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Ole Peters

@opeters

Physicist, Ergodicity Economics @london-math-lab.bsky.social and @sfiscience.bsky.social Newsletter: ergodicityeconomics.eo.page/4ct3k Blog: http://ergodicityeconomics.com

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Latest posts by Ole Peters @opeters

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New book: Introduction to Ergodicity Economics An Introduction to Ergodicity Economics is a new textbook that draws on physics to re-examine traditional economic theory. It begins with flipping a coin. And a hypothetical gambit. Imagine you were o...

New book: An Introduction to Ergodicity Economics

A new textbook by SFI External Professor Ole Peters and Alexander Adamou re-examines 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.

18.12.2025 19:07 πŸ‘ 13 πŸ” 5 πŸ’¬ 1 πŸ“Œ 0
Why we wrote a textbook
Why we wrote a textbook YouTube video by Ergodicity TV

For those of you who couldn't make it to the launch event in June, here's a video about the "why" behind writing the textbook.

29.11.2025 14:59 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

The story that orthodox economics is as good as a formal theory of human behavior can ever be has been holding economic theory back for a long time.

I know one formal theory that’s better than the orthodoxy.

13.11.2025 14:15 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Is there an age limit to apply?

28.10.2025 20:17 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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We don't use the term "capital" but maybe this excerpt helps, from royalsocietypublishing.org/doi/full/10....
Our views on the role of models, meaning axioms or assumptions, are laid out on p.59 of the book.
ergodicityeconomics.com/an-introduct...

14.10.2025 17:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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This book has been such a delight!
By my friend and mentor Reuben Hersh, about his friend and mentor Peter Lax. Reading it feels like listening to Reuben speak about his love of mathematics and his respect, friendship, and admiration for Peter.

01.10.2025 15:50 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

That’s true, it’s not exactly the Ising model. Closer to a lattice gas, which can be mapped to a spin-1 Ising model…
Upshot: statistical mechanicians studied variants of these systems, around the time when Schelling proposed his model.

01.10.2025 13:23 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Schelling segregation in an open city: A kinetically constrained Blume-Emery-Griffiths spin-1 system In the 70s Schelling introduced a multiagent model to describe the segregation dynamics that may occur with individuals having only weak preferences for ``similar'' neighbors. Recently variants of thi...

I was listening to your podcast, @seanmcarroll.bsky.social and @pettertornberg.com. I always thought of the Schelling model as some sort of "zero-temperature Ising thing." But this time I asked chatGPT, and the exact mapping is worked out here:
journals.aps.org/pre/abstract...

Interesting for you?

01.10.2025 11:58 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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I was also just thinking about ontology -- the study of being and existence -- in the context of economics.

Curiously, a number of the topics on your list are chapters in the EE textbook. Plenty of overlap.

26.09.2025 14:26 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

It makes me exceedingly happy that there are people all around the world who enjoy this kind of gentle slow meditation. Social-media scatter brain be damned.

And if one of them is Dave Bacon, you know it's good stuff!

25.06.2025 08:59 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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That's rather lovely in a non-trivial way!
At the launch party last week, we also had a big book for big ideas.

25.06.2025 08:34 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Textbook – Ergodicity Economics

6/
And, of course, have a look at our textbook, where we develop Ergodicity Economics, from the ground up. A fully functioning formal alternative to orthodox economic theory.
ergodicityeconomics.com/publications/

28.05.2025 12:13 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Seminar. Duncan James. β€œRisky Curves–New Results and Future Directions” – Ergodicity Economics

5/
If you find this as interesting as I do, come along next week to listen to one of the authors, Duncan James, present the book and recent updates, in our EE seminar series:

ergodicityeconomics.com/event/semina...

28.05.2025 12:13 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Risky Curves: On the Empirical Failure of Expected Utility For several decades, the orthodox economics approach to understanding choice under risk has been to assume that each individual person maximizes some sort of personal utility function defined over pur...

