In my work on science, education, and tech, I study the social contexts of knowledge and knowledge-making
The structure of scholarly argument
Here I show the main claim (blue), subclaims (green), and groundings (yellow) of a scholarly argument from an ongoing computational project called ScholARG, where I use LLMs for supervision in a transformer pipeline to represent argument graphs
Works
How values and uncertainty in peer review shape scientific advance
American Sociological Review (2025)
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“You cannot sound like GPT”: Signs of language discrimination and resistance in computer science publishing
ACM FAccT (2025)
⭑ Best Paper Award
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Can large language models provide useful feedback on research papers? A large-scale empirical analysis
New England Journal of Medicine Artificial Intelligence (2024)
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Women scholars and the institutionalization of Feminist, Gender, Sex, and Sexuality (FGSS) research in Comparative Education, 1957–2010
Comparative Education Review (2024)
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Systematic analysis of 32K model cards characterizes documentation practice in AI engineering
Nature Machine Intelligence (2024)
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How new ideas diffuse in science
American Sociological Review (2023)
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Causal matching with text embeddings: A case study in estimating the causal effects of peer review policies
Proceedings of the Association for Computational Linguistics (2023)
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Gendered knowledge in fields and academic careers
Research Policy (2022)
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Social reproduction and sex in German primary schools
Compare: Journal of Comparative and International Education (2017)
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Drafts
Why do papers get desk rejected?
R+R - Research Policy
ScholARG: Corpus, Benchmarks, and Models for Mining Scholarly Arguments
How random is the review outcome?
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In my macro historical work, I study the cultural authority of scientific knowledge and the nation-state
The nation-state as a relational outcome of epistemic flows, 1800-1913
Here I show international social scientific and reformist congresses* carrying social theories and policies throughout the West.
*1 dot is 1 congress traveling from/to a country.
Works
The epistemic origins of the nation-state
American Sociological Review (conditional acceptance)
The university: exalted institution, ruined organization
Minerva: A Review of Learning, Science and Policy (2025)
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The making of the modern state: Social scientization and education legislation in the United Kingdom, 1800–1914
European Journal of Sociology (2023)
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Visions of deliverance: Social science, rationalization, and the expanded purposiveness of schooling in the UK Parliament, 1803–1914
Social Science History (2023)
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Social scientization and the rise of the schooling state in UK parliamentary discourse, 1803–1909
Social Science History (2022)
⭑ Best Graduate Student Paper (Hon. Mention)
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Creating the canon: The meaning and effects of textbooks and curricula
Education and Society (University of California Press) (2017)
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Drafts
Mr. Gradgrind and the rationalization of education politics, 1803–1914