Scott Clifford
scottclifford.bsky.social
Scott Clifford
@scottclifford.bsky.social

Professor of Political Science.
http://scottaclifford.com/

Political science 37%
Sociology 20%
Perhaps others have seen it already, but I found this pre-print (first posted in September) deeply troubling, raising concerns about how LLMs used for classification tasks in research open new researcher-degrees-of-freedom, which they call "LLM-hacking" (akin to p-hacking)

arxiv.org/pdf/2509.08825
arxiv.org
Clear evidence that at universities conservatives don't face higher obstacles than liberals to establish student groups + invite outside speakers.

"These results fail to offer support for the view that conservative students encounter more difficulty in efforts to access campus resources."
New paper with Salvo Nunnari which aims to detect (partisan) motivated reasoning (MR) using experimental designs based on information order. This provides a flexible way to detect deviations from Bayesian updating which can be explained by MR.

osf.io/preprints/so...

Yes!! And I'll add some evidence that these agree-disagree type questions seem to be *creating* some conspiracy beliefs.
www.cambridge.org/core/journal...
Do Survey Questions Spread Conspiracy Beliefs? | Journal of Experimental Political Science | Cambridge Core
Do Survey Questions Spread Conspiracy Beliefs? - Volume 10 Issue 2
www.cambridge.org

Reposted by Scott Clifford

Central attitudes in political belief systems are more resistant to change than peripheral attitudes, but not necessarily less amenable to persuasive attempts: https://osf.io/6a8ue
This paper was a blast to work on. The challenge: present party positions across many issues, in real time, using language voters actually use. 🧵 on why we went with a more involved retrieval-based approach and where I think these tools are headed.
🚨Excited to share our new paper published in PNAS (joint with @yamilrvelez.bsky.social and Don Green)! AI can enhance political knowledge and provide balanced information about politics with proper guardrails and vetted sources (e.g., party platforms).

www.pnas.org/doi/full/10....

Reposted by Scott Clifford

Partisan voters can reward candidates who stick to the party line even on unpopular issues. Under uncertainty, voters infer that ideologically rigid candidates are also more likely to back the party's other, more popular positions academic.oup.com/sf/advance-a...
Why moderate voters choose extreme candidates: voter uncertainty as a driver of elite polarization
Abstract. Representative democracy depends on elected officials reflecting voters’ policy preferences. Yet, US elected officials are more ideologically ext
academic.oup.com
We really need to stop asking items like this using agree-disagree scales or comparable formats. These estimates aren't informative.

academic.oup.com/poq/article/...

www.cambridge.org/core/journal...

Reposted by Scott Clifford

They find that survey professionalism is common, but there is limited evidence that survey professionals lower data quality. Professionals do not systematically differ from non-professionals and don’t exhibit more response instability. Read the paper here: www.cambridge.org/core/journal...
Survey Professionalism: New Evidence from Web Browsing Data | Political Analysis | Cambridge Core
Survey Professionalism: New Evidence from Web Browsing Data
www.cambridge.org

Reposted by Scott Clifford

Currently in FirstView: In “Survey Professionalism: New Evidence from Web Browsing Data,” Bernhard Clemm von Hohenberg, @tiagoventura.bsky.social, Tiago Ventura, @jonathannagler.bsky.social, @ericka.bric.digital, & Magdalena Wojcieszak provide evidence on survey professionalism across three samples.
Survey experiments' popularity in political science is getting attention. What is good and bad about them? How can one maximize their benefits and mitigate their downsides?

Greg Huber and I wrote up our thoughts:
Paywalled: doi.org/10.1016/bs.h...
Free: m-graham.com/papers/Huber...
NEW PAPER w/ @cselmendorf.bsky.social & @jkalla.bsky.social:

An under-appreciated reason why voters oppose dense new housing, especially in less-dense neighborhoods: they think it looks ugly and want to prevent that, even in other neighborhoods.

Some of what we think is NIMBYism might not be!
As @seanjwestwood.bsky.social's terrifying new PNAS article demonstrates, LLMs can now pass almost every attention check, mirror personas, stay consistent across pages, and systematically bias responses in the aggregate.

