, Cornell University
Laura Doval, Columbia GSB
David Easley, Cornell
Maryam Farboodi, MIT Sloan
Michal Feldman, Tel Aviv
Christophe Gaillac, University of Geneva
Avi Goldfarb, University of Toronto Rotman
Jason Hartline, Northwestern
Nicole Immorlica, Yale and MSR
Jon Kleinberg, Cornell University
Robert Kleinberg, Cornell University
Anton Korinek, University of Virginia
Elena Manresa, Princeton
Mehryar Mohri, NYU, Google
Xiaosheng Mu, Princeton University
José Luis Montiel Olea, Cornell University
Mallesh Pai, Rice
David Parkes, Harvard
David Pennock, Rutgers University
Vianney Perchet, ENSAE
Tuomas Sandholm, CMU
Jon Schneider, Google
Devavrat Shah, MIT
Alex Slivkins, MSR
Martin Spindler, Universität Hamburg
Jörg Stoye, Cornell
Vasilis Syrgkanis, Stanford
Catherine Tucker, MIT Sloan

 

 

Danny Kahneman remembered by Gerd Gigerenzer

 Gerd Gigerenzer writes about Danny Kahneman and his work,  through the lens of Gigerenzer's own long and distinguished career criticizing and reinterpreting the biases and heuristics framework introduced by Kahneman and Tversky.

The  Legacy  of  Daniel  Kahneman:  A  Personal View  by GERD GIGERENZER    Erasmus Journal for Philosophy and Economics,Volume 18, Issue 1,Summer 2025, pp. 28–61https://doi.org/10.23941/ejpe.v18i1.1075

"Let me end with what may be Kahneman’s most important legacy: his willingness to engage in what he called “adversarial collaboration”. One can hardly overestimate the emotional strain it caused him. His openness to debate began with the three joint talks we had in the early 1990s and continued through the adversarial collaborations he initiated with several of his critics.

"Learning to separate the personal from the intellectual—to debate an issue without assuming malicious intentions on the other side—is one of the  most  virtuous  and  difficult  achievements  in  science.  The  history  of science is full of stories of those who failed to do so. Renaissance mathematicians once dueled over solutions to cubic equations, and Newton famously broke Leibnitz’s heart during their dispute over who invented calculus. That rivals eventually learned to speak to each other with respect, and even to cooperate, is a relatively recent development in the sciences (Daston 2023). "

##########

Side note: when I looked into the sentence "Renaissance mathematicians once dueled over solutions to cubic equations" I found that it didn't refer to guns or swords but rather to mathematical duels, which were exchanges of problems to see who could solve them, before open publication of methods became a scientific norm.

Sunday, February 8, 2026

Interview in China (accompanying new edition of Who Gets What and Why)

 Southern People Weekly just published an interview about the new edition of the Chinese translation of my 2015 book Who Gets What and Why.  After talking about the book, they also asked questions about scientific work and Nobel prizes, and I'll include some of that below. (The English translation mostly renders "Roth" as "Ross," but in at least one place I am "Irwin Rothu.")

 Here's the link (in Chinese and in translation):

 正文
为什么“天上撒钱”不一定是好事?
南方人物周刊
2026-02-04 14:10

Why isn't "money falling from the sky" necessarily a good thing?
Southern People Weekly
2026-02-04 14:10
 

 Southern People Weekly: Although Nobel Prize-winning research often stems from studies conducted many years ago to see if it can withstand the test of time, in the long run, both the nationality distribution of laureates and the evolution of research topics reflect, to some extent, changes in the global economic power structure and intellectual trends. How do you view this interaction between "academics and the times"?

Ross: That's certainly true, both in the long and short term. After World War II, the United States' scientific research and university strength rose rapidly, leading the world and producing a large number of Nobel laureates. Among them were scholars who grew up in the United States, as well as scientists who were forced to migrate from Europe due to war and political circumstances.

