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Anton Strezhnev

@astrezh.bsky.social

Assistant Professor, UW-Madison Political Science. http://www.antonstrezhnev.com

4,310 Followers  |  3,497 Following  |  1,241 Posts  |  Joined: 10.05.2023  |  2.0439

Latest posts by astrezh.bsky.social on Bluesky

Gotta make sure itโ€™s still got those SQL injections for true authenticity

11.02.2026 00:11 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
a classic forum interface for bluesky

a classic forum interface for bluesky

a classic forum interface for hacker news

a classic forum interface for hacker news

a classic forum interface for the new york times

a classic forum interface for the new york times

coding assistance lets you fast-track important projects that improve your life, such as reformatting every single site you read into the old vbulletin 3.x default template

10.02.2026 14:05 โ€” ๐Ÿ‘ 709    ๐Ÿ” 126    ๐Ÿ’ฌ 22    ๐Ÿ“Œ 34

Very curious to know what the spongebob SKILL.md doesโ€ฆ

10.02.2026 17:38 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I donโ€™t think the current bottleneck to good research is our ability to generate code and text.

10.02.2026 12:25 โ€” ๐Ÿ‘ 13    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Also, conditional on hiring an RA, that RA is probably doing coauthor level work - they should be a coauthor.

08.02.2026 21:26 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Perhaps we should change how we teach the undergrads, though I suspect there will be a lot of resistance - especially from the undergrads themselves!

08.02.2026 21:23 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
The use of the two-way fixed effects regression in empirical social science was historically motivated by folk wisdom that it uncovers the Average Treatment effect on the Treated (ATT) as in the canonical two-period two-group case. This belief has come under scrutiny recently due to recent results in applied econometrics showing that it fails to uncover meaningful averages of heterogeneous treatment effects in the presence of effect heterogeneity over time and across adoption cohorts, and several heterogeneity-robust alternatives have been proposed. However, these estimators often have higher variance and are therefore under-powered for many applications, which poses a bias-variance tradeoff that is challenging for researchers to navigate. In this paper, we propose simple tests of linear restrictions that can be used to test for differences in dynamic treatment effects over cohorts, which allows us to test for when the two-way fixed effects regression is likely to yield biased estimates of the ATT. These tests are implemented as methods in the pyfixest python library.

The use of the two-way fixed effects regression in empirical social science was historically motivated by folk wisdom that it uncovers the Average Treatment effect on the Treated (ATT) as in the canonical two-period two-group case. This belief has come under scrutiny recently due to recent results in applied econometrics showing that it fails to uncover meaningful averages of heterogeneous treatment effects in the presence of effect heterogeneity over time and across adoption cohorts, and several heterogeneity-robust alternatives have been proposed. However, these estimators often have higher variance and are therefore under-powered for many applications, which poses a bias-variance tradeoff that is challenging for researchers to navigate. In this paper, we propose simple tests of linear restrictions that can be used to test for differences in dynamic treatment effects over cohorts, which allows us to test for when the two-way fixed effects regression is likely to yield biased estimates of the ATT. These tests are implemented as methods in the pyfixest python library.

arXiv๐Ÿ“ˆ๐Ÿค–
When can we get away with using the two-way fixed effects regression?
By Lal

08.02.2026 01:37 โ€” ๐Ÿ‘ 24    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

The deadly chemical in Michael Clayton is Culcitate and the evil metal in Andor is Kalkite, suggesting a connected Gilroyverse across which pernicious minerals share a linguistic heritaโ€”
*a taut cable snaps inside my skullโ€”BANG!โ€” foamy brain matter oozes out of my ears and nose*

17.07.2025 22:25 โ€” ๐Ÿ‘ 116    ๐Ÿ” 18    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 4

My man, thatโ€™s not FDIC insured!!

06.02.2026 23:51 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Broadcast TV also very interesting

06.02.2026 13:48 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

AI is going to let academics write so many more papers (derogatory)

06.02.2026 12:01 โ€” ๐Ÿ‘ 33    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

Literally the Armstrong and Miller RAF pilots bit

04.02.2026 23:16 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Preview
Minnesota Nice The niceness of my adopted home state during oppression and beyond

sarahgardner.substack.com/p/minnesota-...