4/
That was established in an admirable effort by 4 economists, experts in expected-utility theory, who reviewed 8 decades of empirical work, concluding:
"The power to predict out-of-sample is in the poor to non-existent range."

See "Risky Curves"
routledge.com/Risky-Curves...

28.05.2025 12:13 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

3/
What does that mean?
I would say it means that this core concept of orthodox economics -- utility -- is meaningless and misleading.
But don't take my word for it - this is known: empirically, expected-utility theory and its descendants, like prospect theory etc., don't work.

28.05.2025 12:13 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Expected-utility maximizers don’t maximize utility. – Ergodicity Economics

2/
I've written a blog post about this with Ollie Hulme, where we spell out the mathematics and give you an interactive app.
Try it out for yourself. Maximizing expected utility destroys actual utility.
ergodicityeconomics.com/2025/05/28/exp

28.05.2025 12:13 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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1/6
How can I put this?
"Expected-utility maximizers don't maximize utility."

Why? Because utility is not usually an ergodic quantity in the mathematical models used by economists, and maximizing its expected value doesn't mean much in the real world.

28.05.2025 12:13 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 1
Preview
Apply now: Ph.D. Scholarship Program Whether it's due to the climate crisis, wars, political polarization, inflation or global health crises: Increasing uncertainty about the future has become a defining feature of our time. The ZEIT STI...

If you're interested in studying uncertainty at Ph.D. level, this set of scholarships may be for you:

www.zeit-stiftung.de/en/topics/de...

28.05.2025 09:46 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

15 years ago I started SAM, the Society for the Advancement of Mediocrity.
It went alright, and I think it was an ok idea.

26.05.2025 15:59 πŸ‘ 2 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Ergodicity Economics mailing list Join for all things ergodicity!

And please stay in touch and tell us what you find.
ergodicityeconomics.eo.page/4ct3k

Most of all: enjoy!
This is creative, living, science, and I think the fun we had while writing the book shines through on the page.

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The result is a book that will enable its readers to go far beyond it. It's not a collection of papers, nor a comprehensive survey. It's a launch pad. Absorb what's in this book and take it in entirely new directions.

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Then move to collections of individuals, then let them interact. At each level our thinking is informed by the ergodicity problem: how does our perspective change when we move from a statistical-ensemble perspective to a temporal perspective?

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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We start by introducing tools we found to be useful over the years, wherever they came from. Next we think about a single person making trivial decisions, then increase the complexity of the decisions one step at a time. We create a temporal context, and add ignorance.

20.05.2025 11:31 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Textbook – Ergodicity Economics

And we ended up with a delightful book. A textbook that you can actually read because it outlines the beginning of a new field. It's deliberate, systematic, and maximally simple.
ergodicityeconomics.com/publications/

20.05.2025 11:31 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

We unified, simplified, and systematized.

20.05.2025 11:31 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Ergodicity economics β€” a history – Ergodicity Economics

We collected earlier work by researchers who had also asked the ergodicity question, explicitly or implicitly. We traced this problem back over the centuries, found relevant tricks in books on physics, signal processing, economics, mathematics.
ergodicityeconomics.com/2024/02/05/e...

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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The ergodicity question remained the key to it all: do we think of randomness as variation across time or as variation across multiple systems, real or imagined?

So we called what we were doing "Ergodicity economics."
www.nature.com/articles/s41...

20.05.2025 11:31 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Dozens of students worked on smaller projects during @london-math-lab.bsky.social summer placements. The network of collaborators grew into different domains; machine learning, neuroscience, psychology.

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Something genuinely new was emerging. While there are several excellent critiques of economic theory, including by some of its key architects, what we were developing was a constructive alternative.

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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In 2015, I presented a set of lectures on the topic in Chandigarh, India. My haphazard notes for these lectures, co-authored in a rush with Alex Adamou, became a secret classic, with tens of thousands of downloads from my homepage alone.

20.05.2025 11:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0