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Anton Strezhnev

@astrezh

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

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Latest posts by Anton Strezhnev @astrezh

art of rally

08.03.2026 22:53 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I lucked into an RA position because I was a poli sci student who could code in Python in 2009 - and the rest is history, but do wish I had gotten more of the econometrics exposure as an undergrad.

07.03.2026 04:11 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

A very familiar SFS experience!

07.03.2026 04:01 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Curious whether the LLMs that are taking surveys now exhibit more demand effects than actual humans!

06.03.2026 05:54 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I can’t not hear β€œMarkwayne Mullin” in the same cadence as β€œDarkwing Duck”

05.03.2026 19:04 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
PoliSci 813

www.antonstrezhnev.com/ps813

05.03.2026 01:24 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Post image

We are seeking submissions for a special issue of the Forum, "Political Science and/or Fiction" (yes, the "and/or" is a pun). See attached for details. Submissions due 6/30/26.

04.03.2026 22:00 πŸ‘ 35 πŸ” 9 πŸ’¬ 5 πŸ“Œ 4

the problem with aughts critiques of games like CoD is that they all assumed that the single player campaigns were the most culturally influential forms of the medium

04.03.2026 15:56 πŸ‘ 393 πŸ” 38 πŸ’¬ 6 πŸ“Œ 5
Preview
Why you are not allowed to say that your 95% confidence interval contains the true parameter with a probability of 95% A shibboleth is a custom, such as a choice of phrasing, that distinguishes one group of people from another. The term goes back to the Hebrew Bible, in which the inhabitants of Gilead identify members...

For teaching, I’m on team β€œthe CI is just the inverted hypothesis test” - not a lie and connects to a thought experiment that’s easier to talk about - www.the100.ci/2024/12/05/w...

04.03.2026 06:21 πŸ‘ 12 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0

I’m kind of more optimistic about agents doing *custom software* eliminating the need for these wrapper packages. You can give an agent a methods paper and it’ll implement the method - you can read the code yourself.

04.03.2026 04:27 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The software stuff worries me because one of the biggest fail cases I’ve seen in published papers is authors not knowing the weird quirks of what their estimation software does and making mistakes. I’d be concerned now that the *maintainers* also don’t know!

04.03.2026 04:27 πŸ‘ 7 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

I’m increasingly moving towards β€œthe text vs. genetic version of the entity in Annihilation”

04.03.2026 00:50 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I prefer this way of thinking as well - the extension beyond like Wikipedia is that these tools are surprisingly good at **interpolation** in the "information space" - and it turns out a lot of knowledge work takes the form of "gap filling"

03.03.2026 20:14 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

"just branding" (neutral/exhausted)

03.03.2026 20:04 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

And like - it's just branding in the "credibility revolution" designs too.

03.03.2026 20:02 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Quasi-experimental is just branding IMO.

03.03.2026 20:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Counterpoint: This is actually correct in terms of what the underlying selection-on-observables assumption actually means.
The problem is that
a) They didn't control for all the differences
b) They don't have a coherent and well-defined intervention.

03.03.2026 20:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

β€œWait, our journals are going to be flooded with submissions and we don’t have the capacity or resources to distinguish what’s actually good?”

03.03.2026 16:45 πŸ‘ 21 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

*astronaut meme*

03.03.2026 16:40 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Preview
Difference-in-differences for mediation analysis using double machine learning We propose a difference-in-differences (DiD) framework with mediation for possibly multivalued discrete or continuous treatments and mediators, aimed at identifying the direct effect of the treatment ...

πŸš€ New working paper - joint with S. OberhΓ€nsli:
arxiv.org/abs/2602.23877
We propose a DiD approach to mediation analysis that evaluates direct, indirect, & dynamic treatment effects under conditional parallel trends, using double machine learning for flexible, data-driven covariate control.

03.03.2026 16:19 πŸ‘ 5 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0

Back on the first point, I think perhaps it's a good thing that PIs who have been treating their grad students as postdocs as work horses could have their AI now. Perhaps they should stop working w research assistants for the net benefits of everyone involved and the good of the research culture.

03.03.2026 15:19 πŸ‘ 62 πŸ” 6 πŸ’¬ 3 πŸ“Œ 0

The things people offer as examples of LLM disruption in academia often strike me as insights about the way things already work. E.g. β€œNow we can mass-produce mediocre papers” or β€œNow the value of an RA is not that they do the grunt work but that they bring a different perspective.”

03.03.2026 13:24 πŸ‘ 81 πŸ” 11 πŸ’¬ 12 πŸ“Œ 1

Yeah, re-reading I think that’s right/implied. Apologies for being a bit on edge :)

03.03.2026 03:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

When I add the headers and ask it to install and run the package, it does so, but gets *extremely insistent* that the manual method it wrote is fine and replicates the package exactly and so this is a waste of time.

03.03.2026 03:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Fun quirk of the LLM bot is that it will often manually code up whatever method I’m asking for b/c the package couldn’t compile since the headers aren’t in the container (Raspberry Pi)

03.03.2026 03:31 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I don’t have clear intuition about whether cellphone penetration would modify treatment effects (density as a correlate?) and my priors are tech-pessimistic, but PT is honestly more fragile than we’d like.

03.03.2026 03:24 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

No comment on the actual paper, but 2 is a slightly wrong intuition. β€œCommon shock” interpretation in DiD isn’t just about exposure but also effect homogeneity. Even if areas similarly exposed, different Fx would -> violate PT.

03.03.2026 03:24 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

It’s not clear to me that’s the audience of your blog, but alright.

I just think we’re better off just *doing the thing* instead of shadowboxing in some weird post-Twitter internet tech culture war.

03.03.2026 02:21 πŸ‘ 113 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

I love working papers and blogs! Most of my best papers are unpublished working papers :)

03.03.2026 01:57 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

No, I’m saying that *these* sorts of AI navel gazing blog posts add very little to the conversation. Like - it’s a useful tool, use it and put the research wherever. The meta-discourse is just exhausting.

03.03.2026 01:57 πŸ‘ 207 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0