So here’s a different angle: verify physical presence, not text.
A thread on our recent paper (w/Raihan Alam @raihanalam) in PNAS on why punishment often fails and what it means for crime, cooperation, democracy, and the rule of law. I’m super excited for it, it’s the lab’s most extensive experimental work to date. Check it out! 1/
www.pnas.org/doi/full/10....
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
www.pnas.org
Do any meta-analyses or other reflection pieces exist that catalog the sorts of mechanisms specifically, and outcomes generally, studied as consequences of providing white Americans information on their declining population share?
(1/10) 🚨Preprint alert!🚨

In this article, I challenge claims of a generational rise of conservative men. In the media and recent academic publications, the so-called ‘youth gender gap’ has been interpreted as a generational phenomenon.

doi.org/10.31234/osf...
OSF
doi.org

I still hear reviewer 2 saying "yes but in this case..."
✨New preprint! Why do people express outrage online? In 4 studies we develop a taxonomy of online outrage motives, test what motives people report, what they infer for in- vs. out-partisans, and how motive inferences shape downstream intergroup consequences. Led by @felix-chenwei.bsky.social 🧵👇
New WP on political violence in democracies with the fantastic @dianebolet.bsky.social and @bjarneck.bsky.social. Sadly very topical, but with some positive results

osf.io/preprints/so...

1/

Reposted by Scott Clifford

Very few Americans support actual political violence.

Many more support intimidation.

Almost no one thinks it’s appropriate to kill your political opponents, but many more would dox them.

Read the latest: goodauthority.org/news/very-fe...
Very few Americans support actual political violence. Many more support intimidation.
Almost no one thinks it’s appropriate to kill your political opponents, but many more would dox them.
goodauthority.org
After a huge post-election flip in economic perceptions, I thought Democrats and Republicans might be lying to pollsters to send a partisan message — but I was wrong!

New in the Journal of Experimental Political Science (open access): doi.org/10.1017/XPS....

Reposted by Scott Clifford

#OpenAccess from August 2025 -

Cleaning up Politics: Anti-Corruption Appeals in Electoral Campaigns - cup.org/4msGB8X

"Surprisingly, a clean disciplinary record does not substantively enhance a candidate’s anticorruption appeal..."

- Sofia Vera

Reposted by Scott Clifford

A cautiously optimistic result on AI and disinformation.

A week before 2024 UK elections 13% of all voters used AI to ask about political topics. A randomized trial found this may be good: using AI led to similar gains in true knowledge as doing web research, regardless of model & prompt used.
We often hear from reviewers: "what about demand effects?" So we developed a method to eliminate them. Something weird happened during testing: We couldn’t detect demand effects in the first place! (1/8)
📣 MORAL APPEALS IN POLITICAL COMMUNICATION 📣
New version of @twidmann.bsky.social and my working paper answering:
* Have moral appeals increased over time?
* Is the tendency to moralize ideologically patterned?
* Are some topics consistently more moralized than others?
osf.io/preprints/os...
OSF
osf.io
colleagues in political science. the formal update to the Garand and Giles journal ranking survey is now live. many of you will receive an email momentarily inviting you to participate. in the event you do NOT receive an invitation, please see this website to self-enroll. thanks! sharing = caring!
Participating
The Evaluation of Publication in Political Research study is open to serious producers and consumers of political research, including faculty in institutions of higher education, doctoral students,…
eppr.study
Now Out on First View: "Can (Thin) Populism be Manipulated without Manipulating Host Ideology? Evidence from a Conjoint Validation Approach"
www.cambridge.org/core/journal...
Can (Thin) Populism be Manipulated without Manipulating Host Ideology? Evidence from a Conjoint Validation Approach | Journal of Experimental Political Science | Cambridge Core
Can (Thin) Populism be Manipulated without Manipulating Host Ideology? Evidence from a Conjoint Validation Approach
www.cambridge.org
New preregistered report @jepsjournal.bsky.social

"Thin" populism treatments manipulate perceptions of people-centrism + anti-elitism

But: some treatments (e.g., "American people") affect perceptions of host ideology, complicating causal analyses of impact of populist rhetoric

cup.org/4n3DvZm
New JEPS: Debunking NIMBY Myths Increases Support for Affordable Housing, Especially Near Respondents' Homes www.cambridge.org/core/service...

-correcting stereotypes/misperceptions re: affordable housing increases support for building it
-Effects often *larger* for housing near people's homes

Reposted by Scott Clifford