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CAGE Working Papers June 2026

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CAGE Working Papers June 2026

CAGE research papers draw on our global academic network of research associates and address topics aligned to our four core themes.

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811 Caste and Meritocracy in IndiaLink opens in a new window

Authors: Bishnupriya Gupta, Kaivan Munshi, and Swapnil Singh

Theme: Global Economic History

Summary: The caste system in India acts as a barrier to meritocracy. For centuries the lowest castes were disadvantaged socially and economically. Evidence from the colonial censuses of the early twentieth century shows large differences in literacy and occupation between the highest and the lowest castes. After independence, India adopted affirmative action in state-funded education and public sector jobs that benefited people in the so-called scheduled castes and tribes, who were the disadvantaged groups. We show that since the 1980s, there has been convergence in education and occupation between the upper castes and that population.

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810 A Practitioner鈥檚 Guide to Using Large Language Models and Generative AI in Economic HistoryLink opens in a new window

Authors: Andreas Ferrara

Theme: Global Economic History

Summary: This paper provides a practical guide to using large language models (LLMs) for economic research, particularly with complex data sources such as text, images, audio, and historical records. It outlines a step-by-step workflow covering model selection, prompting, cost management, validation, and reproducibility. Reviewing recent applications and presenting four worked examples, the guide demonstrates how LLMs can extract, link, classify, and harmonize data at scale. It also offers best-practice recommendations, checklists, and replication tools for applied researchers.

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809 Political Participation Under Uncertain NormsLink opens in a new window

Authors: Thiemo Fetzer, Lukas Hensel, Christopher Roth, Hannah Zillessen

Theme: Responsive Public Policy

Summary: This paper examines how information about uncertainty in political norms affects democratic engagement in the context of Brexit. Through an experiment, it varies information about agreement and uncertainty among Leave and Remain supporters regarding the appropriateness of a second referendum. The findings show that learning others are uncertain—especially within one鈥檚 own political camp—increases willingness to publicly support campaigns on either side. The results suggest that reducing perceived conformity pressures can encourage political participation and promote depolarization without changing underlying political preferences.

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