Matthew Kay
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mjskay.com
Matthew Kay
@mjskay.com
Assoc Prof Computer Science and Communication Studies at Northwestern. Infovis, HCI. Author of tidybayes & ggdist R pkgs. he/him. 🏳️‍🌈 https://mjskay.com/

Co-director https://mucollective.northwestern.edu

Co-founder https://journalovi.org
Pinned
I work in #datavis, best known for uncertainty vis: see my work on election forecast vis (forecasts.cs.northwestern.edu), this talk (youtu.be/E1kSnWvqCw0), or my lab (mucollective.northwestern.edu)

I like writing #rstats 📦s: ggdist (mjskay.github.io/ggdist), tidybayes, ggblend, posterior::rvar...
Reposted by Matthew Kay
I've just done the largest update to the #dataviz starter pack, with 30 accounts (20%) replaced. It means it will generate more content now. Might be worth re-clicking.

Sadly, gender imbalance got worse. I saved 5 spots for women-run accounts. Send suggestions, including yourself! Replies or DMs.
September 10, 2026 at 10:58 AM
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I've been feeling pretty down. When I found #RStats, I kinda fell in love, and decided to become as much of an expeRt as I could be. In the age of AI, that's not a good idea; why make the bots program in a language they don't really understand? #dataBS
September 21, 2026 at 12:40 AM
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There are *humans to be held accountable* here, not mysterious ghosts in an ineffable machine
September 18, 2026 at 6:21 PM
This is such a great idea! Vis conference paper discussions on bluesky. Great way to push people to reconstitute academic social networks here.
We are trying a big experiment this year for @ieeevis.org where we will have paper discussions hosted on @atproto.com. So look out for more activity in November.
September 18, 2026 at 9:42 PM
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Wonder what their handles are, because they're definitely on here
September 18, 2026 at 8:56 PM
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guys many years ago i read the harry potter fanfic

ama
September 17, 2026 at 9:05 PM
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Here's a makeover retry using the same colors. Not entirely happy with the labeling, but interesting to try to mix continuous and categorical nature of the time variable using stacked area and stacked bars. The 80s vs 90s shift is easier to see. #dataviz
September 16, 2026 at 12:38 PM
Reposted by Matthew Kay
Thanks to @ieeevis.org and anyone else who nudges the dataviz community towards Bluesky. It works!
Hiya! Finally motivated to join thanks to @ieeevis.org nudge when registering for IEEE VIS in Boston. Thanks for curating the visualization starter pack to onboard me into something interesting right away.
September 16, 2026 at 1:27 PM
Reposted by Matthew Kay
“Every time the AI is supposed to not have access to the open internet and then it gains access to the open internet, you have to pay 10 million dollars”
September 15, 2026 at 4:29 PM
Reposted by Matthew Kay
We have updated our House election forecast with the new old congressional district boundaries in Missouri. fpo.news
September 11, 2026 at 9:26 PM
Reposted by Matthew Kay
So I did tell the editor where to shove it — politely of course
September 8, 2026 at 9:21 AM
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This Labor Day, if you've ever benefited from:
 
— The weekend
— 40-hour work weeks
— Workplace safety standards
— A minimum wage
— Paid time off
 
thank a union.
 
Unions don’t just improve working conditions for their members, they help every American worker.
 
Happy Labor Day!
September 7, 2026 at 1:43 PM
Reposted by Matthew Kay
I've seen everyone sharing that US Dialect Quiz so I decided to make my own, much crappier, CANADIAN DIALECT QUIZ to guess where in Canada you're from
September 4, 2026 at 3:38 PM
Reposted by Matthew Kay
At the BELIV workshop (at @ieeevis.org), we will also present the work of Anne-Flore Cabouat and Lily Ge (with @cybunk.bsky.social, @mjskay.com, @drpi.bsky.social ) on "Why Question Answering Modality Matters in Visualization Studies and Tests". More info: tobias.isenberg.cc/p/Cabouat202...
Tobias Isenberg - Why Question Answering Modality Matters in Visualization Studies and Tests
tobias.isenberg.cc
September 3, 2026 at 7:45 AM
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I honestly think it's the same as billionaire brain disease; when someone else does all your thinking for you and all you get is sycophancy in return, your brain turns to custard.
January 5, 2026 at 6:36 AM
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Wake up, babe. The Prime Minister just dropped “hydronym”.
August 27, 2026 at 9:39 PM
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bayesplot R package 1.16.0 now in CRAN!

This release has quite a lot of new functionality and other improvements. Below are some highlights. For more detailed release notes that cover additional improvements and bug fixes see Changelog mc-stan.org/bayesplot/ne...
Changelog
mc-stan.org
August 26, 2026 at 9:26 AM
Reposted by Matthew Kay
Reread my blog post on the biggest problem in statistics. On re-read, I still don't think it is terrible (other than the typos and things). So I'll repost. timcdlucas.github.io/the-biggest-...
The Biggest Problem In Statistics
timcdlucas.github.io
August 25, 2026 at 3:13 PM
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Given all the discussions about Laplace and Jacobians at StanCon, reminder also about my case study with simple visual illustrations users.aalto.fi/~ave/casestu...
August 21, 2026 at 2:18 PM
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Stancon26 talk about a surprising discovery I had that Bayesian hierarchical models can be made equivalent in distribution to frequentist estimates, giving new insight into hierarchical models and faster inference. Upcoming paper with Nikolai Vetr

youtu.be/lHXav9KIEIU?...
Sean Pinkney - Population Effects in Hierarchical Models using Sum-to-Zero Constraints. StanCon 2026
YouTube video by Stan
youtu.be
August 20, 2026 at 10:04 AM
Reposted by Matthew Kay
We're hiring in statistics, econometrics, ML, statistical computing, data vis, etc. It's a great place to work, which is why I've been here for more than 30 years! Details at bit.ly/3Tld8UV. Level is roughly equivalent to Assistant/Associate Prof in North America. #stats #datascience #rstats
Job Search
careers.pageuppeople.com
July 29, 2026 at 12:12 AM
Given all the discussions about Jacobians at #StanCon today, the @mc-stan.org audience would appreciate that {ggdist} automatically applies the Jacobian adjustment when visualizing densities on transformed scales -- I should have demoed it in my talk!

Sometimes useful when looking at priors...
August 20, 2026 at 9:36 PM
Reposted by Matthew Kay
I'm missing OG Twitter and the academic conversations. LinkedIn kind of sucks for that, and Substack Notes are mostly talking to other writers, not to professors.

Where do I go to hang out with my friends between conferences? Is it here?? Where is my 2026 equivalent where I post AIM away messages?
August 20, 2026 at 12:34 PM
Reposted by Matthew Kay
There is now StanCon 2026 Uppsala playlist
www.youtube.com/playlist?lis...

At the moment talks by @mjskay.com, @aseyboldt.bsky.social, @paulbuerkner.com, @charlesm993.bsky.social are up, and we'll keep uploading more during the week
StanCon 2026 Uppsala - YouTube
www.youtube.com
August 18, 2026 at 12:06 PM
Reposted by Matthew Kay
See StanCon 2026 playlist
bsky.app/profile/mc-s...
There is now StanCon 2026 Uppsala playlist
www.youtube.com/playlist?lis...

At the moment talks by @mjskay.com, @aseyboldt.bsky.social, @paulbuerkner.com, @charlesm993.bsky.social are up, and we'll keep uploading more during the week
StanCon 2026 Uppsala - YouTube
www.youtube.com
August 18, 2026 at 12:09 PM