Athul Sudheesh's Avatar

Athul Sudheesh

@athul.bsky.social

Learning Scientist & Applied Statistician (Causal Inference + Psychometrics).

272 Followers  |  141 Following  |  88 Posts  |  Joined: 07.11.2023  |  1.8166

Latest posts by athul.bsky.social on Bluesky

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Bluesky Map Interactive map of 3.4 million Bluesky users, visualised by their follower pattern.

I made a map of 3.4 million Bluesky users - see if you can find yourself!

bluesky-map.theo.io

I've seen some similar projects, but IMO this seems to better capture some of the fine-grained detail

08.02.2026 22:59 โ€” ๐Ÿ‘ 7120    ๐Ÿ” 2149    ๐Ÿ’ฌ 653    ๐Ÿ“Œ 4583
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RDM Weekly - Issue 028 A weekly roundup of Research Data Management resources.

Issue 28 of RDM Weekly is out! ๐Ÿ“ฌ

โžก๏ธ Can you trust data collected on MTurk? @cskay.bsky.social
โžก๏ธ Reproducible Code Guide @britishecologicalsociety.org
โžก๏ธ Posit Cheatsheets @posit.co
โžก๏ธ Education Data Explorer @urbaninstitute.bsky.social
and more!
rdmweekly.substack.com/p/rdm-weekly...

13.01.2026 14:09 โ€” ๐Ÿ‘ 19    ๐Ÿ” 6    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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Have you ever quickly thrown a survey together and then ended up with data that was unusable?

It's because creating a quality instrument takes time. Taking your survey through these phases of pilot testing ahead of time, will result in better data.

datamgmtinedresearch.com/collect#pilo...

09.01.2026 17:37 โ€” ๐Ÿ‘ 30    ๐Ÿ” 11    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

if I see another academic describe LLMs - a tech owned by a small elite of white billionaires, built from extracting data from humans and minerals from the earth, and refined by the labor of underpaid workers in the global south - as an โ€˜important tool for decolonizationโ€™ I may simply just explode

09.12.2025 02:32 โ€” ๐Ÿ‘ 417    ๐Ÿ” 94    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 2
course schedule as a table. Available at the link in the post.

course schedule as a table. Available at the link in the post.

I'm teaching Statistical Rethinking again starting Jan 2026. This time with live lectures, divided into Beginner and Experienced sections. Will be a lot more work for me, but I hope much better for students.

I will record lectures & all will be found at this link: github.com/rmcelreath/s...

09.12.2025 13:58 โ€” ๐Ÿ‘ 658    ๐Ÿ” 235    ๐Ÿ’ฌ 12    ๐Ÿ“Œ 20
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RDM Weekly - Issue 025 A weekly roundup of Research Data Management resources.

Issue 25 of RDM Weekly is out! ๐Ÿ“ฌ

It includes:
โžก๏ธ Make Your Open Data More Useable @collin-schwantes.bsky.social
โžก๏ธ PIDs 101 - Webinar @sparcopen.bsky.social
โžก๏ธ Cleaning Medical Data with R @pipinghotdata.com
โžก๏ธ Lab Manual Template @martonkovacs.bsky.social

rdmweekly.substack.com/p/rdm-weekly...

09.12.2025 14:05 โ€” ๐Ÿ‘ 14    ๐Ÿ” 7    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

The masses just want to automate everything that takes effort to master: law, medicine, researchโ€ฆ(the list goes on). And do what?? (Doomscrolling & infinite shopping, I guess)

It was painful to see the news of Dept. Of Stats being shutdown at University of Nebraska.

07.12.2025 00:36 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I am going to avoid QTing as the intention is not to dunk. However complaints that stats is "too hard" and there should be tools to automate it miss the mark. Stats is a profession that requires hard work, like most others. They ARE hard. That's why you partner with experts.
#statsky #rstats #medsky

05.12.2025 07:22 โ€” ๐Ÿ‘ 24    ๐Ÿ” 2    ๐Ÿ’ฌ 4    ๐Ÿ“Œ 1
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Inspiring, though provoking, disagreeable ๐Ÿ˜‰.

Great to have @lakens.bsky.social as a keynote at our third metascience for Machine Learning workshop
metascienceforml.github.io

05.12.2025 20:50 โ€” ๐Ÿ‘ 10    ๐Ÿ” 2    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1

(2/2) Ppl with adversarial mindset are just waiting to ask questions and tear down ideas even without first trying to understand what the other person is saying or have the patience to listen to the response thatโ€™s addressing the question they raised.

07.12.2025 00:26 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

(1/2) What I have noticed is Constructive vs Adversarial isnโ€™t just with paper reviewing, itโ€™s someoneโ€™s basic mindset. And itโ€™s almost impossible to collaborate with a peer with adversarial mindset.

07.12.2025 00:24 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

If experimenters regularly thought like modelers and actually did use synthetic data to vet their designs, they'd be running orders of magnitudes fewer experiments and the literature wouldn't be so saturated with empirical garbage.

10.11.2025 17:02 โ€” ๐Ÿ‘ 14    ๐Ÿ” 1    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
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Have you ever wondered what causality really is?

