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@LdnMathLab

LML is an institute for scientific research based in West London. We provide a space to think about problems deeply.

London, England Joined Aralık 2016
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LML@LdnMathLab·
LML is an institute for basic science in which researchers are commissioned to follow their curiosity. Please share and retweet! #follow
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Santa Fe Institute
Santa Fe Institute@sfiscience·
New book: An Introduction to Ergodicity Economics A new textbook by SFI External Professor Ole Peters and Alexander Adamou draws on physics to re-examine core assumptions in economic theory. It presents a formal challenge to expected-value thinking and shows how non-ergodicity can arise naturally in economic models. The book introduces ergodicity economics as a “third way” alternative to expected-utility theory and behavioral critiques of rationality. It is the first textbook in this emerging field, and it offers a new way to think about decision-making under uncertainty. santafe.edu/news-center/ne…
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Ole Peters
Ole Peters@ole_b_peters·
Why we wrote a textbook.
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Ole Peters
Ole Peters@ole_b_peters·
If you haven’t got your own copy yet, now’s the time to get one. I wholeheartedly recommend it.
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Emanuel Derman @emanuelderman.bsky@EmanuelDerman

If price was restraining you from enjoying my new reminiscence of youth, loves, & mores in immigrant Cape Town, adorned with 100 color photos, it’s now $17.50 on Amazon. amazon.com/Brief-Hours-We… J M Coetzee, Nobel Laureate, says: “The chapter on the lonely Mrs Gold is a triumph.”