Today, I have some concerns that the United States may be actively relinquishing this long-accumulated advantage—when outstanding scholars from around the world no longer feel comfortable and secure in American universities, they may choose to pursue their careers in China or Europe. Another noteworthy change is that, in the past, most economics professors at Peking University and Tsinghua University held doctorates from top American universities such as Princeton, MIT, or Harvard; now, an increasing number of professors are completing their doctoral education at Chinese universities. Overall, this is a good thing; more people dedicating themselves to scientific research benefits the world. I only hope that top American universities will continue to welcome scholars from all over the world.

Southern People Weekly: Every year when the Nobel Prize winners are announced, similar discussions erupt in China—despite its stellar economic performance, China still boasts a sparse number of Nobel laureates. A Chinese-American Nobel Prize judge, when discussing this phenomenon, stated that China's current evaluation system, centered on the number of papers and impact factors, objectively pushes research efforts towards already highly crowded and popular fields. The key to a breakthrough lies in identifying important research gaps and sustaining long-term, continuous investment. What advice do you have for young Chinese researchers?

Ross: There isn't just one way to do scientific research. Some people choose to tackle well-known, unsolved problems; they're running a "sprint." If you're not confident that you're smart enough to solve these well-known problems faster than others, then becoming famous through a sprint isn't for you.

Another path is to choose a job that requires long-term accumulation. I'm not referring to a marathon, which is still a race where speed is paramount, but rather to becoming a musician, which requires long-term creation and continuous exploration of new musical styles or genres to gain recognition.

Southern People Weekly: Your career path is the second one.

Ross: Yes, I've never considered myself smarter than anyone else. There wasn't much interest in matching theory early on, but I was very interested in it. My first paper on matching theory was initially submitted to an economics journal, titled "Matching Economics: Stability and Incentives." The journal's editor at the time was George Stigler, who was also the Nobel laureate in economics that year (1982).

He replied with a very polite letter, saying he had read the paper and found it "very interesting," but the only part of the entire article that could be considered economics was the word "economics" in the title. The paper discussed how to achieve stable matching through institutional arrangements in the absence of price adjustments and analyzed the incentives of participants. Stigler is one of the core economists of the Chicago School, known for his in-depth research on price theory. In his view, my paper did not constitute economic research.

So I published the paper in a mathematical operations research journal. Thirty years later, I won the Nobel Prize. During this time, matching theory gradually became part of economics, attracting more and more economists' attention. How could it not be (economics)? How people go to school, find jobs, and allocate kidney transplant resources are essentially matching problems. That (rejected) paper later became one of the papers cited in the Nobel Prize review.

Regardless of which path you choose, you should not make the Nobel Prize your research goal, because winning the prize itself is highly accidental.

Southern People Weekly: So, chasing a certain direction just because it seems important or popular may not necessarily bring you the success you want; similarly, you shouldn't give up your passion just because it's not popular or hasn't been recognized yet.

Ross: I often tell my graduate and doctoral students that you have to find a research area that is attractive enough to you. Because most days, you may not make any progress, but at the end of the day, you can still say to yourself, "Well, today was pretty interesting too." It is this enjoyment that draws you back to the work time and time again. ... you can't make something you dislike into something great.
...


Southern People Weekly: Some media outlets have summarized the Trump administration's trade strategy as using high-pressure threats, setting tight deadlines, and structured negotiation frameworks to leverage uncertainty and bargaining power to force concessions from the other side. From a game theory perspective, how do you evaluate this strategy?

Ross: I have some concerns that the current U.S. administration may not yet fully grasp the importance of being a reliable partner. Any long-term partnership, like a marriage, cannot involve daily discussions about "who does the dishes." True long-term cooperation means investing in the future at every moment, not just focusing on immediate gains. I fear we have overlooked this.

...

