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@rbly.bsky.socialOct 15, 2026, 7:42 AM

Latent class analysis is astrology for scientists
#statsky

@sparkydata.devOct 13, 2026, 10:00 PM

Did the law just widen what counts as felony assault? It has, more than once: strangulation has had its own felony code since 2010. Leave strangulation out, and 2025 still tops every year back to 2001.

How we measured it: sparkydata.dev/articles/fewer-s… 📊 #statsky

Line chart of felony assaults a year in New York City, 1990 to 2025. Separate dots for 1990 (44,122), 1993 (41,121) and 1998 (28,848); the yearly line falls from 25,924 in 2000 to a low of 16,284 in 2008, stays near 20,000 until 2020 and rises to 29,838 in 2025. A second line, without strangulation, runs from 2006, parts from the first after 2010 and reaches 25,092 in 2025.
@tomayates.bsky.socialOct 13, 2026, 6:21 PM

Statistical friends, imagine you had data on the association betwen two continuous variables across a number of different settings

Slope levels off at some point

What would the best approach to testing whether the inflection point differed between settings?

#statsky

@alxndrmlk.bsky.socialOct 12, 2026, 8:47 AM

Is causality enough to take AI to the next level?

And why do today's models fall so easily into a correlational black hole?

1/

#CausalSky #MLSky #StatSky #EpiSky #EconSky

Square Causal Bandits Podcast thumbnail on a dark blue and purple background. Large white text reads 'AI & Causal WORLD MODELS', with AI in red. Elias Bareinboim is on the left and Alex Molak on the right, with the Causal Bandits Podcast logo between them. A caption at the bottom reads 'Elias Bareinboim, PhD'.
@alxndrmlk.bsky.socialOct 11, 2026, 5:33 PM

We just sent today's issue of Causal Python Bi-Weekly.

Here's what's inside:

1/

#CausalSky #StatSky #EconSky #EpiSky #MLSky

Causal Python Bi-Weekly issue 181 thumbnail. Headline 'A Tale of AI Agents vs Causality' with a portrait of Zhenhao Chen (MBZUAI), on the CausalGame benchmark finding that even the best AI agents rarely reason their way to a causal answer. Also inside: always-on experimentation, and new causal jobs.
@alxndrmlk.bsky.socialOct 9, 2026, 8:43 AM

You can see me here citing Sam Altman's 2024 prediction about 1-person $1 billion companies created using AI.

1/

#CausalSky #StatSky #MLSky #AISky

Two men either side of a book cover. On the left, Elias Bareinboim in a black top and glasses; on the right, Alex Molak in a white shirt, mid-sentence, with causal diagrams on a whiteboard behind him. The cover reads 'Causal Artificial Intelligence: A Roadmap for Building Causally Intelligent Systems, Elias Bareinboim'.
@alxndrmlk.bsky.socialOct 7, 2026, 8:07 AM

400+ nodes and 1500+ edges

And 11 different ways people at NASA referred to changes in gravitational force

1/

#CausalSky #StatSky #EpiSky #MLSky

@rbly.bsky.socialOct 6, 2026, 5:05 AM

Maybe a hot take, but IMO the best thing about propensity scoring is that it makes clear how absurdly difficult it is to reduce complex patients/clinician+patient interactions down to a handful of variables. It virtually always obviates some missing and/or irreducible context.

#statsky #episky

@irvingwashington22.bsky.socialOct 3, 2026, 5:26 PM

I am here for this sort of content. #statsky

@ptryck.bsky.socialOct 2, 2026, 7:31 PM

interesting, working my way through it
wonder why they did not user more recent data than 2020&2022

seems also quite obvious(?) that divisive issues are more risky for politicians, particularly in election cycles to maybe take on as it can alienate potential voters.

#statsky @gelliottmorris.com

@alxndrmlk.bsky.socialSep 29, 2026, 12:50 PM

Our new episode with Robert J. Reynolds is out now!

