iiinova — where your digital self keeps evolving

Reposted by daniel saunders

Nathaniel Haines @natehaines.bsky.social · 03/06/2026

here is the full sequence 🤓

daniel saunders @danielsaunders.bsky.social · 27/02/2026

at my job I’m expectedutilitymaxxing. I chatted with @alex-andorra.bsky.social on how to make it scalable and fast in an industrial context on top of the probabilistic programming language you already love, PyMC.

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Michael "Shapes Dude" Betancourt @betanalpha.bsky.social · 03/12/2025

In particular the latter step is often rich with modeling opportunities even if the theory of the latent phenomena is lacking. I often meet people who claim there is not enough domain expertise for a bespoke model but then go on for ten minutes about the intricacies of their measurement process.

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daniel saunders @danielsaunders.bsky.social · 28/11/2025

Some people are out here practicing the One and True Scientific Method (bayes on structural economic models) and they are kind of enough to write books about how to do it.

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Jessica Hullman @jessicahullman.bsky.social · 17/10/2025

It’s become fashionable in some circles to reject decision theory (and other basic statistical ideas) for vaguely political reasons. There are valid critiques—but also some worth being wary of. Some thoughts: statmodeling.stat.columbia.edu/2025/10/17/s...

statmodeling.stat.columbia.edu

Separating the whack from the chaff in critiques of decision theory | Statistical Modeling, Causal Inference, and Social Science

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British Journal for the Philosophy of Science @thebjps.bsky.social · 06/10/2025

Are you a phd student? Are you in the vicinity of one and want to help them with their bad life choices? Then this is for you! #philsci

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daniel saunders @danielsaunders.bsky.social · 04/06/2025

It’s an amazing package. The website also has a bunch of neat strategies to diagnose hmc samplers, ones I haven’t seen discussed elsewhere.

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Julia M. Rohrer @dingdingpeng.the100.ci · 22/05/2025

“We didn’t ever hide that that’s what it was. People were mad because we were calling them effects,” she says. “Then they say to us, but they’re just associations with 20 covariates. But the point is we said that from the beginning. They’re associations with 20 covariates.”

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lastpositivist.bsky.social @lastpositivist.bsky.social · 22/05/2025

Friend telling me about how few statisticians are actually Bayesians. It's a real shame how far we have fallen from God's light.

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Aki Vehtari @avehtari.bsky.social · 05/05/2025

Mitzi Morris's new case study mc-stan.org/learn-stan/c... illustrates with hierarchical and spatial models the better efficiency of the new sum_to_zero_vector constrained parameter introduced in Stan 2.36 (2024-12). Mitzi used CmdStanPy, but the Stan code is the same with all interfaces

mc-stan.org

The Sum-to-Zero Constraint in Stan

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daniel saunders @danielsaunders.bsky.social · 15/01/2025

A brief history of tech disruptions: 2010: We are going to disrupt that horrible corporation, Blockbuster 2012: We are going to disrupt those awful cab monopolies 2014: We are going to disrupt the record labels 2022: We are going to disrupt reading and writing

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daniel saunders @danielsaunders.bsky.social · 30/12/2024

Feels extremely true, watching how business leadership reacts to the long search process involved in finding a good model. The bayesian workflow literature largely assumes academic contexts where research papers are expected to be in development for a year or more.

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PyMC Labs @pymc-labs.bsky.social · 24/12/2024

🎄✨ 𝐌𝐞𝐫𝐫𝐲 𝐂𝐡𝐫𝐢𝐬𝐭𝐦𝐚𝐬 𝐚𝐧𝐝 𝐇𝐚𝐩𝐩𝐲 𝐇𝐨𝐥𝐢𝐝𝐚𝐲𝐬 𝐟𝐫𝐨𝐦 𝐏𝐲𝐌𝐂 𝐋𝐚𝐛𝐬! 🎁 This holiday season, we want to thank everyone in our community for your support and enthusiasm. We’re grateful to see so many of you using PyMC-Marketing and CausalPy #MerryChristmas #HappyNewYear #PyMCMarketing #CausalPy #Gratitude

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daniel saunders @danielsaunders.bsky.social · 21/10/2024

briefly looking up empirical papers, giving up and resorting to nature documentaries is just ... extremely philosophy.

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Paul Smaldino @psmaldino.bsky.social · 02/10/2024

Evolution of Similarity-Biased Social Learning (by me + Alejandro Pérez Velilla). Now in press at Evolutionary Human Sciences. Formalizes the long-standing idea that, for better or worse, it may be adaptive to ignore or down-weight information from outgroup sources. osf.io/preprints/so...