Southern People Weekly: Your academic journey also had its share of ups and downs—you dropped out of high school due to a lack of motivation, but successfully applied to university by taking weekend engineering courses at Columbia University; you failed your doctoral qualifying exam, but gained the appreciation of Bob Wilson (the American economist who won the Nobel Prize in Economics in 2020), thus avoiding an unexpected interruption to your academic career. Do these life experiences influence your views on "matching mechanisms"?

Ross: Absolutely. There's something "magical" about the PhD program: when we admit students, we base our decisions on their undergraduate performance—the only information we have when making admissions decisions. But when we "sell" them and help them find jobs, we base our decisions on the research they've done during their PhD studies.

In other words, we admit students based on their ability to learn existing knowledge and complete coursework, but evaluate and recommend them based on their ability to discover the unknown and create new knowledge. These two abilities are not entirely the same. Unfortunately, we don't have a good way to accurately predict how outstanding a person will become as a researcher based solely on their undergraduate performance. 

##############

Earlier interview:

Wednesday, December 24, 2025  Interview about the new edition of the Chinese translation of Who Gets What and Why

 

Saturday, February 7, 2026

Are some applications of AI repugnant?

Here's a new HBS working paper on repugnance of A.I.

 Performance or Principle: Resistance to Artificial Intelligence in the U.S. Labor Market
By: Simon Friis and James W. Riley

Abstract
From genetically modified foods to autonomous vehicles, society often resists otherwise beneficial technologies. Resistance can arise from performance-based concerns, which fade as technology improves, or from principle-based objections, which persist regardless of capability. Using a large-scale U.S. survey quota-matched to census demographics and assessing 940 occupations (N = 23,570 occupation ratings), we disentangle these sources in the context of artificial intelligence (AI). Despite cultural anxiety about artificial intelligence displacing human workers, we find that Americans show surprising willingness to cede most occupations to machines. Given current AI capabilities, the public already supports automating 30% of occupations. When AI is described as outperforming humans at lower cost, support for automation nearly doubles to 58% of occupations. Yet a narrow subset (12%)—including caregiving, therapy, and spiritual leadership—remains categorically off-limits because such automation is seen as morally repugnant. This shift reveals that for most occupations, resistance to AI is rooted in performance concerns that fade as AI capabilities improve, rather than principled objections about what work must remain human. Occupations facing public resistance to the use of AI tend to provide higher wages and disproportionately employ White and female workers. Thus, public resistance to AI risks reinforcing economic and racial inequality even as it partially mitigates gender inequality. These findings clarify the “moral economy of work,” in which society shields certain roles not due to technical limits but to enduring beliefs about dignity, care, and meaning. By distinguishing performance- from principle-based objections, we provide a framework for anticipating and navigating resistance to technology adoption across domains. 

 

 

When AI use is morally repugnant

Researchers used a moral repugnance scale (1-7) to measure public resistance to automation across 940 occupations. They found widespread support for AI in some roles but others remain categorically off-limits, regardless of AI’s capabilities.

Occupation

Repugnance score

Clergy

5.91

Childcare workers

5.86

Marriage and family therapists

5.64

Administrative law judges, adjudicators, and hearing officers

5.62

Athletes and sports competitors

5.52

Biostatisticians

2.54

Switchboard operators, including answering service

2.52

Transportation planners

2.38

Search marketing strategists

2.31

File clerks

2.17

 

Friday, February 6, 2026

Moral Economics: back-cover blurbs

 I now know what blurbs will likely be on the back cover of Moral Economics when it comes out in May. They are by Peter Singer, Abhijit Banerjee & Esther Duflo, Claudia Goldin, and Paul Milgrom & Bob Wilson, all people whose work I admire more than I can say.