1/

#CausalSky #StatSky #EpiSky #MLSky

Square Causal Bandits Podcast thumbnail on a blue background. Large white text reads 'CAUSAL MODELS at NASA', with NASA in red. Alex Molak is on the left and Robert J. Reynolds on the right, with a grey astronaut figure between them. A caption at the bottom reads 'Robert Reynolds, PhD'.
@rbly.bsky.socialSep 29, 2026, 3:07 AM

Applied #statsky and health #econsky friends: any good methods-focused conferences you recommend? I am feeling a little deflated by how little my peers in health economics care about methods. Extra points if there is a focus on Bayes, prediction, and decision theory. I'm in Singapore but can travel!

@alxndrmlk.bsky.socialSep 28, 2026, 8:30 AM

Last week I went to New York to talk to Robert J. Reynolds, PhD, for a new podcast series with @sobor.bsky.social and UBC.

Rob had quite a story to tell about his work with causal models at NASA.

#CausalSky #StatSky #MLSky

A New York City street selfie of two smiling men. A label reads 'This is Rob' with a red arrow pointing to the man on the left, Robert J. Reynolds, next to Alex Molak on the right. The NASA logo is in the bottom-left corner and the Causal Bandits Podcast logo is in the top-right.
@alxndrmlk.bsky.socialSep 27, 2026, 6:07 PM

We just sent today's issue of Causal Python Bi-Weekly.

Here's what's inside:

1/

#CausalSky #StatSky #EconSky #EpiSky #MLSky

Causal Python Bi-Weekly issue 180 thumbnail. Headline 'When the best recommendation is the one we hold back' with a portrait of Athanasios Vlontzos (Hologen, ex-Spotify), on making Spotify's recommender causal using holdback data already collected. Also inside: Hume, de Finetti and induction, with David Rohde on deferring to a machine, and UBC's causal AI cluster launching October 8 with a keynote by Robert J. Reynolds.
@rbly.bsky.socialSep 23, 2026, 2:17 AM

A lot of bullshit research gets a pass under "exploratory" work. Fishing for p-values is just exploring how to cook the books for your next study. What are some good, actually principled, exploratory stats/Econ methods? #statsky

@alxndrmlk.bsky.socialSep 21, 2026, 12:53 PM

I'm in NYC to record a couple of new episodes of the #CausalBanditsPodcast

What questions should I ask Elias Bareinboim and Robert J. Reynolds?

1/

#CausalSky #StatSky #EconSky #EpiSky #MLSky

Alex smiling in a selfie in Times Square, New York City, wearing a beige corduroy jacket over a yellow polo shirt, with blurred billboards, skyscrapers, and crowds in the background.
@alxndrmlk.bsky.socialSep 16, 2026, 9:30 AM

AI assistants can convince us to make bad decisions while we keep believing they were helpful.

And it's a significant problem in statistics, causal analysis, and research.

1/

#CausalSky #StatSky #EconSky #EpiSky #MLSky

Screenshot of Valerio Capraro's LinkedIn post: 'New PNAS paper shows that AI can manipulate your preferences, and you may still think it's helping you.' Below it, the PNAS paper header 'Human preferences are susceptible to covertly misaligned AI advice' by Sahand Sabour et al., and a side-eyeing Doge meme.
@rbly.bsky.socialSep 16, 2026, 3:49 AM

We must pace the frontier of logistic regression. It is too powerful, and the risk to humanity of incorrect interpretations of odds ratios is an existential threat
#statsky #ai

@alxndrmlk.bsky.socialSep 13, 2026, 1:13 PM

Peeking at A/B tests?

Does the stopping rule actually matter?

In today's issue of Causal Python Weekly:

1/

#CausalSky #StatSky #EconSky #EpiSky #MLSky

Causal Python Weekly issue thumbnail. Editorial headline 'Spotify is not using Bayesian A/B testing' by David Rohde (Criteo), on stopping rules, peeking, and what a confidence interval buys us. Also inside: UBC's Causal AI cluster and a new podcast series, plus new causal jobs.
@alxndrmlk.bsky.socialSep 11, 2026, 8:53 AM

"AGI has arrived"

(But not for the first time)

#CausalSky #AISky #MLSky #StatSky

A square graphic titled 'AGI is Here?' above a screenshot of a Reddit thread. User ForwardLoop lists three times in 2026 that Nvidia's CEO claimed AGI was reached (March on the Lex Fridman Podcast, August on NVIDIA's Q2 earnings call, September in a tweet) and asks 'Maybe third time's the charm?', with joking replies below.