In this week's issue of causalpython.io Weekly:

1. David Rohde on whether it makes sense to talk about "causality" as a unified concept

1/

#CausalSky #StatSky #EpiSky

19.10.2025 10:42 โ€” ๐Ÿ‘ 6    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Interested in measurement? NCME has expanded its list of PhD programs in North America (82 and counting). Our community is strong.
Landing page: www.ncme.org/students/con...
List: bit.ly/ncmephdprograms
Map: bit.ly/ncmephdmap
@ncme38.bsky.social

16.10.2025 18:17 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Saying โ€œOh, donโ€™t learn to code because we have LLMsโ€ is as absurd as telling someone โ€œDonโ€™t learn math because we have calculatorsโ€

23.05.2025 16:54 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Can I please have a normal day without seeing LLM/AI keywords on everything I see or listen? ๐Ÿ˜’

LLM is a tech/science epidemic! There is more to science and tech than these language models.

25.04.2025 13:35 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I keep coming across new lists of education research (and adjacent) job opportunities so if you are looking for work, check out these links. ๐Ÿ‘‡

docs.google.com/spreadsheets...

docs.google.com/spreadsheets...

docs.google.com/spreadsheets...

www.purposephilcareer.com

25.04.2025 13:15 โ€” ๐Ÿ‘ 18    ๐Ÿ” 4    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

This is my go to https://app.diagrams.net

13.04.2025 14:19 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Regurgitation, get it published and call it a day..๐Ÿคก

11.04.2025 15:36 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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The Effect: An Introduction to Research Design and Causality The Effect: An Introduction to Research Design and Causality, Second edition is about research design, specifically concerning research that uses observational data to make a causal inference. It is s...

The second edition of The Effect is now available for preorder! This version has a whole new chapter on Partial Identification, a considerable update on staggered treatment and control variables in DID, and zillions of other little updates throughout. www.routledge.com/The-Effect-A...

01.04.2025 18:17 โ€” ๐Ÿ‘ 188    ๐Ÿ” 55    ๐Ÿ’ฌ 4    ๐Ÿ“Œ 9

๐Ÿ’ฏ

28.03.2025 19:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Despite this great advise, as a newbie I have gone with high risk high reward stocks and got burnt badly. But I donโ€™t regret because I learned a lot! That was my burn-in period (MCMC analogy).

26.03.2025 15:55 โ€” ๐Ÿ‘ 3    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

The advice I got from my PhD advisor when I started the program was: consider your research career like a stock portfolio. Have a healthy mix of high risk high reward stocks along with some mutual fund stocks that are low risk, low reward.

26.03.2025 15:52 โ€” ๐Ÿ‘ 11    ๐Ÿ” 2    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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On the responsibilities of intellectuals and the rise of bullshit jobs in universities You may never have considered yourself to be one. Why would you? But if youโ€™re reading this, there is more than a likelihood that you are one. If youโ€™re a

I read this it obviously rings true. I do wonder wether one unifyng call to action for manegement, unions, academics, and yes administrators could be to collectively truely optimize the Universities expenditures. A genuine anti-DOGE... ๐Ÿงต๐Ÿ‘‡

26.03.2025 08:54 โ€” ๐Ÿ‘ 8    ๐Ÿ” 1    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
"When a complex system is far from equilibrium, small islands of coherence in a sea of chaos have the capacity to shift the entire system to a higher order."
Iya Prigogine, Noble prize-winning chemist

"When a complex system is far from equilibrium, small islands of coherence in a sea of chaos have the capacity to shift the entire system to a higher order." Iya Prigogine, Noble prize-winning chemist

"When a complex system is far from equilibrium, small islands of coherence in a sea of chaos have the capacity to shift the entire system to a higher order."

Iya Prigogine, Noble prize-winning chemist

23.03.2025 16:39 โ€” ๐Ÿ‘ 14604    ๐Ÿ” 3113    ๐Ÿ’ฌ 372    ๐Ÿ“Œ 293
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How aboutโ€ฆ
If you donโ€™t stand up against government crippling of science, we will lose to China

Letโ€™s not put the cart before the horse

23.03.2025 21:51 โ€” ๐Ÿ‘ 43    ๐Ÿ” 4    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Causal understanding is not a point of view, itโ€™s a point of do | Aeon Essays Humans have a superpower that makes us uniquely capable of controlling the world: our ability to understand cause and effect

Suffused with causality | Humans have a superpower that makes us uniquely capable of controlling the world: our ability to understand cause and effect | by Mariel Goddu aeon.co/essays/causa...

22.03.2025 12:49 โ€” ๐Ÿ‘ 14    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

๐Ÿ’ฏ agree! You need to be really strong from within to be vulnerable. But the people who just focus on showing โ€œstrengthโ€ doesnโ€™t seem to understand this. Sometimes those are the people who are the most insecure inside.

22.02.2025 17:16 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Them sharing their experience is going to have a tremendous impact on my career & personal life, because it changed how I look at it and how I want to tackle it. What makes a company great place to work is people like this, not free snacks or ping-pong tables!

22.02.2025 16:47 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

After all, we are not just a group of robots; we are human beings with emotions and vulnerabilities. Embracing this openness can foster a more supportive and understanding environment for everyone.

22.02.2025 16:47 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

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