    “Alvin Roth received the Nobel Prize for work in economics that has saved thousands of lives. In Moral Economics, Roth applies his open-minded, evidence-based thinking to controversial issues at the intersection of markets and morals, where his way of thinking could save even more lives.
    Peter Singer, author of Ethics in the Real World


    “A surprising large part of economics is about things money can't buy, for many good and bad and complicated reasons. This wonderful book by the leading scholar in that area of economics is something else that just money could never buy. It's a labor of love, a testament from a lifetime of thought and research.”
    Abhijit V. Banerjee and Esther Duflo, Nobel laureates and authors of Poor Economics


    “With clarity and compassion, Al Roth explores the transactions society cannot escape—surrogacy, the purchase of body parts, the sale of sex, and a host of ‘repugnant’ relationships. What should be regulated? What should be banned? What are the limits of using price in the marketplace? Be prepared to think in new ways and gain from the insights of a great market designer.”
    Claudia Goldin, Nobel laureate and author of Career and Family


    “From the right to sell a kidney to the cost of a surrogate birth, our sense of ‘right and wrong’ shapes the economy more than we realize. Nobel laureate Alvin Roth—the world's leading ‘philosopher-economist’—unpacks the hidden moral codes that govern our most intimate transactions. This is a clear-eyed guide to understanding where the market ends, where morality begins, and how we can design a world that honors both.”
    Paul Milgrom and Robert Wilson, Nobel laureates, Stanford University

 

Thursday, February 5, 2026

Ken Rogoff's intellectual autobiography

 My Harvard colleague Ken Rogoff, who is almost certainly undominated in the joint space of competitive chess and academic economics, reflects on the economy during his long career in a new book.

Kenneth Rogoff, Our Dollar, Your Problem: An Insider’s View of Seven Turbulent Decades of Global Finance, and the Road Ahead. Yale 2025 

It is reviewed on the website of the Institute for New Economic Thinking --

 Education of a Grandmaster  By Perry G. Mehrling  

 I was struck by these paragraphs comparing competitive chess to academic economics.

"As a sometime intellectual biographer myself, I note the repeated chess analogies sprinkled throughout the book, and take them more seriously than Rogoff himself does. Indeed I would suggest that his early chess career, starting in high school, is the important intellectual formation we need to have in mind as the lens for understanding the moves in his second career as an economist. I have already mentioned his self-proclaimed penchant for bucking consensus. In chess everyone knows the standard openings, so to win you need to come up with a new move (on offense) or find a way to defend against your opponent’s new move (on defense). If it works, everyone studies the game and adds it to their own chess repertoire.

"That’s apparently how he understands the academic game as well, albeit perhaps subconsciously, and he was good at playing that game as well. Tenure at Harvard is basically the academic equivalent of international grandmaster status in chess, a status he achieved in 1978 just as he was starting his academic career. In chess, tournaments are where you test your skills against your rivals. In academia, conferences and workshops play an analogous role, and we know who won by subsequent publication placement. (Not nearly as objective as checkmate!) Throughout the book, we hear repeatedly about some of these academic rivalries—versus Stiglitz, Greenspan, Dooley et al, Rey, Summers, Krugman—with brief summaries of the moves that Rogoff made in crucial games. Games with lower ranked players are relegated to footnotes..." 

Wednesday, February 4, 2026

Kidney exchange comes to Hungary

Péter Biró  writes with good news about kidney exchange in Hungary.

 Here's the announcement from the  University of Pécs, of the first kidney exchange performed in Hungary, following the first legislation passed to legalize kidney exchange in 2014. (And more details follow from a second announcement below.)

The first cross-donation kidney transplant was performed in Hungary at the University of Pécs Clinical Center  2026.01.29

"The first cross-donation kidney transplant performed in Hungary a few days ago can be considered a new milestone in the history of organ transplantation in Hungary. Within the framework of the living donor kidney exchange program, two women received new kidneys at the Department of Surgery of the University of Pécs Clinical Center (PTE KK), which gives them the opportunity for a better quality of life. It is particularly interesting that in both cases the organ donor was a male member of the other couple.

...