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Ole Peters
Ole Peters@ole_b_peters·
Publication day!!! These beautiful objects can now be ordered. For our main markets, we have automated shipping solutions, but we're trying to reach everywhere. For now that means: loads of books at @LdnMathLab. Get yours at ergodicityeconomics.com/an-introductio…
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Ole Peters
Ole Peters@ole_b_peters·
As part of the Ergodicity Economics 2025 conference, we spent the last few days meeting in person in (stormy) Cascais, Portugal. This year, the aim of the conference was to get the EE crowd to meet the ecological rationality crowd around Gerd Gigerenzer. Over dinner, Gerd brought up the two-envelopes paradox and how ecological rationality might address it. I found this worth sharing because it illustrates how ergodicity economics and ecological rationality can meet, and how the two approaches, vastly different in some ways, can be joined to support each other. The two-envelopes paradox Here comes the paradox. I have two envelopes, and I give you one of them. I tell you that one envelope contains twice as much money as the other, and I give you the option to swap envelopes with me. Should you do it? The paradox (which we'll resolve formally below), is this: if you compute the expected value of what's in my envelope, you'll find that it's (2+1/2)/2=1.25 times whatever is in the envelope you currently have. This suggests that you should swap. But once you've swapped, you're in the same situation as before, you didn't learn anything new, so the same reasoning applied again will again tell you to swap and so on ad infinitum. Intuitively, it also feels that it cannot possibly make a difference to swap because swapping doesn't change your situation in any way. Ecological rationality to the rescue Ecological rationality suggests the following solution. Instead of tangling yourself in mathematical imponderables, get real, and develop a heuristic for making the choice. Here is the heuristic Gerd mentioned: think about the context, your surroundings, and come up with a plausible range of what might be in the envelopes. For example, you may be at an academic conference. It's unlikely that you'll find $10,000 in the envelope. Something symbolic like $10 or $20 would make sense, given the context. So you might choose $12 as a threshold, then open the envelope you've currently got, and keep it if it contains more than $12, otherwise swap. The heuristic (unlike the mathematical analysis) allows you to make a definite decision, it requires no complicated computations and gets the job done quickly. Also, it's designed to be fairly good -- you can rely on your intuition about the situation, implicitly taking a lot of information into account. I found this approach utterly refreshing -- if we're really talking about a real situation, and the story about the envelopes isn't just some cryptic encoding of an exercise in probability theory, then forget probability theory and focus on the real-world problem at hand! Ergodicity economics insights Expected value is meaningless here Nonetheless, let's see how ergodicity thinking can be informative here. Let's go back to the formal problem. The first thing we realize is that the expected value has absolutely nothing to do with the problem. The expected value is the ensemble-average over all imagined possible worlds of what might be in the envelope I'm holding. But you don't have access to the ensemble of all imagined possible worlds, you're stuck in this one universe. Tragically, the name "expected value" with its entirely inappropriate connotations, has become the standard word for referring to the average over the infinite statistical ensemble. Of course it's not what you should "expect": whatever is in my envelope, it's certainly not 1.25 times what's in yours -- it's either 0.5 or 2 times what's in yours. The "expected value" is not even in the set of possible values. Once we try to attach physical meaning to the expected value, and once this really sinks in, we realize that making this choice (and many others) based on expected value is as sensible as measuring your left shoe lace and swapping envelopes if it's longer than Julius Cesar's right arm (whose length you don't know). Long term growth But how would an ergodicity economist address the problem? I think maybe like this: try embedding the problem in time; make it part of a dynamic, and think of the choice you're making as the result of a behavioral protocol. Then judge the different options by how they affect you in the long run (not in expectation). How? You're currently holding an envelop. Let's call the (unknown) amount of money in that envelop x(0). You have the option to swap, or to keep the envelop. What's the growth rate of your wealth in the long run under either decision protocol? Let's check option A) keep your envelope. In this case, the amount of money you have will stay what it is, x(t)=x(0). The long-time additive growth rate of your wealth will be lim₍ₜ → ∞₎ 1/t [x(t)-x(0)]=0. What about option B), swapping? If you choose to swap envelopes now, you will learn nothing new, so you will repeat the same choice at the next time step. In other words, you will keep swapping envelopes. If you've currently got the good envelope, your wealth will evolve according to x(t)= x(0)/2 if t is odd and x(t)=x(0) if t is even If you've currently got the bad envelope, it will be 2 x(0) and x(0). In either case, the long-term additive growth rate of your wealth will again be zero lim₍ₜ → ∞₎ 1/t [x(t)-x(0)]=0. That's because in the large-t limit the contribution of a doubling or halving of the amount of money contributes nothing to the time-average growth rate. Paradox lost So: ergodicity economics resolves the foundational puzzle and arrives at the intuitive result: whether you swap or not is irrelevant according to the simple criterion of maximizing time-average growth rates. This exposes the invalidity of the formal analysis that established the paradox in the first place, and we quite like that. Back to reality: EE and ER synthesis If you now ask an ergodicity economist what should be done in the real situation, I'd suspect he or she would say the first-order decision criterion of ergodicity economics gives no answer, and we have to look for extra information to make the choice. Enter Ecological Rationality: it's exactly right -- look for more information than what we had immediately translated into a probabilistic mathematical model. Is this happening at an academic conference, or perhaps on live TV? Do you know me? Am I winking at the envelope in my hand and smiling at you? Am I trustworthy? Are we friends? Might I be trying to help you out? The EE2025 conference was a wonderful opportunity to start a serious dialogue between the two communities around EE concepts and Ecological Rationality concepts. I look forward to continuing it.
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Ole Peters
Ole Peters@ole_b_peters·
This is really fantastic. Hope it turns into a trend. If anyone out there feels inspired, get in touch with me right here.
GigaChadPepe@Giga_Chad_Pepe

@ole_b_peters Ole, I can't message you directly but would gladly match this for another attendee!

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Ergodicity Economics 2026
Ergodicity Economics 2026@EE_Conf_LML·
Early-bird registration ends this Friday, 20 December. And the program is now complete. This will be absolutely fantastic!
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Ole Peters
Ole Peters@ole_b_peters·
Yay! It's happening. This time with Gerd Gigerenzer as keynote speaker, under the theme "Good decisions." Tell all your friends.
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Ergodicity Economics 2026@EE_Conf_LML

We look forward to welcoming you online, and perhaps in person, at #EE2025! Register for the conference/send in an abstract at ee2025.rsvpify.com Share the email announcement via eomail6.com/web-version?p=… Sign up to the EE newsletter at ergodicityeconomics.eo.page/4ct3k

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LML
LML@LdnMathLab·
We congratulate @ole_b_peters on being awarded the Freedom of the City of London, having been nominated for his contributions to research into economics, in particular for his formulation of ergodicity economics. lml.org.uk/2024/07/23/con…
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