04.02.2026 20:26 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Itโ€™s weird to see the latent projection of someone you know into the space of โ€œarXiV paperโ€

04.02.2026 17:41 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Iโ€™m not sure itโ€™s actually consequential, but itโ€™s annoying.

04.02.2026 01:47 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Oh sure, bigger issues - but like โ€œyou adjust for all the stuff they claim to and get nothingโ€ is something thatโ€™s been bugging me about this debate.

04.02.2026 01:44 โ€” ๐Ÿ‘ 5    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Also - control for variables by putting them in the regression! bsky.app/profile/astr...

04.02.2026 01:36 โ€” ๐Ÿ‘ 22    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Both Y and D residuals get you FWL and you can also just residualize D and get the same coefficient. But Y residualized and not D doesnโ€™t recover the same thing as the OLS coefficient w/ the Y, D and confounders.

03.02.2026 22:18 โ€” ๐Ÿ‘ 7    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Identification issues aside - I feel like something might just be messed up in the ST analysis from regressing WAR (a residual) on moderation (or any โ€œcausalโ€ variable weโ€™re interested in) without also residualizing the causal variable on those same things.

03.02.2026 22:18 โ€” ๐Ÿ‘ 10    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
Preview
Causal Interpretation of Cross-Experiment Surrogate Regressions (PDF) We study the common practice in technology experimentation of regressing estimated long-term treatment-effect lifts on estimated short-term lifts across many experiments, and using the fitted coeffici

Discovered my favorite new euphemism for a hallucinated reference โ€œclassic viewpoint; citation omittedโ€ - www.clawxiv.org/pdf/clawxiv....

03.02.2026 16:40 โ€” ๐Ÿ‘ 7    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Oh to hear the things biostatisticians say about doctorsโ€ฆ

02.02.2026 20:39 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Preview
Jerzy Neyman: A Positive Role Model in the History of Frequentist Statistics Many of the facts in this blog post come from the biography โ€˜Neymanโ€™ by Constance Reid . I highly recommend reading this book if you find ...

Always worth going back to this @lakens.bsky.social piece on an influential statistician who *wasnโ€™t* personally a piece of shit. daniellakens.blogspot.com/2021/09/jerz...

31.01.2026 22:04 โ€” ๐Ÿ‘ 20    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

@professormusgrave.bsky.social alert!

30.01.2026 21:20 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

The Star Trek model is really helpful here in that โ€œthe Computerโ€ often helps move the plot forward but itโ€™s never the architect of the narrative and is not infrequently the foil

29.01.2026 04:53 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I do think a feed thatโ€™s \alpha, (1-\alpha) mix of main feed and quite posters could replicate the old model reasonably well

29.01.2026 03:34 โ€” ๐Ÿ‘ 5    ๐Ÿ” 0    ๐Ÿ’ฌ 4    ๐Ÿ“Œ 0

โ€œQuiet Postersโ€ feed is important IMO - academics just canโ€™t match the output of other posters here and thatโ€™s the downside to a chronological feed. The magic of old Twitter was that the algorithm could mix in relevant posts from less active users.

29.01.2026 03:33 โ€” ๐Ÿ‘ 18    ๐Ÿ” 0    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
Preview
My Minneapolis An ode to a city that knows who it is

Minneapolis is a place that means a lot to me, so I wrote a short Substack about the city, its people, and what we all owe them.

benansell.substack.com/p/my-minneap...

28.01.2026 10:49 โ€” ๐Ÿ‘ 123    ๐Ÿ” 45    ๐Ÿ’ฌ 6    ๐Ÿ“Œ 13
Post image

Population Estimates Thread:

1/ We got new Census Bureau population estimates today, and they confirm what we already suspected... population growth slowed dramatically in 2025.

Census estimates the population grew by 1.38M in 2025, vs. a projection of 1.90M a year ago.

27.01.2026 21:23 โ€” ๐Ÿ‘ 20    ๐Ÿ” 7    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
Chocolate Giddy-Up from Black Dynamite

Chocolate Giddy-Up from Black Dynamite

27.01.2026 21:43 โ€” ๐Ÿ‘ 18    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

We already have a line city and itโ€™s called Madison, WI

26.01.2026 00:25 โ€” ๐Ÿ‘ 6    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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