"In his speech, Dr. Péter Szakály, Head of Department of the Department of Surgery of the University of Pécs, emphasized that: The establishment of a national pool was of fundamental importance in this program, and this program will be able to operate successfully in the future as well if there are as many such couples as possible. He also added that compared to traditional kidney transplantation, living donor transplantation is always a much greater challenge (...) Transplantation with a living donor comes with increased responsibility, as it involves a healthy donor. In this case, two surgeries were performed at the same time: Ádám Varga, assistant professor, and I simultaneously removed and replaced the organs between the two pairs from the adjacent operating room. 

"Since 2014, the law allows this type of transplant, but no specific surgeries have been performed so far. Recognizing this shortcoming, at the initiative of the National Hospital Administration, the four kidney transplant centers in Hungary and the Regional Kidney Transplant Committees operating there, in cooperation with the National Blood Transfusion Service, have developed a nationally uniform program in accordance with the legislation in force, which ensures equal opportunities for all patients who voluntarily enter the program. This became the living donor kidney transplant exchange program, which was launched in Hungary on June 21, 2024. The search for optimally compatible pairings between the pairs applying for the program is carried out with the help of a software developed for this purpose." 

#########

And here is the emailed announcement forwarded by Peter Biro, who has been a champion of kidney exchange in Europe for many years now:

Dear EURO-KEP Colleagues,

 

We are pleased to inform you that we have reached a significant milestone within the Hungarian Kidney Paired Kidney Exchange Program (HKEP), in line with the objectives of the EURO-KEP initiative.

 

On January 20, 2026, the first two kidney transplants were successfully performed in Hungary within the national living donor kidney exchange program. The surgeries took place at the University of Pécs Clinical Centre, marking the first realization of kidney cross-over donation in the country.

We believe that this milestone, supported by a well-structured professional and patient information campaign lasting more than a year and a half, will contribute to increasing the number of living donor kidney transplants and encourage more patients and voluntary donors to join kidney exchange programs. This, in turn, will support further kidney exchanges and improve equal access to transplantation.

 

Chronology and key developments of the Hungarian KEP

  • June 2024 – With the support and authorization of the National Directorate General for Hospitals (OKFŐ), a nationally unified kidney paired exchange program was launched, coordinated by the National Blood Transfusion Service, with the participation of all four Hungarian kidney transplant centers and regional waiting list committees.
  • Since the launch – The matching algorithm has been run every three months; to date, six matching runs have been completed, involving 57 donors and 44 recipients. The seventh run is scheduled for tomorrow.
  • July 2025 – A key legislative amendment entered into force, allowing:
    • simultaneous transplants among more than two donor–recipient pairs in a closed chain,
    • transplant surgeries to be performed in different centers, enabling patients to remain at their original listing centers and
    • not only incompatible pairs can join the program, but compatible pairs in the hope of better matching.
  • Following the legal amendment, an updated and detailed printed patient information package was distributed nationwide, with the involvement of all dialysis units and transplant centers.
  • During the optimization process, a clinically acceptable match was identified between two married couples. In both cases, the male partner donated a kidney to the female recipient of the other couple. The transplant surgeries were performed on 20 January 2026 at the Surgical Clinic of the University of Pécs Clinical Centre. In both cases, graft function started immediately. The recipients and donors are in good condition and both patients were discharged home on Friday.

We consider this achievement a significant milestone in Hungarian transplantation and a meaningful contribution to the shared European objectives of the EURO-KEP project. We remain committed to continuing this work in the service of saving lives.

 

Best regards,

 

Dr. Sándor Mihály, Ph.D  
Director of transplantation

Honorary College Associate Professor at Semmelweis University

General Secretary of the Hungarian Transplant Society

EDTCO Past-Chair 2023-2025

 

 

Organ Coordination Office

Central Waiting List Office

National Organ and Tissue Donation Opting-out Registry

Hungarian Stem Cell Donor Registry