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daniel saunders @danielsaunders.bsky.social · 06/09/2024

It seems Ludwig Boltzmann had a bit of a drinking problem.

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Nathaniel Forde @nathanielforde.bsky.social · 13/06/2024

New Deep Dive on Splines and Hierarchical Splines for modelling Insurance Loss curves with Bambi/PyMC. The focus is on the contrast between interpolation, extrapolation and how including extra hierarchical structure aids generalisation. nathanielf.github.io/posts/post-w...

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Julia M. Rohrer @dingdingpeng.the100.ci · 14/04/2024

This is an excellent (very short!) discussion of how to decide which methods to use. (How can there be so many snappy and highly relevant pieces by Gelman et al. that I haven’t read?!)

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daniel saunders @danielsaunders.bsky.social · 28/03/2024

I picked up the dialectical biologist at a used bookstore a couple weeks ago. It slaps. Includes a whole chapter about pranks they played on EO Wilson along with this strategy for riches and professional success.

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daniel saunders @danielsaunders.bsky.social · 11/03/2024

I've been teaching a version of this class for a couple years. The hard tradeoff is how much of the class should be spent on practical skills vs explaining why common practice in journals is bananas. Students like the class more when there are more dunks obviously!

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daniel saunders @danielsaunders.bsky.social · 01/03/2024

With blackjax, nutpie, numpyro, it compiles for 60 seconds. Then the progress bar goes from 0 to 100% in the blink of an eye. I'm telling you, people enjoy horse races more than formula 1 for a reason.

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daniel saunders @danielsaunders.bsky.social · 01/03/2024

I'm starting to worry that the advanced compiler-NUTS samplers that have come out in the last couple years have taken the thrill out of bayes. In pymc3, I'd stare at the progress bar with glean and horror. Sometimes, it would get abruptly faster for no reason. Sometimes, it would stop.

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daniel saunders @danielsaunders.bsky.social · 22/01/2024

Dropping by a Bayesian ecology conference today to see what they are doing. Apparently, it is strapping an accelerometer onto wild sharks. Then fitting hidden markov models to classify the sharks into "resting", "methodical exploration", and "rapid exploration".

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Michael "Shapes Dude" Betancourt @betanalpha.bsky.social · 15/01/2024

Curious about how probability distributions transform? Ever wondered from where the term “marginal probability” comes? Confused by those “Jacobian” things? Have I got some writing for you.

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daniel saunders @danielsaunders.bsky.social · 18/12/2023

Nancy Cartwright is so impressive. She has a MasterClass now. Even more impressive its on a subject not in her AOS.

Photograph of the actor Nancy Cartwright, not the philosopher.

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Diane Coyle @dianecoyle1859.bsky.social · 17/12/2023

When preferences change: www.enlightenmenteconomics.com/blog/index.p...

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daniel saunders @danielsaunders.bsky.social · 13/12/2023

when u open the assignment to see those overleaf-leave-space-for-the-reader-to-draw-graphs-sized margins and the default-I-know-my-IQ-score-type font, u can just assign them an A and move onto the next one.

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Anna Alexandrova @annaalexandrova.bsky.social · 08/12/2023

A great-looking book on diff kinds of modelling of social behaviour. The mammoth task of translating these models into empirically solid causal claims receives frustratingly less attention than the process of building these models. Methodology of modelling is there, methodology of translation isn’t.

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Paul Smaldino @psmaldino.bsky.social · 21/11/2023

I got asked to make a list of five books I like that are connected thematically with my own book. I like talking about books, so I did. Here's "The best books about (human) behavior that reward working through the math." shepherd.com/best-books/b...

shepherd.com

The best books on behavior that reward working through the math

Paul E. Smaldino shares the 5 best books on (human) behavior that reward working through the math. Have you read Culture and the Evolutionary Process?

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daniel saunders @danielsaunders.bsky.social · 18/11/2023

The most humiliating part of replying to emails is knowing that, no matter your efforts, it’s a temporary solution to a permanent problem.

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Andrew Little @anthlittle.bsky.social · 18/11/2023

Great stuff. I make a similar point on my game theory syllabus:

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daniel saunders @danielsaunders.bsky.social · 10/11/2023

Hi everyone, I wanted to introduce myself. I study methods in the mathematical social sciences. So some philosophy of science. But also a lot of model building too. My main project is articulating why generative modeling + Bayes is the Way and the Light. Here's my favorite piece of writing:

daniel-saunders-phil.github.io

imagination machine - If none of the above, then what?

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